text stringlengths 13 1.77M | id stringlengths 22 127 | metadata dict | __index_level_0__ int64 0 28 |
|---|---|---|---|
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from .activity import ( # noqa: F401
ActivityCompletionStatus,
ActivityType,
log_activity,
monitor_operation,
request_i... | promptflow/src/promptflow/promptflow/_sdk/_telemetry/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_telemetry/__init__.py",
"repo_id": "promptflow",
"token_count": 150
} | 14 |
# syntax=docker/dockerfile:1
FROM mcr.microsoft.com/dotnet/sdk:6.0 AS build
WORKDIR /
COPY ./flow /flow
COPY ./connections /connections
COPY ./start.sh /start.sh
FROM mcr.microsoft.com/dotnet/aspnet:6.0 AS runtime
COPY --from=build / /
ENV IS_IN_DOCKER="true"
EXPOSE 8080
RUN apt-get update && apt-get install -y run... | promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/Dockerfile.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/Dockerfile.jinja2",
"repo_id": "promptflow",
"token_count": 194
} | 15 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from os import PathLike
from pathlib import Path
from typing import Union
from promptflow._constants import LANGUAGE_KEY, FlowLanguage
from... | promptflow/src/promptflow/promptflow/_sdk/entities/_eager_flow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_eager_flow.py",
"repo_id": "promptflow",
"token_count": 742
} | 16 |
# ---------------------------------------------------------
# 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": 10022
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import io
import re
from jinja2 import Template
from .yaml_utils import dump_yaml, load_yaml_string
def generate_custom_strong_type_conn... | promptflow/src/promptflow/promptflow/_utils/connection_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/connection_utils.py",
"repo_id": "promptflow",
"token_count": 1814
} | 18 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import contextvars
import logging
import threading
from promptflow._utils.utils import set_context
class RepeatLogTimer(threading.Timer)... | promptflow/src/promptflow/promptflow/_utils/thread_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/thread_utils.py",
"repo_id": "promptflow",
"token_count": 505
} | 19 |
# How to automatically generate the REST client code
Rest client code in this folder are not manually written, but generated by autorest.
## Setup
+ install [nodejs](https://nodejs.org/en)
+ install autorest
+ run `npm install -g autorest`
## Download swagger.json
Download swagger.json from [here](https://int.api.a... | promptflow/src/promptflow/promptflow/azure/_restclient/README.md/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/README.md",
"repo_id": "promptflow",
"token_count": 901
} | 20 |
# 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_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_flow_runtimes_operations.py",
"repo_id": "promptflow",
"token_count": 11768
} | 21 |
# 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_runs_admin_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flow_runs_admin_operations.py",
"repo_id": "promptflow",
"token_count": 18701
} | 22 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import re
class BulkRunURL:
"""Parser for a flow run URL."""
REGEX_PATTERN = ".*prompts/flow/([^/]+)/([^/]+)/bulktest/([^/]+).*"
... | promptflow/src/promptflow/promptflow/azure/_utils/_url_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_utils/_url_utils.py",
"repo_id": "promptflow",
"token_count": 1057
} | 23 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from pathlib import Path
from typing import Any, List, Mapping, Optional
from promptflow.batch._base_executor_proxy import APIBasedExecutor... | promptflow/src/promptflow/promptflow/batch/_csharp_base_executor_proxy.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/batch/_csharp_base_executor_proxy.py",
"repo_id": "promptflow",
"token_count": 781
} | 24 |
# ---------------------------------------------------------
# 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 p... | promptflow/src/promptflow/promptflow/entities/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/entities/__init__.py",
"repo_id": "promptflow",
"token_count": 384
} | 25 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from dataclasses import dataclass
from datetime import datetime
from promptflow.contracts.run_info import RunInfo
@dataclass
class Cache... | promptflow/src/promptflow/promptflow/storage/_cache_storage.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/storage/_cache_storage.py",
"repo_id": "promptflow",
"token_count": 189
} | 26 |
FROM python:3.9-slim-bullseye AS base
RUN set -x
RUN apt-get update \
&& apt-get -y install curl \
&& apt-get -y install net-tools \
&& apt-get -y install procps \
&& apt-get -y install build-essential \
&& apt-get -y install docker.io
RUN pip install ipython ipykernel
RUN ipython kernel install ... | promptflow/.devcontainer/Dockerfile/0 | {
"file_path": "promptflow/.devcontainer/Dockerfile",
"repo_id": "promptflow",
"token_count": 166
} | 0 |
# Support
## How to file issues and get help
This project uses GitHub Issues to track bugs and feature requests. Please search the existing
issues before filing new issues to avoid duplicates. For new issues, file your bug or
feature request as a new Issue.
## Microsoft Support Policy
Support for this **PROJECT or... | promptflow/SUPPORT.md/0 | {
"file_path": "promptflow/SUPPORT.md",
"repo_id": "promptflow",
"token_count": 84
} | 1 |
# Concepts
In this section, you will learn the basic concepts of prompt flow.
```{toctree}
:maxdepth: 1
concept-flows
concept-tools
concept-connections
concept-variants
design-principles
``` | promptflow/docs/concepts/index.md/0 | {
"file_path": "promptflow/docs/concepts/index.md",
"repo_id": "promptflow",
"token_count": 61
} | 2 |
# Adding Category and Tags for Tool
This document is dedicated to guiding you through the process of categorizing and tagging your tools for optimal organization and efficiency. Categories help you organize your tools into specific folders, making it much easier to find what you need. Tags, on the other hand, work lik... | promptflow/docs/how-to-guides/develop-a-tool/add-category-and-tags-for-tool.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-tool/add-category-and-tags-for-tool.md",
"repo_id": "promptflow",
"token_count": 1073
} | 3 |
# Quick Start
This guide will walk you through the fist step using of prompt flow code-first experience.
**Prerequisite** - To make the most of this tutorial, you'll need:
- Know how to program with Python :)
- A basic understanding of Machine Learning can be beneficial, but it's not mandatory.
**Learning Objectiv... | promptflow/docs/how-to-guides/quick-start.md/0 | {
"file_path": "promptflow/docs/how-to-guides/quick-start.md",
"repo_id": "promptflow",
"token_count": 3766
} | 4 |
# Content Safety (Text)
Azure Content Safety is a content moderation service developed by Microsoft that help users detect harmful content from different modalities and languages. This tool is a wrapper for the Azure Content Safety Text API, which allows you to detect text content and get moderation results. See the [... | promptflow/docs/reference/tools-reference/contentsafety_text_tool.md/0 | {
"file_path": "promptflow/docs/reference/tools-reference/contentsafety_text_tool.md",
"repo_id": "promptflow",
"token_count": 917
} | 5 |
promptflow.tools.azure_content_safety.analyze_text:
module: promptflow.tools.azure_content_safety
function: analyze_text
inputs:
connection:
type:
- AzureContentSafetyConnection
hate_category:
default: medium_sensitivity
enum:
- disable
- low_sensitivity
- medium_... | promptflow/src/promptflow-tools/promptflow/tools/yamls/azure_content_safety.yaml/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/yamls/azure_content_safety.yaml",
"repo_id": "promptflow",
"token_count": 492
} | 6 |
@echo off
setlocal
SET PF_INSTALLER=PIP
IF EXIST "%~dp0\python.exe" (
"%~dp0\python.exe" -m promptflow._cli._pf.entry %*
) ELSE (
python -m promptflow._cli._pf.entry %*
)
| promptflow/src/promptflow/pf.bat/0 | {
"file_path": "promptflow/src/promptflow/pf.bat",
"repo_id": "promptflow",
"token_count": 80
} | 7 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from pathlib import Path
from dotenv import dotenv_values
from promptflow._cli._params import add_param_connection_name, add_param_env, b... | promptflow/src/promptflow/promptflow/_cli/_pf_azure/_connection.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf_azure/_connection.py",
"repo_id": "promptflow",
"token_count": 1313
} | 8 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow import tool
# The inputs section will change based on the arguments of the tool function, after you save the code
# Adding... | promptflow/src/promptflow/promptflow/_cli/data/standard_flow/hello.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/standard_flow/hello.py",
"repo_id": "promptflow",
"token_count": 114
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import inspect
import logging
from abc import ABC
from dataclasses import InitVar, asdict, dataclass, field
from enum import Enum
from typi... | promptflow/src/promptflow/promptflow/_core/tool.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/tool.py",
"repo_id": "promptflow",
"token_count": 3844
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import time
from functools import partial, wraps
from typing import Tuple, Union
from sqlalchemy.exc import OperationalError
def retry(e... | promptflow/src/promptflow/promptflow/_sdk/_orm/retry.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_orm/retry.py",
"repo_id": "promptflow",
"token_count": 868
} | 11 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import logging
from logging.handlers import RotatingFileHandler
from flask import Blueprint, Flask, jsonify
from werkzeug.exceptions import... | promptflow/src/promptflow/promptflow/_sdk/_service/app.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/app.py",
"repo_id": "promptflow",
"token_count": 1233
} | 12 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import os
from abc import ABC, abstractmethod
from pathlib import Path
from promptflow._constants import DEFAULT_ENCODING
from... | promptflow/src/promptflow/promptflow/_sdk/_serving/extension/default_extension.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/extension/default_extension.py",
"repo_id": "promptflow",
"token_count": 1992
} | 13 |
# ---------------------------------------------------------
# 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 datetime
from pathli... | promptflow/src/promptflow/promptflow/_sdk/_submitter/run_submitter.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_submitter/run_submitter.py",
"repo_id": "promptflow",
"token_count": 4087
} | 14 |
#!/bin/bash
echo "$(date -uIns) - promptflow-serve/finish $@"
# stop all gunicorn processes
echo "$(date -uIns) - Stopping all Gunicorn processes"
pkill gunicorn
while pgrep gunicorn >/dev/null; do
echo "$(date -uIns) - Gunicorn process is still running, waiting for 1s"
sleep 1
done
echo "$(date -uIns) - Stopped... | promptflow/src/promptflow/promptflow/_sdk/data/docker/runit/promptflow-serve/finish.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/docker/runit/promptflow-serve/finish.jinja2",
"repo_id": "promptflow",
"token_count": 123
} | 15 |
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Run Details</title>
</head>
<body>
<div id="root"></div>
<script>
window.bulk_test_details_data = {{ data }}
</script>
<script src="{{ js_p... | promptflow/src/promptflow/promptflow/_sdk/data/visualize.j2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/visualize.j2",
"repo_id": "promptflow",
"token_count": 154
} | 16 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from functools import lru_cache
from os import PathLike
from pathlib import Path
from typing import Dict
from promptflow._sdk._constants im... | promptflow/src/promptflow/promptflow/_sdk/operations/_flow_context_resolver.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/operations/_flow_context_resolver.py",
"repo_id": "promptflow",
"token_count": 1775
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
| promptflow/src/promptflow/promptflow/_utils/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/__init__.py",
"repo_id": "promptflow",
"token_count": 23
} | 18 |
import tiktoken
from importlib.metadata import version
from promptflow.exceptions import UserErrorException
IS_LEGACY_OPENAI = version("openai").startswith("0.")
class OpenAIMetricsCalculator:
def __init__(self, logger=None) -> None:
self._logger = logger
def get_openai_metrics_from_api_call(self, ... | promptflow/src/promptflow/promptflow/_utils/openai_metrics_calculator.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/openai_metrics_calculator.py",
"repo_id": "promptflow",
"token_count": 4132
} | 19 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from os import PathLike
from pathlib import Path
from typing import IO, AnyStr, Optional, Union
from ._utils import is_arm_id
def load_fl... | promptflow/src/promptflow/promptflow/azure/_load_functions.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_load_functions.py",
"repo_id": "promptflow",
"token_count": 531
} | 20 |
# 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/_connection_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_connection_operations.py",
"repo_id": "promptflow",
"token_count": 6949
} | 21 |
# 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/_bulk_runs_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_bulk_runs_operations.py",
"repo_id": "promptflow",
"token_count": 13028
} | 22 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import asyncio
import json
from datetime import datetime
from json import JSONDecodeError
from pathlib import Path
from typing import Any, ... | promptflow/src/promptflow/promptflow/batch/_base_executor_proxy.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/batch/_base_executor_proxy.py",
"repo_id": "promptflow",
"token_count": 7144
} | 23 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import logging
from dataclasses import asdict, dataclass
from enum import Enum
from typing import Any, Dict, List, Optional, Ty... | promptflow/src/promptflow/promptflow/contracts/tool.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/contracts/tool.py",
"repo_id": "promptflow",
"token_count": 6397
} | 24 |
import asyncio
import importlib
import inspect
import uuid
from pathlib import Path
from typing import Any, Callable, Mapping, Optional
from promptflow._constants import LINE_NUMBER_KEY
from promptflow._core.run_tracker import RunTracker
from promptflow._core.tool_meta_generator import PythonLoadError
from promptflow.... | promptflow/src/promptflow/promptflow/executor/_script_executor.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_script_executor.py",
"repo_id": "promptflow",
"token_count": 2198
} | 25 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from enum import Enum
from typing import Any, Dict, List, Optional, Union
from langchain.callbacks.base import BaseCallbackHandler
from la... | promptflow/src/promptflow/promptflow/integrations/langchain.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/integrations/langchain.py",
"repo_id": "promptflow",
"token_count": 3372
} | 26 |
# Change log of default runtime image
## Runtime image
In Azure Machine Learning prompt flow, runtime provides the environment to execute flows. The default runtime includes a pre-built Docker image, which contains all necessary dependent packages.
### Pull image
The image can be pulled by specifying a runtime version... | promptflow/docs/cloud/azureai/runtime-change-log.md/0 | {
"file_path": "promptflow/docs/cloud/azureai/runtime-change-log.md",
"repo_id": "promptflow",
"token_count": 342
} | 0 |
# Distribute flow as executable app
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](../faq.md#stable-vs-experimental).
:::
We are going to use the [web-classification](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/web-classifica... | promptflow/docs/how-to-guides/deploy-a-flow/distribute-flow-as-executable-app.md/0 | {
"file_path": "promptflow/docs/how-to-guides/deploy-a-flow/distribute-flow-as-executable-app.md",
"repo_id": "promptflow",
"token_count": 2459
} | 1 |
# Use streaming endpoints deployed from prompt flow
In prompt flow, you can [deploy flow as REST endpoint](./deploy-a-flow/index.md) for real-time inference.
When consuming the endpoint by sending a request, the default behavior is that the online endpoint will keep waiting until the whole response is ready, and then... | promptflow/docs/how-to-guides/enable-streaming-mode.md/0 | {
"file_path": "promptflow/docs/how-to-guides/enable-streaming-mode.md",
"repo_id": "promptflow",
"token_count": 4715
} | 2 |
# Azure AI Language
Azure AI Language enables users with task-oriented and optimized pre-trained language models to effectively understand documents and conversations. This Prompt flow tool is a wrapper for various Azure AI Language APIs. The current list of supported capabilities is as follows:
| Name ... | promptflow/docs/integrations/tools/azure-ai-language-tool.md/0 | {
"file_path": "promptflow/docs/integrations/tools/azure-ai-language-tool.md",
"repo_id": "promptflow",
"token_count": 4513
} | 3 |
# SerpAPI
## Introduction
The SerpAPI API is a Python tool that provides a wrapper to the [SerpAPI Google Search Engine Results API](https://serpapi.com/search-api) and [SerpApi Bing Search Engine Results API
](https://serpapi.com/bing-search-api).
We could use the tool to retrieve search results from a number of di... | promptflow/docs/reference/tools-reference/serp-api-tool.md/0 | {
"file_path": "promptflow/docs/reference/tools-reference/serp-api-tool.md",
"repo_id": "promptflow",
"token_count": 683
} | 4 |
from openai import OpenAIError
from promptflow.exceptions import ErrorTarget, SystemErrorException, UserErrorException
openai_error_code_ref_message = "Error reference: https://platform.openai.com/docs/guides/error-codes/api-errors"
def to_openai_error_message(e: Exception) -> str:
ex_type = type(e).__name__
... | promptflow/src/promptflow-tools/promptflow/tools/exception.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/exception.py",
"repo_id": "promptflow",
"token_count": 3068
} | 5 |
DEFAULT_SUBSCRIPTION_ID="your-subscription-id"
DEFAULT_RESOURCE_GROUP_NAME="your-resource-group-name"
DEFAULT_WORKSPACE_NAME="your-workspace-name"
DEFAULT_RUNTIME_NAME="test-runtime-ci"
PROMPT_FLOW_TEST_MODE="replay"
| promptflow/src/promptflow/.env.example/0 | {
"file_path": "promptflow/src/promptflow/.env.example",
"repo_id": "promptflow",
"token_count": 85
} | 6 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
import importlib
import json
import os
import shutil
import subprocess
import sys
import tempfile
import webbrowser
from pa... | promptflow/src/promptflow/promptflow/_cli/_pf/_flow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/_flow.py",
"repo_id": "promptflow",
"token_count": 9285
} | 7 |
# Chat flow
Chat flow is designed for conversational application development, building upon the capabilities of standard flow and providing enhanced support for chat inputs/outputs and chat history management. With chat flow, you can easily create a chatbot that handles chat input and output.
## Create connection for ... | promptflow/src/promptflow/promptflow/_cli/data/chat_flow/flow_files/README.md/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/chat_flow/flow_files/README.md",
"repo_id": "promptflow",
"token_count": 1766
} | 8 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
class GeneratorProxy:
"""A proxy for generator that can record all items that have been yielded from the generator."""
def __init... | promptflow/src/promptflow/promptflow/_core/generator_proxy.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/generator_proxy.py",
"repo_id": "promptflow",
"token_count": 215
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow._sdk._constants import BULK_RUN_ERRORS
from promptflow.exceptions import ErrorTarget, SystemErrorException, UserErrorExcepti... | promptflow/src/promptflow/promptflow/_sdk/_errors.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_errors.py",
"repo_id": "promptflow",
"token_count": 1507
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from flask_restx import Api, Namespace, Resource, fields ... | promptflow/src/promptflow/promptflow/_sdk/_service/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/__init__.py",
"repo_id": "promptflow",
"token_count": 117
} | 11 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow._sdk._serving.utils import get_cost_up_to_now
from promptflow._sdk._serving.monitor.metrics import ResponseType
class Str... | promptflow/src/promptflow/promptflow/_sdk/_serving/monitor/streaming_monitor.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/monitor/streaming_monitor.py",
"repo_id": "promptflow",
"token_count": 960
} | 12 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import collections
import datetime
import hashlib
import json
import multiprocessing
import os
import platform
import re
import shutil
impor... | promptflow/src/promptflow/promptflow/_sdk/_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_utils.py",
"repo_id": "promptflow",
"token_count": 18463
} | 13 |
Exported entry file & 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
- app.py: the entry file is included as the entry point for the bundled application.
- app.spec... | promptflow/src/promptflow/promptflow/_sdk/data/executable/README.md/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/executable/README.md",
"repo_id": "promptflow",
"token_count": 223
} | 14 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import datetime
import json
import typing
from dataclasses import dataclass
from google.protobuf.json_format import MessageToJ... | promptflow/src/promptflow/promptflow/_sdk/entities/_trace.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_trace.py",
"repo_id": "promptflow",
"token_count": 4866
} | 15 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# pylint: disable=unused-argument,no-self-use
import copy
from pathlib import Path
from typing import Optional
from marshmallow import RA... | promptflow/src/promptflow/promptflow/_sdk/schemas/_base.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/schemas/_base.py",
"repo_id": "promptflow",
"token_count": 2701
} | 16 |
# ---------------------------------------------------------
# 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
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# coding=utf-8
# --------------------------------------------------------------------------
#
# Copyright (c) Microsoft Corporation. All ri... | promptflow/src/promptflow/promptflow/azure/_restclient/flow/_patch.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/_patch.py",
"repo_id": "promptflow",
"token_count": 415
} | 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/_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
} | 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/_flows_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flows_operations.py",
"repo_id": "promptflow",
"token_count": 54883
} | 20 |
import asyncio
import contextvars
import functools
import json
from pathlib import Path
from typing import Optional, Union
import httpx
from azure.core.exceptions import HttpResponseError
from azure.storage.blob.aio import BlobServiceClient
from promptflow._sdk._constants import DEFAULT_ENCODING, DownloadedRun
from p... | promptflow/src/promptflow/promptflow/azure/operations/_async_run_downloader.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/operations/_async_run_downloader.py",
"repo_id": "promptflow",
"token_count": 6052
} | 21 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from dataclasses import dataclass, is_dataclass
from promptflow._core.tools_manager import register_connections
from promptflow._sdk.entiti... | promptflow/src/promptflow/promptflow/connections/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/connections/__init__.py",
"repo_id": "promptflow",
"token_count": 399
} | 22 |
import inspect
from typing import Any, Callable, Dict, List, Mapping
from promptflow._utils.logger_utils import flow_logger
from promptflow.contracts.flow import InputAssignment, InputValueType, Node
from promptflow.executor import _input_assignment_parser
class DAGManager:
def __init__(self, nodes: List[Node], ... | promptflow/src/promptflow/promptflow/executor/_dag_manager.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_dag_manager.py",
"repo_id": "promptflow",
"token_count": 3269
} | 23 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from pathlib import Path
from typing import Any, Mapping
from pydantic import BaseModel
from promptflow.contracts.run_mode import RunMode... | promptflow/src/promptflow/promptflow/executor/_service/contracts/execution_request.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_service/contracts/execution_request.py",
"repo_id": "promptflow",
"token_count": 528
} | 24 |
# ---------------------------------------------------------
# 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": 2281
} | 25 |
# Create run with automatic runtime
A prompt flow runtime provides computing resources that are required for the application to run, including a Docker image that contains all necessary dependency packages. This reliable and scalable runtime environment enables prompt flow to efficiently execute its tasks and function... | promptflow/docs/cloud/azureai/quick-start/create-run-with-automatic-runtime.md/0 | {
"file_path": "promptflow/docs/cloud/azureai/quick-start/create-run-with-automatic-runtime.md",
"repo_id": "promptflow",
"token_count": 990
} | 0 |
# Deploy a flow using Docker
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](../faq.md#stable-vs-experimental).
:::
There are two steps to deploy a flow using docker:
1. Build the flow as docker format.
2. Build and run the docker image.
## Build a flow ... | promptflow/docs/how-to-guides/deploy-a-flow/deploy-using-docker.md/0 | {
"file_path": "promptflow/docs/how-to-guides/deploy-a-flow/deploy-using-docker.md",
"repo_id": "promptflow",
"token_count": 1143
} | 1 |
# Develop a tool
We provide guides on how to develop a tool and use it.
```{toctree}
:maxdepth: 1
:hidden:
create-and-use-tool-package
add-a-tool-icon
add-category-and-tags-for-tool
use-file-path-as-tool-input
customize_an_llm_tool
create-cascading-tool-inputs
create-your-own-custom-strong-type-connection
create-dyna... | promptflow/docs/how-to-guides/develop-a-tool/index.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-tool/index.md",
"repo_id": "promptflow",
"token_count": 130
} | 2 |
# Integrations
The Integrations section contains documentation on custom extensions created by the community that expand prompt flow's capabilities.
These include tools that enrich flows, as well as tutorials on innovative ways to use prompt flow.
```{toctree}
:maxdepth: 1
tools/index
llms/index
``` | promptflow/docs/integrations/index.md/0 | {
"file_path": "promptflow/docs/integrations/index.md",
"repo_id": "promptflow",
"token_count": 74
} | 3 |
# Prompt
## Introduction
The Prompt Tool in PromptFlow offers a collection of textual templates that serve as a starting point for creating prompts.
These templates, based on the Jinja2 template engine, facilitate the definition of prompts. The tool proves useful
when prompt tuning is required prior to feeding the p... | promptflow/docs/reference/tools-reference/prompt-tool.md/0 | {
"file_path": "promptflow/docs/reference/tools-reference/prompt-tool.md",
"repo_id": "promptflow",
"token_count": 783
} | 4 |
import functools
import json
import re
import sys
import time
from typing import List, Mapping
from jinja2 import Template
from openai import APIConnectionError, APIStatusError, OpenAIError, RateLimitError, APITimeoutError
from promptflow.tools.exception import ChatAPIInvalidRole, WrappedOpenAIError, LLMError, JinjaTe... | promptflow/src/promptflow-tools/promptflow/tools/common.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/common.py",
"repo_id": "promptflow",
"token_count": 8205
} | 5 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
import json
from functools import partial
from promptflow._cli._params import (
add_param_all_results,
add_param_m... | promptflow/src/promptflow/promptflow/_cli/_pf/_connection.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/_connection.py",
"repo_id": "promptflow",
"token_count": 3450
} | 6 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
import contextlib
import json
import os
import shutil
import sys
import traceback
from collections import namedtuple
from c... | promptflow/src/promptflow/promptflow/_cli/_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_utils.py",
"repo_id": "promptflow",
"token_count": 7653
} | 7 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow import tool
@tool
def line_process(groundtruth: str, prediction: str):
"""
This tool processes the prediction of ... | promptflow/src/promptflow/promptflow/_cli/data/evaluation_flow/line_process.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/evaluation_flow/line_process.py",
"repo_id": "promptflow",
"token_count": 156
} | 8 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import json
import os
from dataclasses import fields, is_dataclass
from pathlib import Path
from typing import Any, Dict, List
... | promptflow/src/promptflow/promptflow/_core/connection_manager.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/connection_manager.py",
"repo_id": "promptflow",
"token_count": 2536
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import logging
import os.path
import uuid
from itertools import product
from os import PathLike
from pathlib import Path
from typing import ... | promptflow/src/promptflow/promptflow/_sdk/_configuration.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_configuration.py",
"repo_id": "promptflow",
"token_count": 3940
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import time
from promptflow._sdk._serving.monitor.data_collector import FlowDataCollector
from promptflow._sdk._serving.monitor.streaming_m... | promptflow/src/promptflow/promptflow/_sdk/_serving/monitor/flow_monitor.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/monitor/flow_monitor.py",
"repo_id": "promptflow",
"token_count": 1895
} | 11 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import logging
from promptflow._sdk._configuration import Configuration
PROMPTFLOW_LOGGER_NAMESPACE = "promptflow._sdk._telemetry"
class... | promptflow/src/promptflow/promptflow/_sdk/_telemetry/telemetry.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_telemetry/telemetry.py",
"repo_id": "promptflow",
"token_count": 1051
} | 12 |
#! /bin/bash
echo "start promptflow serving"
cd /flow
dotnet Promptflow.dll --port "8080" --yaml_path "flow.dag.yaml" --assembly_folder "." --connection_folder_path "../connections" --log_path "" --serving | promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/runit/promptflow-serve/run.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/runit/promptflow-serve/run.jinja2",
"repo_id": "promptflow",
"token_count": 71
} | 13 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import datetime
import functools
import json
import uuid
from os import PathLike
from pathlib import Path
from typing import Any, Dict, Lis... | promptflow/src/promptflow/promptflow/_sdk/entities/_run.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_run.py",
"repo_id": "promptflow",
"token_count": 14053
} | 14 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
import json
import typing
from promptflow._constants import SpanAttributeFieldName, SpanFieldName
from promptflow._sdk._orm.tr... | promptflow/src/promptflow/promptflow/_sdk/operations/_trace_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/operations/_trace_operations.py",
"repo_id": "promptflow",
"token_count": 1438
} | 15 |
# ---------------------------------------------------------
# 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
} | 16 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import datetime
import json
import logging
from promptflow._constants import (
LAST_HINT_TIME,
LAST_CHECK_TIME,
PF_VERSION_CHEC... | promptflow/src/promptflow/promptflow/_utils/version_hint_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/version_hint_utils.py",
"repo_id": "promptflow",
"token_count": 1617
} | 17 |
# 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/_azure_machine_learning_designer_service_client.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/_azure_machine_learning_designer_service_client.py",
"repo_id": "promptflow",
"token_count": 1997
} | 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_sessions_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_flow_sessions_operations.py",
"repo_id": "promptflow",
"token_count": 7307
} | 19 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# coding=utf-8
# --------------------------------------------------------------------------
# Code generated by Microsoft (R) AutoRest Code... | promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flow_sessions_admin_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flow_sessions_admin_operations.py",
"repo_id": "promptflow",
"token_count": 2614
} | 20 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from enum import Enum
from typing import Any, Dict, Union
import requests
from azure.ai.ml._restclient.v2023_06_01_preview.models import Wo... | promptflow/src/promptflow/promptflow/azure/operations/_arm_connection_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/operations/_arm_connection_operations.py",
"repo_id": "promptflow",
"token_count": 5724
} | 21 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from pathlib import Path
from typing import Any, List, Mapping, Optional, Tuple
from promptflow._core._errors import UnexpectedError
from ... | promptflow/src/promptflow/promptflow/batch/_python_executor_proxy.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/batch/_python_executor_proxy.py",
"repo_id": "promptflow",
"token_count": 1635
} | 22 |
import os
from dataclasses import dataclass
from functools import partial
from pathlib import Path
from typing import Callable, Dict, Optional
from promptflow.contracts.flow import InputAssignment, Node, ToolSource
from promptflow.contracts.tool import ToolType
from promptflow.exceptions import ErrorTarget
from prompt... | promptflow/src/promptflow/promptflow/executor/_assistant_tool_invoker.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_assistant_tool_invoker.py",
"repo_id": "promptflow",
"token_count": 1833
} | 23 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from fastapi import FastAPI
from fastapi.responses import JSONResponse
from promptflow.executor._service.apis.common import router as comm... | promptflow/src/promptflow/promptflow/executor/_service/app.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_service/app.py",
"repo_id": "promptflow",
"token_count": 206
} | 24 |
# ---------------------------------------------------------
# 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
} | 25 |
# Microsoft Open Source Code of Conduct
This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/).
Resources:
- [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/)
- [Microsoft Code of Conduct FAQ](https://opensource.mic... | promptflow/CODE_OF_CONDUCT.md/0 | {
"file_path": "promptflow/CODE_OF_CONDUCT.md",
"repo_id": "promptflow",
"token_count": 115
} | 0 |
In prompt flow, you can utilize connections to securely manage credentials or secrets for external services.
# Connections
Connections are for storing information about how to access external services like LLMs: endpoint, api keys etc.
- In your local development environment, the connections are persisted in your lo... | promptflow/docs/concepts/concept-connections.md/0 | {
"file_path": "promptflow/docs/concepts/concept-connections.md",
"repo_id": "promptflow",
"token_count": 641
} | 1 |
# Develop evaluation flow
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](../faq.md#stable-vs-experimental).
:::
The evaluation flow is a flow to test/evaluate the quality of your LLM application (standard/chat flow). It usually runs on the outputs of sta... | promptflow/docs/how-to-guides/develop-a-flow/develop-evaluation-flow.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-flow/develop-evaluation-flow.md",
"repo_id": "promptflow",
"token_count": 1939
} | 2 |
# How-to Guides
Simple and short articles grouped by topics, each introduces a core feature of prompt flow and how you can use it to address your specific use cases.
```{toctree}
:maxdepth: 1
develop-a-flow/index
init-and-test-a-flow
add-conditional-control-to-a-flow
run-and-evaluate-a-flow/index
tune-prompts-with-v... | promptflow/docs/how-to-guides/index.md/0 | {
"file_path": "promptflow/docs/how-to-guides/index.md",
"repo_id": "promptflow",
"token_count": 174
} | 3 |
# pf
:::{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 with the prompt flow CLI.
| Command | Description |
|----------------------... | promptflow/docs/reference/pf-command-reference.md/0 | {
"file_path": "promptflow/docs/reference/pf-command-reference.md",
"repo_id": "promptflow",
"token_count": 6270
} | 4 |
[flake8]
extend-ignore = E203, E266, W503, F403, F821
max-line-length = 120
enable-extensions = E123,E133,E241,E242,E704,W505
exclude =
.git
.tox
.eggs
__pycache__
tests/fixtures/*
docs/*
venv,.pytest_cache
build
src/promptflow/promptflow/azure/_restclient
src/promptflow/tests/te... | promptflow/setup.cfg/0 | {
"file_path": "promptflow/setup.cfg",
"repo_id": "promptflow",
"token_count": 494
} | 5 |
from enum import Enum
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.tools.common import render_jinja_template, handle_openai_error, \
... | promptflow/src/promptflow-tools/promptflow/tools/openai.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/openai.py",
"repo_id": "promptflow",
"token_count": 3479
} | 6 |
# ---------------------------------------------------------
# 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
} | 7 |
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