text stringlengths 13 1.77M | id stringlengths 22 127 | metadata dict | __index_level_0__ int64 0 28 |
|---|---|---|---|
# 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.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/models/_models.py",
"repo_id": "promptflow",
"token_count": 686164
} | 19 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
"""service_caller.py, module for interacting with the AzureML service."""
import json
import os
import sys
import time
import uuid
from func... | promptflow/src/promptflow/promptflow/azure/_restclient/flow_service_caller.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow_service_caller.py",
"repo_id": "promptflow",
"token_count": 11631
} | 20 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from typing import Dict
from azure.ai.ml._scope_dependent_operations import OperationConfig, OperationScope, _ScopeDependentOperations
fr... | promptflow/src/promptflow/promptflow/azure/operations/_trace_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/operations/_trace_operations.py",
"repo_id": "promptflow",
"token_count": 617
} | 21 |
import base64
import filetype
import hashlib
from typing import Callable, Optional
class PFBytes(bytes):
"""This class is used to represent a bytes object in PromptFlow.
It has all the functionalities of a bytes object,
and also has some additional methods to help with serialization and deserialization.
... | promptflow/src/promptflow/promptflow/contracts/multimedia.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/contracts/multimedia.py",
"repo_id": "promptflow",
"token_count": 977
} | 22 |
import contextvars
import multiprocessing
import os
import queue
import signal
import sys
import threading
import time
from datetime import datetime
from functools import partial
from logging import INFO
from multiprocessing import Manager, Queue
from multiprocessing.pool import ThreadPool
from typing import List, Opti... | promptflow/src/promptflow/promptflow/executor/_line_execution_process_pool.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_line_execution_process_pool.py",
"repo_id": "promptflow",
"token_count": 14805
} | 23 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import asyncio
import contextlib
import copy
import functools
import inspect
import os
import uuid
from pathlib import Path
from threading ... | promptflow/src/promptflow/promptflow/executor/flow_executor.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/flow_executor.py",
"repo_id": "promptflow",
"token_count": 22729
} | 24 |
# See https://pre-commit.com for more information
# See https://pre-commit.com/hooks.html for more hooks
exclude: '(^docs/)|flows|scripts|src/promptflow/promptflow/azure/_restclient/|src/promptflow/tests/test_configs|src/promptflow-tools'
repos:
- repo: https://github.com/pre-commit/pre-commit-hooks
rev: v3... | promptflow/.pre-commit-config.yaml/0 | {
"file_path": "promptflow/.pre-commit-config.yaml",
"repo_id": "promptflow",
"token_count": 812
} | 0 |
# Cloud
Prompt flow streamlines the process of developing AI applications based on LLM, easing prompt engineering, prototyping, evaluating, and fine-tuning for high-quality products.
Transitioning to production, however, typically requires a comprehensive **LLMOps** process, LLMOps is short for large language model o... | promptflow/docs/cloud/index.md/0 | {
"file_path": "promptflow/docs/cloud/index.md",
"repo_id": "promptflow",
"token_count": 722
} | 1 |
# Develop chat 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 chat flow by writing a flow yaml from scratch. You can
find additional information about flow ya... | promptflow/docs/how-to-guides/develop-a-flow/develop-chat-flow.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-flow/develop-chat-flow.md",
"repo_id": "promptflow",
"token_count": 954
} | 2 |
# Frequency asked questions (FAQ)
## General ##
### Stable vs experimental
Prompt flow provides both stable and experimental features in the same SDK.
|Feature status | Description |
|----------------|----------------|
Stable features | **Production ready** <br/><br/> These features are recommended for most use ca... | promptflow/docs/how-to-guides/faq.md/0 | {
"file_path": "promptflow/docs/how-to-guides/faq.md",
"repo_id": "promptflow",
"token_count": 2390
} | 3 |
# Reference
**Current stable version:**
- [promptflow](https://pypi.org/project/promptflow):
[](https://badge.fury.io/py/promptflow)
[](https://pypi.org/project/promptflow/)
- [promptflow-tools](https... | promptflow/docs/reference/index.md/0 | {
"file_path": "promptflow/docs/reference/index.md",
"repo_id": "promptflow",
"token_count": 535
} | 4 |
import functools
import json
import os
import re
import requests
import sys
import time
import tempfile
from abc import abstractmethod
from datetime import datetime, timedelta
from enum import Enum
from typing import Any, Dict, List, Tuple, Optional, Union
from promptflow._core.tool import ToolProvider, tool
from pro... | promptflow/src/promptflow-tools/promptflow/tools/open_model_llm.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/open_model_llm.py",
"repo_id": "promptflow",
"token_count": 23948
} | 5 |
include promptflow/azure/resources/*
include promptflow/_sdk/_serving/static/*
include promptflow/_sdk/_service/templates/*
recursive-include promptflow/_cli/data *
recursive-include promptflow/_sdk/data *
| promptflow/src/promptflow/MANIFEST.in/0 | {
"file_path": "promptflow/src/promptflow/MANIFEST.in",
"repo_id": "promptflow",
"token_count": 60
} | 6 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import argparse
import json
from typing import Callable, Dict, List, Optional, Tuple
from promptflow._cli._params import (
add_param_a... | promptflow/src/promptflow/promptflow/_cli/_pf/_run.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/_run.py",
"repo_id": "promptflow",
"token_count": 8431
} | 7 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/AzureOpenAIConnection.schema.json
name: {{ connection }}
type: azure_open_ai
api_key: "<user-input>"
api_base: "<user-input>"
api_type: "azure"
| promptflow/src/promptflow/promptflow/_cli/data/chat_flow/template/azure_openai.yaml.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/chat_flow/template/azure_openai.yaml.jinja2",
"repo_id": "promptflow",
"token_count": 83
} | 8 |
{% if icon %}
from pathlib import Path
{% endif %}
from promptflow import tool
from promptflow.connections import CustomConnection
@tool(
name="{{ tool_name }}",
description="This is {{ tool_name }} tool",
{% if icon %}
icon={{ icon }},
{% endif %}
{% for key, value in extra_info.items() %}
{{ key }}... | promptflow/src/promptflow/promptflow/_cli/data/package_tool/tool.py.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/package_tool/tool.py.jinja2",
"repo_id": "promptflow",
"token_count": 241
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import inspect
from typing import Callable
class MetricLoggerManager:
_instance = None
def __init__(self):
self._metric_... | promptflow/src/promptflow/promptflow/_core/metric_logger.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/metric_logger.py",
"repo_id": "promptflow",
"token_count": 838
} | 10 |
# flake8: noqa
"""Put some imports here for mlflow promptflow flavor usage.
DO NOT change the module names in "all" list. If the interface has changed in source code, wrap it here and keep
original function/module names the same as before, otherwise mldesigner will be broken by this change.
"""
from promptflow._sdk._... | promptflow/src/promptflow/promptflow/_sdk/_mlflow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_mlflow.py",
"repo_id": "promptflow",
"token_count": 236
} | 11 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# this file is different from other files in this folder
# functions (APIs) defined in this file follows OTLP 1.1.0
# https://opentelemetry... | promptflow/src/promptflow/promptflow/_sdk/_service/apis/collector.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/apis/collector.py",
"repo_id": "promptflow",
"token_count": 729
} | 12 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import logging
import mimetypes
import os
from pathlib import Path
from typing import Dict
from flask import Flask, g, jsonify... | promptflow/src/promptflow/promptflow/_sdk/_serving/app.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/app.py",
"repo_id": "promptflow",
"token_count": 3515
} | 13 |
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Local Server Test App</title>
<style>
html,
body {
height: 100%;
width: 100%;
box-sizing: border-box;
padding: 0;... | promptflow/src/promptflow/promptflow/_sdk/_serving/static/index.html/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/static/index.html",
"repo_id": "promptflow",
"token_count": 357
} | 14 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
"""
This file code has been vendored from azure-ai-ml repo.
Please do not edit it, unless really necessary
"""
# region Diff-imports
import... | promptflow/src/promptflow/promptflow/_sdk/_vendor/_asset_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_vendor/_asset_utils.py",
"repo_id": "promptflow",
"token_count": 2954
} | 15 |
# -*- mode: python ; coding: utf-8 -*-
from PyInstaller.utils.hooks import collect_data_files
from PyInstaller.utils.hooks import copy_metadata
datas = [('connections', 'connections'), ('flow', 'flow'), ('settings.json', '.'), ('main.py', '.'), ('utils.py', '.'), ('logo.png', '.'), ('{{runtime_interpreter_path}}', './... | promptflow/src/promptflow/promptflow/_sdk/data/executable/app.spec.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/executable/app.spec.jinja2",
"repo_id": "promptflow",
"token_count": 575
} | 16 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# pylint: disable=protected-access
import copy
import json
import os.path
import typing
from pathlib import Path
from typing import Dict, ... | promptflow/src/promptflow/promptflow/_sdk/entities/_validation/core.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_validation/core.py",
"repo_id": "promptflow",
"token_count": 9020
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from marshmallow import fields, post_load, pre_load
from promptflow._sdk._constants import ExperimentNodeType
from promptflow._sdk.schemas.... | promptflow/src/promptflow/promptflow/_sdk/schemas/_experiment.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/schemas/_experiment.py",
"repo_id": "promptflow",
"token_count": 1860
} | 18 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import hashlib
import os
from os import PathLike
from pathlib import Path
from typing import Union
from promptflow._sdk._constants import D... | promptflow/src/promptflow/promptflow/_utils/flow_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/flow_utils.py",
"repo_id": "promptflow",
"token_count": 949
} | 19 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from ._component import COMMAND_COMPONENT_SPEC_TEMPLATE, ... | promptflow/src/promptflow/promptflow/azure/_constants/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_constants/__init__.py",
"repo_id": "promptflow",
"token_count": 138
} | 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/_trace_sessions_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_trace_sessions_operations.py",
"repo_id": "promptflow",
"token_count": 2814
} | 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/_tools_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_tools_operations.py",
"repo_id": "promptflow",
"token_count": 13696
} | 22 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import os
from collections import defaultdict
from functools import cached_property
from multiprocessing import Lock
from pathlib import Pat... | promptflow/src/promptflow/promptflow/azure/operations/_fileshare_storeage_helper.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/operations/_fileshare_storeage_helper.py",
"repo_id": "promptflow",
"token_count": 4252
} | 23 |
from promptflow.exceptions import UserErrorException
class FailedToImportModule(UserErrorException):
pass
class FlowDefinitionError(UserErrorException):
pass
| promptflow/src/promptflow/promptflow/contracts/_errors.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/contracts/_errors.py",
"repo_id": "promptflow",
"token_count": 44
} | 24 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from jinja2 import TemplateSyntaxError
from promptflow._utils.exception_utils import ExceptionPresenter, infer_error_code_from_class, remo... | promptflow/src/promptflow/promptflow/executor/_errors.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_errors.py",
"repo_id": "promptflow",
"token_count": 2722
} | 25 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import os
from promptflow._core.connection_manager import ConnectionManager
from promptflow._utils.exception_utils import Erro... | promptflow/src/promptflow/promptflow/executor/_service/utils/service_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_service/utils/service_utils.py",
"repo_id": "promptflow",
"token_count": 392
} | 26 |
# Use flow in Azure ML pipeline job
After you have developed and tested the flow in [init and test a flow](../../how-to-guides/init-and-test-a-flow.md), this guide will help you learn how to use a flow as a parallel component in a pipeline job on AzureML, so that you can integrate the created flow with existing pipeli... | promptflow/docs/cloud/azureai/use-flow-in-azure-ml-pipeline.md/0 | {
"file_path": "promptflow/docs/cloud/azureai/use-flow-in-azure-ml-pipeline.md",
"repo_id": "promptflow",
"token_count": 1931
} | 0 |
# Deploy a flow
A flow can be deployed to multiple platforms, such as a local development service, Docker container, Kubernetes cluster, etc.
```{gallery-grid}
:grid-columns: 1 2 2 3
- image: ../../media/how-to-guides/local.png
content: "<center><b>Development server</b></center>"
website: deploy-using-dev-server.... | promptflow/docs/how-to-guides/deploy-a-flow/index.md/0 | {
"file_path": "promptflow/docs/how-to-guides/deploy-a-flow/index.md",
"repo_id": "promptflow",
"token_count": 397
} | 1 |
# Execute flow as a function
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](faq.md#stable-vs-experimental).
:::
## Overview
Promptflow allows you to load a flow and use it as a function in your code.
This feature is useful when building a service on top... | promptflow/docs/how-to-guides/execute-flow-as-a-function.md/0 | {
"file_path": "promptflow/docs/how-to-guides/execute-flow-as-a-function.md",
"repo_id": "promptflow",
"token_count": 1125
} | 2 |
# Custom Tools
This section contains documentation for custom tools created by the community to extend Prompt flow's capabilities for specific use cases. These tools are developed following the guide on [Creating and Using Tool Packages](../../how-to-guides/develop-a-tool/create-and-use-tool-package.md). They are not... | promptflow/docs/integrations/tools/index.md/0 | {
"file_path": "promptflow/docs/integrations/tools/index.md",
"repo_id": "promptflow",
"token_count": 287
} | 3 |
# Vector DB Lookup
Vector DB Lookup is a vector search tool that allows users to search top k similar vectors from vector database. This tool is a wrapper for multiple third-party vector databases. The list of current supported databases is as follows.
| Name | Description |
| --- | --- |
| Azure Cognitive Search | M... | promptflow/docs/reference/tools-reference/vector_db_lookup_tool.md/0 | {
"file_path": "promptflow/docs/reference/tools-reference/vector_db_lookup_tool.md",
"repo_id": "promptflow",
"token_count": 2697
} | 4 |
from pathlib import Path
from ruamel.yaml import YAML
def collect_tools_from_directory(base_dir) -> dict:
tools = {}
yaml = YAML()
for f in Path(base_dir).glob("**/*.yaml"):
with open(f, "r") as f:
tools_in_file = yaml.load(f)
for identifier, tool in tools_in_file.items():... | promptflow/src/promptflow-tools/promptflow/tools/list.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/list.py",
"repo_id": "promptflow",
"token_count": 233
} | 5 |
# Release History
## 1.6.0 (TBD)
### Features Added
- [SDK/CLI] Support configuring environment variable to directly use `AzureCliCredential` for `pfazure` commands.
```dotenv
PF_USE_AZURE_CLI_CREDENTIAL=true
```
## 1.5.0 (2024.02.06)
### Features Added
- [SDK/CLI][azure] Support specify compute instance a... | promptflow/src/promptflow/CHANGELOG.md/0 | {
"file_path": "promptflow/src/promptflow/CHANGELOG.md",
"repo_id": "promptflow",
"token_count": 3539
} | 6 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import inspect
import json
import shutil
from abc import ABC, abstractmethod
from ast import literal_eval
from enum import Enum
from pathli... | promptflow/src/promptflow/promptflow/_cli/_pf/_init_entry_generators.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/_init_entry_generators.py",
"repo_id": "promptflow",
"token_count": 6363
} | 7 |
system:
You are a helpful assistant.
{% for item in chat_history %}
user:
{{item.inputs.question}}
assistant:
{{item.outputs.answer}}
{% endfor %}
user:
{{question}}
| promptflow/src/promptflow/promptflow/_cli/data/chat_flow/flow_files/chat.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/chat_flow/flow_files/chat.jinja2",
"repo_id": "promptflow",
"token_count": 62
} | 8 |
import yaml
from pathlib import Path
from setuptools import find_packages, setup
from setuptools.command.build import build
PACKAGE_NAME = "{{ package_name }}"
class ToolMetaCacheBuild(build):
def run(self):
from promptflow import PFClient
pf_client = PFClient()
tools = pf_client.tools.... | promptflow/src/promptflow/promptflow/_cli/data/package_tool/setup.py.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/package_tool/setup.py.jinja2",
"repo_id": "promptflow",
"token_count": 556
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import sys
from contextvars import ContextVar
from datetime import datetime, timezone
from io import StringIO, TextIOBase
from typing impor... | promptflow/src/promptflow/promptflow/_core/log_manager.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/log_manager.py",
"repo_id": "promptflow",
"token_count": 2523
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from os import PathLike
from pathlib import Path
from typing import IO, AnyStr, Optional, Union
from dotenv import dotenv_values
from .._u... | promptflow/src/promptflow/promptflow/_sdk/_load_functions.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_load_functions.py",
"repo_id": "promptflow",
"token_count": 2496
} | 11 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow.exceptions import ErrorTarget, UserErrorException
class BadRequest(UserErrorException):
pass
class JsonPayloadRequi... | promptflow/src/promptflow/promptflow/_sdk/_serving/_errors.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/_errors.py",
"repo_id": "promptflow",
"token_count": 664
} | 12 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import json
import time
from types import GeneratorType
from flask import Response, jsonify
from werkzeug.datastructures import MIMEAccept... | promptflow/src/promptflow/promptflow/_sdk/_serving/response_creator.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/response_creator.py",
"repo_id": "promptflow",
"token_count": 1814
} | 13 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from ._asset_utils import IgnoreFile, get_ignore_file, get_upload_files_from_folder
__all__ = ["get_ignore_file", "IgnoreFile", "get_uploa... | promptflow/src/promptflow/promptflow/_sdk/_vendor/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_vendor/__init__.py",
"repo_id": "promptflow",
"token_count": 79
} | 14 |
import os
import sys
from promptflow._cli._pf._connection import create_connection
from streamlit.web import cli as st_cli
from streamlit.runtime import exists
from main import start
def is_yaml_file(file_path):
# Get the file extension
_, file_extension = os.path.splitext(file_path)
# Check if the file... | promptflow/src/promptflow/promptflow/_sdk/data/executable/app.py.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/executable/app.py.jinja2",
"repo_id": "promptflow",
"token_count": 435
} | 15 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from .core import MutableValidationResult, ValidationResult, ValidationResultBuilder
from .schema import SchemaValidatableMixin
__all__ =... | promptflow/src/promptflow/promptflow/_sdk/entities/_validation/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_validation/__init__.py",
"repo_id": "promptflow",
"token_count": 106
} | 16 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import copy
from marshmallow import ValidationError, fields, pre_dump, validates
from promptflow._sdk._constants import (
SCHEMA_KEYS_... | promptflow/src/promptflow/promptflow/_sdk/schemas/_connection.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/schemas/_connection.py",
"repo_id": "promptflow",
"token_count": 1953
} | 17 |
from dataclasses import dataclass
from enum import Enum
from typing import Optional
class FeatureState(Enum):
"""The enum of feature state.
READY: The feature is ready to use.
E2ETEST: The feature is not ready to be shipped to customer and is in e2e testing.
"""
READY = "Ready"
E2ETEST = "E2... | promptflow/src/promptflow/promptflow/_utils/feature_utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/feature_utils.py",
"repo_id": "promptflow",
"token_count": 607
} | 18 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from ._pf_client import PFClient
__all__ = ["PFClient"]
| promptflow/src/promptflow/promptflow/azure/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/__init__.py",
"repo_id": "promptflow",
"token_count": 75
} | 19 |
# --------------------------------------------------------------------------
# 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/_vendor.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/_vendor.py",
"repo_id": "promptflow",
"token_count": 365
} | 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/_tools_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_tools_operations.py",
"repo_id": "promptflow",
"token_count": 8893
} | 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/_flows_provider_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flows_provider_operations.py",
"repo_id": "promptflow",
"token_count": 3934
} | 22 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from typing import Dict
from azure.ai.ml._scope_dependent_operations import (
OperationConfig,
OperationsContainer,
OperationSc... | promptflow/src/promptflow/promptflow/azure/operations/_connection_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/operations/_connection_operations.py",
"repo_id": "promptflow",
"token_count": 1476
} | 23 |
import docutils.nodes
from docutils.core import publish_doctree
class DocstringParser:
@staticmethod
def parse(docstring: str):
doctree = publish_doctree(docstring)
description = doctree[0].astext()
params = {}
for field in doctree.traverse(docutils.nodes.field):
fi... | promptflow/src/promptflow/promptflow/executor/_docstring_parser.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_docstring_parser.py",
"repo_id": "promptflow",
"token_count": 447
} | 24 |
# Manage flows
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](../../how-to-guides/faq.md#stable-vs-experimental).
:::
This documentation will walk you through how to manage your flow with CLI and SDK on [Azure AI](https://learn.microsoft.com/en-us/azure/... | promptflow/docs/cloud/azureai/manage-flows.md/0 | {
"file_path": "promptflow/docs/cloud/azureai/manage-flows.md",
"repo_id": "promptflow",
"token_count": 1308
} | 0 |
# Deploy a flow using development server
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](../faq.md#stable-vs-experimental).
:::
Once you have created and thoroughly tested a flow, you can use it as an HTTP endpoint.
::::{tab-set}
:::{tab-item} CLI
:sync: ... | promptflow/docs/how-to-guides/deploy-a-flow/deploy-using-dev-server.md/0 | {
"file_path": "promptflow/docs/how-to-guides/deploy-a-flow/deploy-using-dev-server.md",
"repo_id": "promptflow",
"token_count": 999
} | 1 |
# Customizing an LLM Tool
In this document, we will guide you through the process of customizing an LLM tool, allowing users to seamlessly connect to a large language model with prompt tuning experience using a `PromptTemplate`.
## Prerequisites
- Please ensure that your [Prompt flow for VS Code](https://marketplace.v... | promptflow/docs/how-to-guides/develop-a-tool/customize_an_llm_tool.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-tool/customize_an_llm_tool.md",
"repo_id": "promptflow",
"token_count": 1277
} | 2 |
---
myst:
html_meta:
"description lang=en": "Prompt flow Doc"
"google-site-verification": "rEZN-2h5TVqEco07aaMpqNcDx4bjr2czx1Hwfoxydrg"
html_theme.sidebar_secondary.remove: true
---
# Prompt flow
[**Prompt flow**](https://github.com/microsoft/promptflow) is a suite of development tools designed to streamlin... | promptflow/docs/index.md/0 | {
"file_path": "promptflow/docs/index.md",
"repo_id": "promptflow",
"token_count": 1541
} | 3 |
# OpenAI GPT-4V
## Introduction
OpenAI GPT-4V tool enables you to leverage OpenAI's GPT-4 with vision, also referred to as GPT-4V or gpt-4-vision-preview in the API, to take images as input and answer questions about them.
## Prerequisites
- Create OpenAI resources
Sign up account [OpenAI website](https://opena... | promptflow/docs/reference/tools-reference/openai-gpt-4v-tool.md/0 | {
"file_path": "promptflow/docs/reference/tools-reference/openai-gpt-4v-tool.md",
"repo_id": "promptflow",
"token_count": 1118
} | 4 |
from enum import Enum
from typing import Dict, List, Union
import json
import requests
from promptflow import tool, ToolProvider
from promptflow.connections import AzureContentSafetyConnection
from promptflow.tools.exception import AzureContentSafetyInputValueError, AzureContentSafetySystemError
class TextCategorySe... | promptflow/src/promptflow-tools/promptflow/tools/azure_content_safety.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/azure_content_safety.py",
"repo_id": "promptflow",
"token_count": 4937
} | 5 |
import argparse
import json
from promptflow._cli._params import add_param_set_positional, base_params
from promptflow._cli._utils import activate_action, list_of_dict_to_dict
from promptflow._sdk._configuration import Configuration, InvalidConfigValue
from promptflow._sdk._utils import print_red_error
from promptflow.... | promptflow/src/promptflow/promptflow/_cli/_pf/_config.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/_config.py",
"repo_id": "promptflow",
"token_count": 1038
} | 6 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow._version import VERSION
USER_AGENT = "{}/{}".format("promptflow-cli", VERSION)
| promptflow/src/promptflow/promptflow/_cli/_user_agent.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_user_agent.py",
"repo_id": "promptflow",
"token_count": 56
} | 7 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
inputs:
groundtruth:
type: string
prediction:
type: string
outputs:
results:
type: string
reference: ${line_process.output}
nodes:
- name: line_process
type: python
source:
type: code
path: line_process.py... | promptflow/src/promptflow/promptflow/_cli/data/evaluation_flow/flow.dag.yaml/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/evaluation_flow/flow.dag.yaml",
"repo_id": "promptflow",
"token_count": 225
} | 8 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import hashlib
import json
from dataclasses import dataclass
from typing import Callable, List
from promptflow._utils.logger_utils import ... | promptflow/src/promptflow/promptflow/_core/cache_manager.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/cache_manager.py",
"repo_id": "promptflow",
"token_count": 2075
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from os import PathLike
from typing import IO, AnyStr, Union
from promptflow._sdk._load_functions import load_run
from promptflow._sdk._pf_... | promptflow/src/promptflow/promptflow/_sdk/_run_functions.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_run_functions.py",
"repo_id": "promptflow",
"token_count": 236
} | 10 |
<!DOCTYPE html>
<html>
<head>
<title>Trace Visualization</title>
<style>
table, th, td {
border: 1px solid black;
border-collapse: collapse;
}
th, td {
padding: 5px;
text-align: left;
}
</style>
</head>
<body>
<button onclic... | promptflow/src/promptflow/promptflow/_sdk/_service/templates/ui_traces.html/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/templates/ui_traces.html",
"repo_id": "promptflow",
"token_count": 1509
} | 11 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
class FlowDataCollector:
"""FlowDataCollector is used to collect flow data via MDC for monitoring."""
def __init__(self, logger):... | promptflow/src/promptflow/promptflow/_sdk/_serving/monitor/data_collector.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/monitor/data_collector.py",
"repo_id": "promptflow",
"token_count": 912
} | 12 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import logging
import os
import platform
import sys
from opencensus.ext.azure.log_exporter import AzureEventHandler
from promptflow._sdk._... | promptflow/src/promptflow/promptflow/_sdk/_telemetry/logging_handler.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_telemetry/logging_handler.py",
"repo_id": "promptflow",
"token_count": 2042
} | 13 |
#!/bin/bash
echo "$(date -uIns) - promptflow-serve/finish $@"
echo "$(date -uIns) - Stopped all Gunicorn processes" | promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/runit/promptflow-serve/finish.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/docker_csharp/runit/promptflow-serve/finish.jinja2",
"repo_id": "promptflow",
"token_count": 45
} | 14 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import abc
import json
from os import PathLike
from pathlib import Path
from typing import Dict, Optional, Tuple, Union
from marshmallow i... | promptflow/src/promptflow/promptflow/_sdk/entities/_flow.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/entities/_flow.py",
"repo_id": "promptflow",
"token_count": 5239
} | 15 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import importlib.util
import inspect
import io
import json
import logging
import pkgutil
from dataclasses import asdict
from os import PathL... | promptflow/src/promptflow/promptflow/_sdk/operations/_tool_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/operations/_tool_operations.py",
"repo_id": "promptflow",
"token_count": 10752
} | 16 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
import re
class CredentialScrubber:
"""Scrub sensitive information in string."""
PLACE_HOLDER = "**data_scrubbed**"
LENGTH_T... | promptflow/src/promptflow/promptflow/_utils/credential_scrubber.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/credential_scrubber.py",
"repo_id": "promptflow",
"token_count": 856
} | 17 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
"""This is a common util file.
!!!Please do not include any project related import.!!!
"""
import contextlib
import contextvars
import func... | promptflow/src/promptflow/promptflow/_utils/utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/utils.py",
"repo_id": "promptflow",
"token_count": 4054
} | 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/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/__init__.py",
"repo_id": "promptflow",
"token_count": 192
} | 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/aio/operations/_flow_sessions_admin_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/aio/operations/_flow_sessions_admin_operations.py",
"repo_id": "promptflow",
"token_count": 1822
} | 20 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
__path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore
from ._flow_operations import FlowOperations
from ._run_... | promptflow/src/promptflow/promptflow/azure/operations/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/azure/operations/__init__.py",
"repo_id": "promptflow",
"token_count": 93
} | 21 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow.exceptions import ErrorTarget, SystemErrorException, UserErrorException, ValidationException
class InputMappingError(Vali... | promptflow/src/promptflow/promptflow/batch/_errors.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/batch/_errors.py",
"repo_id": "promptflow",
"token_count": 161
} | 22 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# flake8: noqa
from .flow_executor import FlowExecutor
from .flow_validator import FlowValidator
| promptflow/src/promptflow/promptflow/executor/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/__init__.py",
"repo_id": "promptflow",
"token_count": 54
} | 23 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from fastapi import APIRouter, Request
from promptflow._core.operation_context import OperationContext
from promptflow.executor._service.c... | promptflow/src/promptflow/promptflow/executor/_service/apis/execution.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/executor/_service/apis/execution.py",
"repo_id": "promptflow",
"token_count": 819
} | 24 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from functools import partial
from pathlib import Path
from typing import Union
from promptflow._utils.multimedia_utils import _process_re... | promptflow/src/promptflow/promptflow/storage/_run_storage.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/storage/_run_storage.py",
"repo_id": "promptflow",
"token_count": 2550
} | 25 |
# Prompt flow
[](https://pypi.org/project/promptflow/)
[](https://pypi.python.org/pypi/promptflow/)
[](https://pypi.org... | promptflow/README.md/0 | {
"file_path": "promptflow/README.md",
"repo_id": "promptflow",
"token_count": 2762
} | 0 |
With prompt flow, you can use variants to tune your prompt. In this article, you'll learn the prompt flow variants concept.
# Variants
A variant refers to a specific version of a tool node that has distinct settings. Currently, variants are supported only in the LLM tool. For example, in the LLM tool, a new variant c... | promptflow/docs/concepts/concept-variants.md/0 | {
"file_path": "promptflow/docs/concepts/concept-variants.md",
"repo_id": "promptflow",
"token_count": 642
} | 1 |
# Referencing external files/folders in a flow
Sometimes, pre-existing code assets are essential for the flow reference. In most cases, you can accomplish this by importing a Python package into your flow. However, if a Python package is not available or it is heavy to create a package, you can still reference externa... | promptflow/docs/how-to-guides/develop-a-flow/referencing-external-files-or-folders-in-a-flow.md/0 | {
"file_path": "promptflow/docs/how-to-guides/develop-a-flow/referencing-external-files-or-folders-in-a-flow.md",
"repo_id": "promptflow",
"token_count": 1055
} | 2 |
# Manage runs
:::{admonition} Experimental feature
This is an experimental feature, and may change at any time. Learn [more](faq.md#stable-vs-experimental).
:::
This documentation will walk you through how to manage your runs with CLI, SDK and VS Code Extension.
In general:
- For `CLI`, you can run `pf/pfazure run -... | promptflow/docs/how-to-guides/manage-runs.md/0 | {
"file_path": "promptflow/docs/how-to-guides/manage-runs.md",
"repo_id": "promptflow",
"token_count": 2998
} | 3 |
# Avoid circular dependencies: Use import 'from promptflow._internal' instead of 'from promptflow'
# since the code here is in promptflow namespace as well
from promptflow._internal import tool
from promptflow.tools.common import render_jinja_template
@tool
def render_template_jinja2(template: str, **kwargs) -> str:
... | promptflow/src/promptflow-tools/promptflow/tools/template_rendering.py/0 | {
"file_path": "promptflow/src/promptflow-tools/promptflow/tools/template_rendering.py",
"repo_id": "promptflow",
"token_count": 117
} | 4 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from promptflow._sdk._configuration import Configuration
# This logic is copied from: https://github.com/microsoft/knack/blob/dev/knack/hel... | promptflow/src/promptflow/promptflow/_cli/_pf/help.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/_pf/help.py",
"repo_id": "promptflow",
"token_count": 563
} | 5 |
{
"package": {},
"code": {
{% for key, prompt_obj in prompt_params.items() %}
"{{ key }}": {
"type": "prompt",
"inputs": {
{% for input_name, value in prompt_obj.get("inputs", {}).items() %}
"{{ input_name }}": {
"type": [
... | promptflow/src/promptflow/promptflow/_cli/data/entry_flow/flow.tools.json.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/entry_flow/flow.tools.json.jinja2",
"repo_id": "promptflow",
"token_count": 779
} | 6 |
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
inputs:
text:
type: string
outputs:
output_prompt:
type: string
reference: ${echo_my_prompt.output}
nodes:
- name: hello_prompt
type: prompt
source:
type: code
path: hello.jinja2
inputs:
text: ${inputs.tex... | promptflow/src/promptflow/promptflow/_cli/data/standard_flow/flow.dag.yaml/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_cli/data/standard_flow/flow.dag.yaml",
"repo_id": "promptflow",
"token_count": 205
} | 7 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from contextvars import ContextVar
from typing import Type, TypeVar
T = TypeVar("T")
class ThreadLocalSingleton:
# Use context varia... | promptflow/src/promptflow/promptflow/_core/thread_local_singleton.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_core/thread_local_singleton.py",
"repo_id": "promptflow",
"token_count": 370
} | 8 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from sqlalchemy import TEXT, Column
from sqlalchemy.exc import IntegrityError
from sqlalchemy.orm import declarative_base
from promptflow._... | promptflow/src/promptflow/promptflow/_sdk/_orm/experiment_node_run.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_orm/experiment_node_run.py",
"repo_id": "promptflow",
"token_count": 1544
} | 9 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from flask import jsonify, make_response, request
from flask_restx import fields
from promptflow._sdk._service import Namespace, Resource
f... | promptflow/src/promptflow/promptflow/_sdk/_service/apis/telemetry.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_service/apis/telemetry.py",
"repo_id": "promptflow",
"token_count": 3067
} | 10 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from .run_submitter import RunSubmitter
from .test_submitter import TestSubmitter
from .utils import (
overwrite_connections,
overwr... | promptflow/src/promptflow/promptflow/_sdk/_submitter/__init__.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/_submitter/__init__.py",
"repo_id": "promptflow",
"token_count": 185
} | 11 |
# syntax=docker/dockerfile:1
{% if env.image %}
FROM {{env.image}}
{% else %}
{% if show_comment %}
# use mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest? current image is based on Debian 11
{% endif %}
FROM docker.io/continuumio/miniconda3:latest
{% endif %}
WORKDIR /
{% if env.python_requirements_txt %}
C... | promptflow/src/promptflow/promptflow/_sdk/data/docker/Dockerfile.jinja2/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/docker/Dockerfile.jinja2",
"repo_id": "promptflow",
"token_count": 680
} | 12 |
import base64
import json
import re
import streamlit as st
from bs4 import BeautifulSoup, NavigableString, Tag
from promptflow._utils.multimedia_utils import MIME_PATTERN, is_multimedia_dict
def show_image(image, key=None):
col1, _ = st.columns(2)
with col1:
if not image.startswith("data:image"):
... | promptflow/src/promptflow/promptflow/_sdk/data/executable/utils.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/data/executable/utils.py",
"repo_id": "promptflow",
"token_count": 2495
} | 13 |
# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from datetime import datetime
from typing import List
from promptflow._sdk._constants import MAX_LIST_CLI_RESULTS
from promptflow._sdk._orm... | promptflow/src/promptflow/promptflow/_sdk/operations/_connection_operations.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_sdk/operations/_connection_operations.py",
"repo_id": "promptflow",
"token_count": 1297
} | 14 |
import re
from dataclasses import dataclass
from enum import Enum
from functools import partial
from pathlib import Path
from typing import Any, Callable
from promptflow._utils.multimedia_utils import is_multimedia_dict
class ResourceType(Enum):
"""
Enumeration of different types of multimedia resources.
... | promptflow/src/promptflow/promptflow/_utils/multimedia_data_converter.py/0 | {
"file_path": "promptflow/src/promptflow/promptflow/_utils/multimedia_data_converter.py",
"repo_id": "promptflow",
"token_count": 2299
} | 15 |
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