text stringlengths 13 1.77M | id stringlengths 22 127 | metadata dict | __index_level_0__ int64 0 28 |
|---|---|---|---|
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import os.path
from contextlib import contextmanager
from os import PathLike
from pathlib import Path
from typing import Dict, L... | promptflow/src/promptflow/promptflow/azure/_entities/_flow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_entities/_flow.py",
"repo_id": "promptflow",
"token_count": 3966
} | 16 |
# coding=utf-8
# --------------------------------------------------------------------------
# Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.9.2, 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/_models_py3.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/models/_models_py3.py",
"repo_id": "promptflow",
"token_count": 751139
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from threading import Lock
from promptflow.azure._restclient.flow_service_caller import FlowServiceCaller
class _FlowServiceCallerFactory... | promptflow/src/promptflow/promptflow/azure/_restclient/service_caller_factory.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/service_caller_factory.py",
"repo_id": "promptflow",
"token_count": 390
} | 18 |
$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
} | 19 |
# ---------------------------------------------------------
# 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
} | 20 |
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
} | 21 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
from json import JSONDecodeError
from typing import Any, List, Mapping, Optional
from promptflow._utils.logger_utils import lo... | promptflow/src/promptflow/promptflow/executor/flow_validator.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/flow_validator.py",
"repo_id": "promptflow",
"token_count": 9197
} | 22 |
# Frequency asked questions (FAQ)
## Troubleshooting ##
### Token expired when run pfazure cmd
If hit error "AADSTS700082: The refresh token has expired due to inactivity." when running pfazure cmd, it's caused by local cached token expired. Please clear the cached token under "%LOCALAPPDATA%/.IdentityService/msal.c... | promptflow/docs/cloud/azureai/faq.md/0 | {
"file_path": "promptflow/docs/cloud/azureai/faq.md",
"repo_id": "promptflow",
"token_count": 108
} | 0 |
# Add conditional control to a flow
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](faq.md#stable-vs-experimental).
:::
In prompt flow, we support control logic by activate config, like if-else, switch. Activate config enables conditional execution of nod... | promptflow/docs/how-to-guides/add-conditional-control-to-a-flow.md/0 | {
"file_path": "promptflow/docs/how-to-guides/add-conditional-control-to-a-flow.md",
"repo_id": "promptflow",
"token_count": 1231
} | 1 |
# Create and Use Your Own Custom Strong Type Connection
Connections provide a secure method for managing credentials for external APIs and data sources in prompt flow. This guide explains how to create and use a custom strong type connection.
## What is a Custom Strong Type Connection?
A custom strong type connection ... | promptflow/docs/how-to-guides/develop-a-tool/create-your-own-custom-strong-type-connection.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-tool/create-your-own-custom-strong-type-connection.md",
"repo_id": "promptflow",
"token_count": 1583
} | 2 |
# Tune prompts using variants
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](faq.md#stable-vs-experimental).
:::
To better understand this part, please read [Quick start](./quick-start.md) and [Run and evaluate a flow](./run-and-evaluate-a-flow/index.md)... | promptflow/docs/how-to-guides/tune-prompts-with-variants.md/0 | {
"file_path": "promptflow/docs/how-to-guides/tune-prompts-with-variants.md",
"repo_id": "promptflow",
"token_count": 1456
} | 3 |
# Open Model LLM
## Introduction
The Open Model LLM tool enables the utilization of a variety of Open Model and Foundational Models, such as [Falcon](https://ml.azure.com/models/tiiuae-falcon-7b/version/4/catalog/registry/azureml) and [Llama 2](https://ml.azure.com/models/Llama-2-7b-chat/version/14/catalog/registry/a... | promptflow/docs/reference/tools-reference/open_model_llm_tool.md/0 | {
"file_path": "promptflow/docs/reference/tools-reference/open_model_llm_tool.md",
"repo_id": "promptflow",
"token_count": 1634
} | 4 |
try:
from openai import AzureOpenAI as AzureOpenAIClient
except Exception:
raise Exception(
"Please upgrade your OpenAI package to version 1.0.0 or later using the command: pip install --upgrade openai.")
from promptflow._internal import ToolProvider, tool
from promptflow.connections import AzureOpenAI... | promptflow/src/promptflow-tools/promptflow/tools/aoai_gpt4v.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/aoai_gpt4v.py",
"repo_id": "promptflow",
"token_count": 3075
} | 5 |
promptflow.tools.serpapi.SerpAPI.search:
name: Serp API
description: Use Serp API to obtain search results from a specific search engine.
inputs:
connection:
type:
- SerpConnection
engine:
default: google
enum:
- google
- bing
type:
- string
location:
... | promptflow/src/promptflow-tools/promptflow/tools/yamls/serpapi.yaml/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/yamls/serpapi.yaml",
"repo_id": "promptflow",
"token_count": 302
} | 6 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# pylint: disable=wrong-import-position
import json
import time
from promptflow._cli._pf.help import show_privacy_statement, show_welcome_m... | promptflow/src/promptflow/promptflow/_cli/_pf_azure/entry.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf_azure/entry.py",
"repo_id": "promptflow",
"token_count": 2094
} | 7 |
{"groundtruth": "App", "prediction": "App"}
| promptflow/src/promptflow/promptflow/_cli/data/evaluation_flow/data.jsonl/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/evaluation_flow/data.jsonl",
"repo_id": "promptflow",
"token_count": 15
} | 8 |
from traceback import TracebackException
from promptflow._utils.exception_utils import (
ADDITIONAL_INFO_USER_EXECUTION_ERROR,
is_pf_core_frame,
last_frame_info,
remove_suffix,
)
from promptflow.exceptions import ErrorTarget, SystemErrorException, UserErrorException, ValidationException
class Unexpec... | promptflow/src/promptflow/promptflow/_core/_errors.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/_errors.py",
"repo_id": "promptflow",
"token_count": 1699
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
# flake8: noqa
"""Put some imports here for internal pack... | promptflow/src/promptflow/promptflow/_internal/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_internal/__init__.py",
"repo_id": "promptflow",
"token_count": 1330
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import os
from os import PathLike
from pathlib import Path
from typing import Any, Dict, List, Union
from .._utils.logger_utils import get_... | promptflow/src/promptflow/promptflow/_sdk/_pf_client.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_pf_client.py",
"repo_id": "promptflow",
"token_count": 4254
} | 11 |
{
"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
} | 12 |
# ---------------------------------------------------------
# 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
} | 13 |
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
} | 14 |
# ---------------------------------------------------------
# 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": 6671
} | 15 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import os.path
import sys
import time
from dataclasses import asdict
from typing import Any, Dict, List, Optional, Union
from ... | promptflow/src/promptflow/promptflow/_sdk/operations/_run_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/operations/_run_operations.py",
"repo_id": "promptflow",
"token_count": 7472
} | 16 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
"""!!!Note: context in this file only used for command line related logics,
please avoid using them in service code!!!"""
import contextlib... | promptflow/src/promptflow/promptflow/_utils/context_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/context_utils.py",
"repo_id": "promptflow",
"token_count": 285
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import importlib
import inspect
import logging
import re
from enum import Enum, EnumMeta
from typing import Any, Callable, Dict, List, Unio... | promptflow/src/promptflow/promptflow/_utils/tool_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/tool_utils.py",
"repo_id": "promptflow",
"token_count": 7341
} | 18 |
# coding=utf-8
# --------------------------------------------------------------------------
# Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.9.2, 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/_flow_runtimes_workspace_independent_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_flow_runtimes_workspace_independent_operations.py",
"repo_id": "promptflow",
"token_count": 1237
} | 19 |
# coding=utf-8
# --------------------------------------------------------------------------
# Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.9.2, 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/_flow_runtimes_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flow_runtimes_operations.py",
"repo_id": "promptflow",
"token_count": 17964
} | 20 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import jwt
from promptflow.exceptions import ValidationException
def is_arm_id(obj) -> bool:
return isinstance(obj, str) and obj.star... | promptflow/src/promptflow/promptflow/azure/_utils/gerneral.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_utils/gerneral.py",
"repo_id": "promptflow",
"token_count": 783
} | 21 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import socket
import subprocess
import uuid
from pathlib import Path
from typing import Optional
from promptflow._core._errors import Unexp... | promptflow/src/promptflow/promptflow/batch/_csharp_executor_proxy.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/batch/_csharp_executor_proxy.py",
"repo_id": "promptflow",
"token_count": 2729
} | 22 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import inspect
import string
import traceback
from enum import Enum
from functools import cached_property
from typing import Dict
from azur... | promptflow/src/promptflow/promptflow/exceptions.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/exceptions.py",
"repo_id": "promptflow",
"token_count": 5250
} | 23 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import os
from fastapi import APIRouter
from fastapi.responses import PlainTextResponse
from promptflow._utils.feature_utils ... | promptflow/src/promptflow/promptflow/executor/_service/apis/common.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_service/apis/common.py",
"repo_id": "promptflow",
"token_count": 295
} | 24 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
class DuplicatedPrimaryKeyException(Exception):
pass
class NotFoundException(Exception):
pass
| promptflow/src/promptflow/promptflow/storage/_errors.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/storage/_errors.py",
"repo_id": "promptflow",
"token_count": 53
} | 25 |
# Contributing to Prompt Flow
You can contribute to prompt flow with issues and pull requests (PRs). Simply
filing issues for problems you encounter is a great way to contribute. Contributing
code is greatly appreciated.
## Reporting Issues
We always welcome bug reports, API proposals and overall feedback. Here are a... | promptflow/CONTRIBUTING.md/0 | {
"file_path": "promptflow/CONTRIBUTING.md",
"repo_id": "promptflow",
"token_count": 1394
} | 0 |
While how LLMs work may be elusive to many developers, how LLM apps work is not - they essentially involve a series of calls to external services such as LLMs/databases/search engines, or intermediate data processing, all glued together. Thus LLM apps are merely Directed Acyclic Graphs (DAGs) of function calls. These D... | promptflow/docs/concepts/concept-flows.md/0 | {
"file_path": "promptflow/docs/concepts/concept-flows.md",
"repo_id": "promptflow",
"token_count": 673
} | 1 |
# Develop standard flow
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](../faq.md#stable-vs-experimental).
:::
From this document, you can learn how to develop a standard flow by writing a flow yaml from scratch. You can
find additional information about... | promptflow/docs/how-to-guides/develop-a-flow/develop-standard-flow.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-flow/develop-standard-flow.md",
"repo_id": "promptflow",
"token_count": 3588
} | 2 |
# Initialize and test a flow
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](faq.md#stable-vs-experimental).
:::
From this document, customer can initialize a flow and test it.
## Initialize flow
Creating a flow folder with code/prompts and yaml definit... | promptflow/docs/how-to-guides/init-and-test-a-flow.md/0 | {
"file_path": "promptflow/docs/how-to-guides/init-and-test-a-flow.md",
"repo_id": "promptflow",
"token_count": 3178
} | 3 |
# pfazure
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](../how-to-guides/faq.md#stable-vs-experimental).
:::
Manage prompt flow resources on Azure with the prompt flow CLI.
| Command | Description |
| --- | --- |
| [pfazure flow](#pfazure-flow) | Manag... | promptflow/docs/reference/pfazure-command-reference.md/0 | {
"file_path": "promptflow/docs/reference/pfazure-command-reference.md",
"repo_id": "promptflow",
"token_count": 4975
} | 4 |
# Release History
## 1.0.0 (2023.11.30)
### Features Added
- Support openai 1.x in promptflow-tools
- Add new tool "OpenAI GPT-4V"
| promptflow/src/promptflow-tools/CHANGELOG.md/0 | {
"file_path": "promptflow/src/promptflow-tools/CHANGELOG.md",
"repo_id": "promptflow",
"token_count": 52
} | 5 |
try:
from openai import OpenAI as OpenAIClient
except Exception:
raise Exception(
"Please upgrade your OpenAI package to version 1.0.0 or later using the command: pip install --upgrade openai.")
from promptflow.connections import OpenAIConnection
from promptflow.contracts.types import PromptTemplate
fr... | promptflow/src/promptflow-tools/promptflow/tools/openai_gpt4v.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/openai_gpt4v.py",
"repo_id": "promptflow",
"token_count": 1021
} | 6 |
# Prompt flow
[](https://pypi.org/project/promptflow/)
[](https://pypi.python.org/pypi/promptflow/)
[](https://pypi.or... | promptflow/src/promptflow/README.md/0 | {
"file_path": "promptflow/src/promptflow/README.md",
"repo_id": "promptflow",
"token_count": 1489
} | 7 |
import os
from promptflow._cli._params import add_param_yes, base_params
from promptflow._cli._utils import activate_action, get_cli_sdk_logger
from promptflow._utils.utils import prompt_y_n
from promptflow.exceptions import UserErrorException
logger = get_cli_sdk_logger()
UPGRADE_MSG = "Not able to upgrade automati... | promptflow/src/promptflow/promptflow/_cli/_pf/_upgrade.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/_upgrade.py",
"repo_id": "promptflow",
"token_count": 2397
} | 8 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/OpenAIConnection.schema.json
name: {{ connection }}
type: open_ai
api_key: "<user-input>"
| promptflow/src/promptflow/promptflow/_cli/data/chat_flow/template/openai.yaml.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/chat_flow/template/openai.yaml.jinja2",
"repo_id": "promptflow",
"token_count": 59
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
from contextvars import ContextVar
from typing import Dict, Mapping
from promptflow._version import VERSION
class OperationCo... | promptflow/src/promptflow/promptflow/_core/operation_context.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/operation_context.py",
"repo_id": "promptflow",
"token_count": 3185
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import shlex
import subprocess
import sys
import tempfile
from dataclasses import asdict
from pathlib import Path
from flask im... | promptflow/src/promptflow/promptflow/_sdk/_service/apis/run.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/apis/run.py",
"repo_id": "promptflow",
"token_count": 3864
} | 11 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from flask import Blueprint, current_app as app, request
from promptflow._sdk._serving.monitor.flow_monitor import FlowMonitor
def is_mon... | promptflow/src/promptflow/promptflow/_sdk/_serving/blueprint/monitor_blueprint.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/blueprint/monitor_blueprint.py",
"repo_id": "promptflow",
"token_count": 365
} | 12 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import logging
from promptflow.contracts.flow import Flow, FlowInputDefinition, FlowOutputDefinition
from promptflow.contracts.tool import... | promptflow/src/promptflow/promptflow/_sdk/_serving/swagger.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/swagger.py",
"repo_id": "promptflow",
"token_count": 2285
} | 13 |
import json
import os
import time
from copy import copy
from pathlib import Path
from types import GeneratorType
import streamlit as st
from PIL import Image
from streamlit_quill import st_quill
from utils import dict_iter_render_message, parse_image_content, parse_list_from_html, render_single_dict_message
from prom... | promptflow/src/promptflow/promptflow/_sdk/data/executable/main.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/executable/main.py",
"repo_id": "promptflow",
"token_count": 4323
} | 14 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import abc
from typing import Dict, Optional
from promptflow._sdk._constants import BASE_PATH_CONTEXT_KEY, CommonYamlFields
from promptflow... | promptflow/src/promptflow/promptflow/_sdk/entities/_yaml_translatable.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_yaml_translatable.py",
"repo_id": "promptflow",
"token_count": 744
} | 15 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import re
from marshmallow import ValidationError, fields, validate, validates_schema
from promptflow._constants import LANGUAGE_KEY, Flow... | promptflow/src/promptflow/promptflow/_sdk/schemas/_flow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/schemas/_flow.py",
"repo_id": "promptflow",
"token_count": 1215
} | 16 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import logging
import os
from pathlib import Path
from typing import Any, Dict, List, Tuple, Union
from promptflow.exceptions import Error... | promptflow/src/promptflow/promptflow/_utils/load_data.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/load_data.py",
"repo_id": "promptflow",
"token_count": 2029
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
class FlowType:
STANDARD = "standard"
CHAT = "chat"
EVALUATION = "evaluate"
class FlowJobType:
STANDARD = "azureml.promp... | promptflow/src/promptflow/promptflow/azure/_constants/_flow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_constants/_flow.py",
"repo_id": "promptflow",
"token_count": 322
} | 18 |
# coding=utf-8
# --------------------------------------------------------------------------
# Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.9.2, 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/_configuration.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/_configuration.py",
"repo_id": "promptflow",
"token_count": 741
} | 19 |
# ---------------------------------------------------------
# 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
} | 20 |
# ---------------------------------------------------------
# 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": 13269
} | 21 |
# ---------------------------------------------------------
# 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
} | 22 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import inspect
import types
from dataclasses import dataclass
from functools import partial
from pathlib import Path
from typin... | promptflow/src/promptflow/promptflow/executor/_tool_resolver.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_tool_resolver.py",
"repo_id": "promptflow",
"token_count": 8974
} | 23 |
# Devcontainer for promptflow
To facilitate your promptflow project development and empower you to work on LLM projects using promptflow more effectively,
we've configured the necessary environment for developing promptflow projects and utilizing flows through the dev container feature.
You can seamlessly initiate yo... | promptflow/.devcontainer/README.md/0 | {
"file_path": "promptflow/.devcontainer/README.md",
"repo_id": "promptflow",
"token_count": 248
} | 0 |
# Promptflow documentation contribute guidelines
This folder contains the source code for [prompt flow documentation site](https://microsoft.github.io/promptflow/).
This readme file will not be included in above doc site. It keeps a guide for promptflow documentation contributors.
## Content
Below is a table of imp... | promptflow/docs/README.md/0 | {
"file_path": "promptflow/docs/README.md",
"repo_id": "promptflow",
"token_count": 1034
} | 1 |
# Dev Setup
## Set up process
- First create a new [conda](https://conda.io/projects/conda/en/latest/user-guide/getting-started.html) environment. Please specify python version as 3.9.
`conda create -n <env_name> python=3.9`.
- Activate the env you created.
- Set environment variable `PYTHONPATH` in your new conda ... | promptflow/docs/dev/dev_setup.md/0 | {
"file_path": "promptflow/docs/dev/dev_setup.md",
"repo_id": "promptflow",
"token_count": 1669
} | 2 |
# Create and Use Tool Package
In this document, we will guide you through the process of developing your own tool package, offering detailed steps and advice on how to utilize your creation.
The custom tool is the prompt flow tool developed by yourself. If you find it useful, you can follow this guidance to make it a ... | promptflow/docs/how-to-guides/develop-a-tool/create-and-use-tool-package.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-tool/create-and-use-tool-package.md",
"repo_id": "promptflow",
"token_count": 3697
} | 3 |
# Run and evaluate a flow
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](../faq.md#stable-vs-experimental).
:::
After you have developed and tested the flow in [init and test a flow](../init-and-test-a-flow.md), this guide will help you learn how to run ... | promptflow/docs/how-to-guides/run-and-evaluate-a-flow/index.md/0 | {
"file_path": "promptflow/docs/how-to-guides/run-and-evaluate-a-flow/index.md",
"repo_id": "promptflow",
"token_count": 2884
} | 4 |
# Embedding
## Introduction
OpenAI's embedding models convert text into dense vector representations for various NLP tasks. See the [OpenAI Embeddings API](https://platform.openai.com/docs/api-reference/embeddings) for more information.
## Prerequisite
Create OpenAI resources:
- **OpenAI**
Sign up account [Open... | promptflow/docs/reference/tools-reference/embedding_tool.md/0 | {
"file_path": "promptflow/docs/reference/tools-reference/embedding_tool.md",
"repo_id": "promptflow",
"token_count": 851
} | 5 |
{
"azure_open_ai_connection": {
"type": "AzureOpenAIConnection",
"value": {
"api_key": "aoai-api-key",
"api_base": "aoai-api-endpoint",
"api_type": "azure",
"api_version": "2023-07-01-preview"
},
"module": "promptflow.connections"
},
"serp_connection": {
"type": "SerpCo... | promptflow/src/promptflow-tools/connections.json.example/0 | {
"file_path": "promptflow/src/promptflow-tools/connections.json.example",
"repo_id": "promptflow",
"token_count": 815
} | 6 |
promptflow.tools.embedding.embedding:
name: Embedding
description: Use Open AI's embedding model to create an embedding vector representing the input text.
type: python
module: promptflow.tools.embedding
function: embedding
inputs:
connection:
type: [AzureOpenAIConnection, OpenAIConnection]
de... | promptflow/src/promptflow-tools/promptflow/tools/yamls/embedding.yaml/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/yamls/embedding.yaml",
"repo_id": "promptflow",
"token_count": 403
} | 7 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from promptflow._core.metric_logger import log_metric
# f... | promptflow/src/promptflow/promptflow/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/__init__.py",
"repo_id": "promptflow",
"token_count": 214
} | 8 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
import json
from typing import Dict, List
from promptflow._cli._params import (
add_param_archived_only,
add_param_... | promptflow/src/promptflow/promptflow/_cli/_pf_azure/_flow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf_azure/_flow.py",
"repo_id": "promptflow",
"token_count": 2954
} | 9 |
import os
from promptflow import tool
from promptflow.connections import CustomConnection
{{ function_import }}
@tool
def {{ tool_function }}(
{% for arg in tool_arg_list %}
{{ arg.name }},
{% endfor %}
connection: CustomConnection) -> str:
# set environment variables
for key, value in dict(connect... | promptflow/src/promptflow/promptflow/_cli/data/entry_flow/tool.py.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/entry_flow/tool.py.jinja2",
"repo_id": "promptflow",
"token_count": 192
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow._cli._pf.entry import main
# this is a compatibility layer for the old CLI which is used for vscode extension
if __name__ ... | promptflow/src/promptflow/promptflow/_cli/pf.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/pf.py",
"repo_id": "promptflow",
"token_count": 74
} | 11 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
"""
This file can generate a meta file for the given prompt template or a python file.
"""
import importlib.util
import inspect
import json... | promptflow/src/promptflow/promptflow/_core/tool_meta_generator.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/tool_meta_generator.py",
"repo_id": "promptflow",
"token_count": 5685
} | 12 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import datetime
import json
from enum import Enum
from typing import Dict, List, Optional, Union
from sqlalchemy import TEXT, Boolean, Col... | promptflow/src/promptflow/promptflow/_sdk/_orm/run_info.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_orm/run_info.py",
"repo_id": "promptflow",
"token_count": 3138
} | 13 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
import json
import logging
import os
import platform
import subprocess
import sys
import waitress
from promptflow._cli._ut... | promptflow/src/promptflow/promptflow/_sdk/_service/entry.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/entry.py",
"repo_id": "promptflow",
"token_count": 2461
} | 14 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from enum import Enum
from promptflow._sdk._serving.extension.default_extension import AppExtension
class ExtensionType(Enum):
"""Ext... | promptflow/src/promptflow/promptflow/_sdk/_serving/extension/extension_factory.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/extension/extension_factory.py",
"repo_id": "promptflow",
"token_count": 445
} | 15 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# this file is a middle layer between the local SDK and executor.
import contextlib
import logging
from pathlib import Path
from types impor... | promptflow/src/promptflow/promptflow/_sdk/_submitter/test_submitter.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_submitter/test_submitter.py",
"repo_id": "promptflow",
"token_count": 11239
} | 16 |
#! /bin/bash
CONDA_ENV_PATH="$(conda info --base)/envs/{{env.conda_env_name}}"
export PATH="$CONDA_ENV_PATH/bin:$PATH"
{% if connection_yaml_paths %}
{% if show_comment %}
# hack: for some unknown reason, without this ls, the connection creation will be failed
{% endif %}
ls
ls /connections
{% endif %}
{% for connect... | promptflow/src/promptflow/promptflow/_sdk/data/docker/runit/promptflow-serve/run.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/docker/runit/promptflow-serve/run.jinja2",
"repo_id": "promptflow",
"token_count": 230
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# isort: skip_file
# skip to avoid circular import
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from ._... | promptflow/src/promptflow/promptflow/_sdk/entities/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/__init__.py",
"repo_id": "promptflow",
"token_count": 372
} | 18 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import contextlib
import glob
import json
import os
import subprocess
import sys
import uuid
from importlib.metadata import version
from os ... | promptflow/src/promptflow/promptflow/_sdk/operations/_flow_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/operations/_flow_operations.py",
"repo_id": "promptflow",
"token_count": 14515
} | 19 |
from promptflow.exceptions import SystemErrorException, UserErrorException, ValidationException
class InvalidImageInput(ValidationException):
pass
class LoadMultimediaDataError(UserErrorException):
pass
class YamlParseError(SystemErrorException):
"""Exception raised when yaml parse failed."""
pas... | promptflow/src/promptflow/promptflow/_utils/_errors.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/_errors.py",
"repo_id": "promptflow",
"token_count": 85
} | 20 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import time
from functools import wraps
from typing import Tuple, Type, Union
from requests import Response
from promptflow._utils.logger... | promptflow/src/promptflow/promptflow/_utils/retry_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/retry_utils.py",
"repo_id": "promptflow",
"token_count": 1424
} | 21 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
"""
This file stores functions and objects that will be used in prompt-flow sdk.
DO NOT change the module names in "all" list, add new modu... | promptflow/src/promptflow/promptflow/azure/_ml/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_ml/__init__.py",
"repo_id": "promptflow",
"token_count": 593
} | 22 |
# coding=utf-8
# --------------------------------------------------------------------------
# Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.9.2, 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/_connections_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_connections_operations.py",
"repo_id": "promptflow",
"token_count": 9090
} | 23 |
# coding=utf-8
# --------------------------------------------------------------------------
# Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.9.2, 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/_connection_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_connection_operations.py",
"repo_id": "promptflow",
"token_count": 10177
} | 24 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
from pathlib import Path
from azure.ai.ml._schema import UnionField, YamlFileSchema
from azure.ai.ml._schema.core.fields import... | promptflow/src/promptflow/promptflow/azure/_schemas/_flow_schema.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_schemas/_flow_schema.py",
"repo_id": "promptflow",
"token_count": 684
} | 25 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import asyncio
import signal
import threading
import uuid
from datetime import datetime
from pathlib import Path
from typing import Any, Di... | promptflow/src/promptflow/promptflow/batch/_batch_engine.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/batch/_batch_engine.py",
"repo_id": "promptflow",
"token_count": 8156
} | 26 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from dataclasses import dataclass
from enum import Enum
from typing import Any, Dict, List, Optional
class TraceType(str, Enum):
"""A... | promptflow/src/promptflow/promptflow/contracts/trace.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/contracts/trace.py",
"repo_id": "promptflow",
"token_count": 647
} | 27 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from promptflow._sdk.operations._connection_operations im... | promptflow/src/promptflow/promptflow/operations/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/operations/__init__.py",
"repo_id": "promptflow",
"token_count": 133
} | 28 |
# Deploy to Azure App Service
[Azure App Service](https://learn.microsoft.com/azure/app-service/) is an HTTP-based service for hosting web applications, REST APIs, and mobile back ends.
The scripts (`deploy.sh` for bash and `deploy.ps1` for powershell) under [this folder](https://github.com/microsoft/promptflow/tree/m... | promptflow/docs/cloud/azureai/deploy-to-azure-appservice.md/0 | {
"file_path": "promptflow/docs/cloud/azureai/deploy-to-azure-appservice.md",
"repo_id": "promptflow",
"token_count": 1049
} | 0 |
# Replay end-to-end tests
* This document introduces replay tests for those located in [sdk_cli_azure_test](../../src/promptflow/tests/sdk_cli_azure_test/e2etests/) and [sdk_cli_test](../../src/promptflow/tests/sdk_cli_test/e2etests/).
* The primary purpose of replay tests is to avoid the need for credentials, Azure w... | promptflow/docs/dev/replay-e2e-test.md/0 | {
"file_path": "promptflow/docs/dev/replay-e2e-test.md",
"repo_id": "promptflow",
"token_count": 1217
} | 1 |
# Creating a Dynamic List Tool Input
Tool input options can be generated on the fly using a dynamic list. Instead of having predefined static options, the tool author defines a request function that queries backends like APIs to retrieve real-time options. This enables flexible integration with various data sources to... | promptflow/docs/how-to-guides/develop-a-tool/create-dynamic-list-tool-input.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-tool/create-dynamic-list-tool-input.md",
"repo_id": "promptflow",
"token_count": 3003
} | 2 |
# Set global configs
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](faq.md#stable-vs-experimental).
:::
Promptflow supports setting global configs to avoid passing the same parameters to each command. The global configs are stored in a yaml file, which is... | promptflow/docs/how-to-guides/set-global-configs.md/0 | {
"file_path": "promptflow/docs/how-to-guides/set-global-configs.md",
"repo_id": "promptflow",
"token_count": 881
} | 3 |
# LLM
## Introduction
Prompt flow LLM tool enables you to leverage widely used large language models like [OpenAI](https://platform.openai.com/) or [Azure OpenAI (AOAI)](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/overview) for natural language processing.
Prompt flow provides a few different ... | promptflow/docs/reference/tools-reference/llm-tool.md/0 | {
"file_path": "promptflow/docs/reference/tools-reference/llm-tool.md",
"repo_id": "promptflow",
"token_count": 2760
} | 4 |
import json
try:
from openai import AzureOpenAI as AzureOpenAIClient
except Exception:
raise Exception(
"Please upgrade your OpenAI package to version 1.0.0 or later using the command: pip install --upgrade openai.")
from promptflow.tools.common import render_jinja_template, handle_openai_error, parse... | promptflow/src/promptflow-tools/promptflow/tools/aoai.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/aoai.py",
"repo_id": "promptflow",
"token_count": 3768
} | 5 |
promptflow.tools.openai_gpt4v.OpenAI.chat:
name: OpenAI GPT-4V
description: Use OpenAI GPT-4V to leverage vision ability.
type: custom_llm
module: promptflow.tools.openai_gpt4v
class_name: OpenAI
function: chat
tool_state: preview
icon:
light: data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCA... | promptflow/src/promptflow-tools/promptflow/tools/yamls/openai_gpt4v.yaml/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/yamls/openai_gpt4v.yaml",
"repo_id": "promptflow",
"token_count": 1040
} | 6 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
from promptflow._sdk._constants import PROMPT_FLOW_DIR_NAME, PROMPT_FLOW_RUNS_DIR_NAME, CLIListOutputFormat, FlowType
# T... | promptflow/src/promptflow/promptflow/_cli/_params.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_params.py",
"repo_id": "promptflow",
"token_count": 4120
} | 7 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow._cli._utils import get_client_for_cli
from promptflow.azure import PFClient
def _get_azure_pf_client(subscription_id, reso... | promptflow/src/promptflow/promptflow/_cli/_pf_azure/_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf_azure/_utils.py",
"repo_id": "promptflow",
"token_count": 165
} | 8 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from typing import List
from promptflow import log_metric, tool
@tool
def aggregate(processed_results: List[str]):
"""
This tool... | promptflow/src/promptflow/promptflow/_cli/data/evaluation_flow/aggregate.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/evaluation_flow/aggregate.py",
"repo_id": "promptflow",
"token_count": 212
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import functools
import inspect
import json
import logging
import uuid
from collections.abc import Iterator
from contextvars import Context... | promptflow/src/promptflow/promptflow/_core/tracer.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/tracer.py",
"repo_id": "promptflow",
"token_count": 7614
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import typing
from sqlalchemy import TEXT, Column, Index, text
from sqlalchemy.exc import IntegrityError
from sqlalchemy.orm i... | promptflow/src/promptflow/promptflow/_sdk/_orm/trace.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_orm/trace.py",
"repo_id": "promptflow",
"token_count": 1791
} | 11 |
# ---------------------------------------------------------
# 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
} | 12 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from dataclasses import dataclass
from typing import Mapping, Any
from promptflow.contracts.run_info import FlowRunInfo
from promptflow.con... | promptflow/src/promptflow/promptflow/_sdk/_serving/flow_result.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/flow_result.py",
"repo_id": "promptflow",
"token_count": 154
} | 13 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.