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# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import pytest from azure.core.exceptions import HttpResponseError from promptflow._sdk._orm import RunInfo from promptflow.exceptions import...
promptflow/src/promptflow/tests/sdk_cli_test/unittests/test_exceptions.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_test/unittests/test_exceptions.py", "repo_id": "promptflow", "token_count": 3605 }
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# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import json import tempfile import uuid from pathlib import Path import mock import pytest from sdk_cli_azure_test.recording_utilities impo...
promptflow/src/promptflow/tests/sdk_pfs_test/e2etests/test_connection_apis.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_pfs_test/e2etests/test_connection_apis.py", "repo_id": "promptflow", "token_count": 2392 }
54
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/OpenAIConnection.schema.json name: my_open_ai_connection type: open_ai api_key: "<to-be-replaced>" organization: "org" base_url: ""
promptflow/src/promptflow/tests/test_configs/connections/openai_connection.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/connections/openai_connection.yaml", "repo_id": "promptflow", "token_count": 78 }
55
{"text":"data_5000"} {"text":"data_5001"} {"text":"data_5002"} {"text":"data_5003"} {"text":"data_5004"} {"text":"data_5005"} {"text":"data_5006"} {"text":"data_5007"} {"text":"data_5008"} {"text":"data_5009"} {"text":"data_5010"} {"text":"data_5011"} {"text":"data_5012"} {"text":"data_5013"} {"text":"data_5014"} {"tex...
promptflow/src/promptflow/tests/test_configs/datas/load_data_cases/10k/5k.2.jsonl/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/datas/load_data_cases/10k/5k.2.jsonl", "repo_id": "promptflow", "token_count": 45023 }
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def my_flow(text: str): raise Exception("dummy exception")
promptflow/src/promptflow/tests/test_configs/eager_flows/dummy_flow_with_exception/entry.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/eager_flows/dummy_flow_with_exception/entry.py", "repo_id": "promptflow", "token_count": 21 }
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entry: my_func
promptflow/src/promptflow/tests/test_configs/eager_flows/invalid_no_path/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/eager_flows/invalid_no_path/flow.dag.yaml", "repo_id": "promptflow", "token_count": 5 }
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inputs: text: type: string default: hello outputs: output: type: string reference: ${nodeC.output} nodes: - name: nodeA type: python source: type: code path: pass_through.py inputs: input1: ${inputs.text} activate: when: ${inputs.text} is: hi - name: nodeB type: python ...
promptflow/src/promptflow/tests/test_configs/flows/activate_condition_always_met/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/activate_condition_always_met/flow.dag.yaml", "repo_id": "promptflow", "token_count": 280 }
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[ { "groundtruth": "Tomorrow's weather will be sunny.", "prediction": "The weather will be sunny tomorrow." }, { "groundtruth": "Hello,", "prediction": "World." }, { "groundtruth": "Promptflow is a super easy-to-use tool, right?", "prediction": "Yes!" } ]
promptflow/src/promptflow/tests/test_configs/flows/aggregation_node_failed/samples.json/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/aggregation_node_failed/samples.json", "repo_id": "promptflow", "token_count": 111 }
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from promptflow import tool import asyncio @tool async def passthrough_str_and_wait(input1: str, wait_seconds=3) -> str: assert isinstance(input1, str), f"input1 should be a string, got {input1}" print(f"Wait for {wait_seconds} seconds in async function") for i in range(wait_seconds): print(i) ...
promptflow/src/promptflow/tests/test_configs/flows/async_tools/async_passthrough.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/async_tools/async_passthrough.py", "repo_id": "promptflow", "token_count": 137 }
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{ "incident_id_extractor.completed": 3, "job_info_extractor.completed": 1, "job_info_extractor.bypassed": 2, "incident_info_extractor.completed": 2, "incident_info_extractor.bypassed": 1, "icm_retriever.completed": 1, "icm_retriever.bypassed": 2, "tsg_retriever.completed": 1, "tsg_re...
promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_activate/expected_status_summary.json/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_activate/expected_status_summary.json", "repo_id": "promptflow", "token_count": 282 }
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{ "square.bypassed": 2, "double.completed": 2, "collect_node.completed": 4, "double.bypassed": 2, "square.completed": 2, "aggregation_double.completed": 1, "aggregation_square.completed": 1 }
promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_aggregate_bypassed/expected_status_summary.json/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_aggregate_bypassed/expected_status_summary.json", "repo_id": "promptflow", "token_count": 96 }
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# syntax=docker/dockerfile:1 FROM docker.io/continuumio/miniconda3:latest WORKDIR / COPY ./flow /flow # create conda environment RUN conda create -n promptflow-serve python=3.9.16 pip=23.0.1 -q -y && \ conda run -n promptflow-serve \ pip install -r /flow/requirements_txt && \ conda run -n promptflow-serv...
promptflow/src/promptflow/tests/test_configs/flows/export/linux/Dockerfile/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/export/linux/Dockerfile", "repo_id": "promptflow", "token_count": 297 }
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inputs: question: type: string outputs: output: type: string reference: ${test_langchain_traces.output} nodes: - name: test_langchain_traces type: python source: type: code path: test_langchain_traces.py inputs: question: ${inputs.question} conn: azure_open_ai_connection
promptflow/src/promptflow/tests/test_configs/flows/flow_with_langchain_traces/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/flow_with_langchain_traces/flow.dag.yaml", "repo_id": "promptflow", "token_count": 123 }
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from promptflow import tool @tool def echo(text): """yield the input string.""" echo_text = "Echo - " + text for word in echo_text.split(): yield word
promptflow/src/promptflow/tests/test_configs/flows/generator_nodes/echo.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/generator_nodes/echo.py", "repo_id": "promptflow", "token_count": 65 }
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echo Hello Promptflow!
promptflow/src/promptflow/tests/test_configs/flows/intent-copilot/setup.sh/0
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$schema: https://azuremlschemas.azureedge.net/latest/flow.schema.json name: classification_accuracy_eval type: evaluate path: azureml://datastores/workspaceworkingdirectory/paths/Users/wanhan/my_flow_snapshot/flow.dag.yaml
promptflow/src/promptflow/tests/test_configs/flows/meta_files/remote_fs.meta.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/meta_files/remote_fs.meta.yaml", "repo_id": "promptflow", "token_count": 80 }
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import openai from openai.version import VERSION as OPENAI_VERSION from typing import List from promptflow import tool from promptflow.connections import AzureOpenAIConnection IS_LEGACY_OPENAI = OPENAI_VERSION.startswith("0.") def get_client(connection: AzureOpenAIConnection): api_key = connection.api_key c...
promptflow/src/promptflow/tests/test_configs/flows/openai_chat_api_flow/chat.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/openai_chat_api_flow/chat.py", "repo_id": "promptflow", "token_count": 1207 }
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{"text": "text_0"} {"text": "text_1"} {"text": "text_2"} {"text": "text_3"} {"text": "text_4"} {"text": "text_5"} {"text": "text_6"} {"text": "text_7"} {"text": "text_8"} {"text": "text_9"}
promptflow/src/promptflow/tests/test_configs/flows/print_input_flow/inputs.jsonl/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/print_input_flow/inputs.jsonl", "repo_id": "promptflow", "token_count": 89 }
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{"idx": 1, "line_number": 0} {"idx": 2, "line_number": 1} {"idx": 4, "line_number": 3} {"idx": 5, "line_number": 4} {"idx": 7, "line_number": 6} {"idx": 8, "line_number": 7} {"idx": 10, "line_number": 9}
promptflow/src/promptflow/tests/test_configs/flows/python_tool_partial_failure/inputs/output.jsonl/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/python_tool_partial_failure/inputs/output.jsonl", "repo_id": "promptflow", "token_count": 98 }
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inputs: image: type: image default: logo.jpg outputs: output: type: image reference: ${python_node_2.output} nodes: - name: python_node type: python source: type: code path: pick_an_image.py inputs: image_1: ${inputs.image} image_2: logo_2.png - name: python_node_2 type: pyth...
promptflow/src/promptflow/tests/test_configs/flows/python_tool_with_simple_image/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/python_tool_with_simple_image/flow.dag.yaml", "repo_id": "promptflow", "token_count": 195 }
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id: use_functions_with_chat_models name: Use Functions with Chat Models inputs: chat_history: type: list default: - inputs: question: What is the weather like in Boston? outputs: answer: '{"forecast":["sunny","windy"],"location":"Boston","temperature":"72","unit":"fahrenheit"}' ...
promptflow/src/promptflow/tests/test_configs/flows/sample_flow_with_functions/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/sample_flow_with_functions/flow.dag.yaml", "repo_id": "promptflow", "token_count": 1210 }
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from aaa import bbb # noqa: F401
promptflow/src/promptflow/tests/test_configs/flows/script_with_import/fail.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/script_with_import/fail.py", "repo_id": "promptflow", "token_count": 13 }
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[ { "url": "https://www.microsoft.com/en-us/d/xbox-wireless-controller-stellar-shift-special-edition/94fbjc7h0h6h" }, { "url": "https://www.microsoft.com/en-us/windows/" } ]
promptflow/src/promptflow/tests/test_configs/flows/web_classification_no_variants/samples.json/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/web_classification_no_variants/samples.json", "repo_id": "promptflow", "token_count": 85 }
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interactions: - request: body: null headers: Accept: - application/json Accept-Encoding: - gzip, deflate Connection: - keep-alive User-Agent: - promptflow-sdk/0.0.1 azure-ai-ml/1.12.1 azsdk-python-mgmt-machinelearningservices/0.1.0 Python/3.9.17 (Windows-1...
promptflow/src/promptflow/tests/test_configs/recordings/test_azure_cli_perf_TestAzureCliPerf_test_pfazure_run_create.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/recordings/test_azure_cli_perf_TestAzureCliPerf_test_pfazure_run_create.yaml", "repo_id": "promptflow", "token_count": 22751 }
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interactions: - request: body: null headers: Accept: - application/json Accept-Encoding: - gzip, deflate Connection: - keep-alive User-Agent: - promptflow-sdk/0.0.1 azure-ai-ml/1.12.1 azsdk-python-mgmt-machinelearningservices/0.1.0 Python/3.10.13 (Windows-...
promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_automatic_runtime_with_resources.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_automatic_runtime_with_resources.yaml", "repo_id": "promptflow", "token_count": 10468 }
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interactions: - request: body: null headers: Accept: - application/json Accept-Encoding: - gzip, deflate Connection: - keep-alive User-Agent: - promptflow-sdk/0.0.1 azure-ai-ml/1.12.1 azsdk-python-mgmt-machinelearningservices/0.1.0 Python/3.10.13 (Windows-...
promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_show_metrics.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/recordings/test_run_operations_TestFlowRun_test_show_metrics.yaml", "repo_id": "promptflow", "token_count": 90735 }
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flow: ../flows/classification_accuracy_evaluation data: not_exist column_mapping: groundtruth: "${data.answer}" prediction: "${run.outputs.category}" run: flow_run_20230629_101205 # ./sample_bulk_run.yaml # run config: env related environment_variables: .env # optional connections: node_1: connection: ...
promptflow/src/promptflow/tests/test_configs/runs/illegal/non_exist_data.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/runs/illegal/non_exist_data.yaml", "repo_id": "promptflow", "token_count": 139 }
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inputs: num: type: int outputs: content: type: string reference: "" nodes: - name: divide_num type: python source: type: code path: divide_num.py inputs: num: ${inputs.num}
promptflow/src/promptflow/tests/test_configs/wrong_flows/flow_output_reference_invalid/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/wrong_flows/flow_output_reference_invalid/flow.dag.yaml", "repo_id": "promptflow", "token_count": 92 }
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inputs: num: type: int outputs: content: type: string reference: ${stringify_num.output} nodes: - name: stringify_num type: python source: type: code path: stringify_num.py inputs: num: ${inputs.num} - name: stringify_num type: python source: type: code path: another_string...
promptflow/src/promptflow/tests/test_configs/wrong_flows/nodes_names_duplicated/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/wrong_flows/nodes_names_duplicated/flow.dag.yaml", "repo_id": "promptflow", "token_count": 155 }
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inputs: text: type: string outputs: output: type: string reference: ${search_by_text.output.search_metadata} nodes: - name: search_by_text type: python source: type: package tool: promptflow.tools.serpapi11.SerpAPI.search inputs: connection: serp_connection query: ${inputs.text} ...
promptflow/src/promptflow/tests/test_configs/wrong_flows/wrong_package_in_package_tools/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/wrong_flows/wrong_package_in_package_tools/flow.dag.yaml", "repo_id": "promptflow", "token_count": 131 }
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# 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
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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
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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
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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
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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 }
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# Basic Chat This example shows how to create a basic chat flow. It demonstrates how to create a chatbot that can remember previous interactions and use the conversation history to generate next message. Tools used in this flow: - `llm` tool ## Prerequisites Install promptflow sdk and other dependencies in this fold...
promptflow/examples/flows/chat/basic-chat/README.md/0
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import faiss from jinja2 import Environment, FileSystemLoader import os from utils.index import FAISSIndex from utils.oai import OAIEmbedding, render_with_token_limit from utils.logging import log def find_context(question: str, index_path: str): index = FAISSIndex(index=faiss.IndexFlatL2(1536), embedding=OAIEmb...
promptflow/examples/flows/chat/chat-with-pdf/chat_with_pdf/find_context.py/0
{ "file_path": "promptflow/examples/flows/chat/chat-with-pdf/chat_with_pdf/find_context.py", "repo_id": "promptflow", "token_count": 422 }
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$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json inputs: groundtruth: type: string default: "1" prediction: type: string default: "2" outputs: score: type: string reference: ${line_process.output} nodes: - name: line_process type: python source: type...
promptflow/examples/flows/evaluation/eval-accuracy-maths-to-code/flow.dag.yaml/0
{ "file_path": "promptflow/examples/flows/evaluation/eval-accuracy-maths-to-code/flow.dag.yaml", "repo_id": "promptflow", "token_count": 228 }
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from typing import List from promptflow import log_metric, tool @tool def calculate_accuracy(grades: List[str]): result = [] for index in range(len(grades)): grade = grades[index] result.append(grade) # calculate accuracy for each variant accuracy = round((result.count("Correct") / l...
promptflow/examples/flows/evaluation/eval-classification-accuracy/calculate_accuracy.py/0
{ "file_path": "promptflow/examples/flows/evaluation/eval-classification-accuracy/calculate_accuracy.py", "repo_id": "promptflow", "token_count": 135 }
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from promptflow import tool from collections import Counter @tool def compute_f1_score(ground_truth: str, answer: str) -> str: import string import re class QASplitTokenizer: def __call__(self, line): """Tokenizes an input line using split() on whitespace :param line: a s...
promptflow/examples/flows/evaluation/eval-qna-non-rag/f1_score.py/0
{ "file_path": "promptflow/examples/flows/evaluation/eval-qna-non-rag/f1_score.py", "repo_id": "promptflow", "token_count": 692 }
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from promptflow import tool import re @tool def parse_grounding_output(rag_grounding_score: str) -> str: try: numbers_found = re.findall(r"Quality score:\s*(\d+)\/\d", rag_grounding_score) score = float(numbers_found[0]) if len(numbers_found) > 0 else 0 except Exception: score = float(...
promptflow/examples/flows/evaluation/eval-qna-rag-metrics/parse_groundedness_score.py/0
{ "file_path": "promptflow/examples/flows/evaluation/eval-qna-rag-metrics/parse_groundedness_score.py", "repo_id": "promptflow", "token_count": 214 }
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from typing import Union from openai.version import VERSION as OPENAI_VERSION from promptflow import tool from promptflow.connections import CustomConnection, AzureOpenAIConnection # The inputs section will change based on the arguments of the tool function, after you save the code # Adding type to arguments and retu...
promptflow/examples/flows/standard/basic-with-connection/hello.py/0
{ "file_path": "promptflow/examples/flows/standard/basic-with-connection/hello.py", "repo_id": "promptflow", "token_count": 1109 }
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$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json inputs: question: type: string default: What is Prompt flow? outputs: answer: type: string reference: ${generate_result.output} nodes: - name: content_safety_check type: python source: type: code path: conte...
promptflow/examples/flows/standard/conditional-flow-for-if-else/flow.dag.yaml/0
{ "file_path": "promptflow/examples/flows/standard/conditional-flow-for-if-else/flow.dag.yaml", "repo_id": "promptflow", "token_count": 386 }
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CHAT_DEPLOYMENT_NAME=gpt-35-turbo AZURE_OPENAI_API_KEY=<your_AOAI_key> AZURE_OPENAI_API_BASE=<your_AOAI_endpoint>
promptflow/examples/flows/standard/customer-intent-extraction/.env.example/0
{ "file_path": "promptflow/examples/flows/standard/customer-intent-extraction/.env.example", "repo_id": "promptflow", "token_count": 61 }
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from promptflow import tool from divider import Divider from typing import List @tool def combine_code(divided: List[str]): code = Divider.combine(divided) return code
promptflow/examples/flows/standard/gen-docstring/combine_code_tool.py/0
{ "file_path": "promptflow/examples/flows/standard/gen-docstring/combine_code_tool.py", "repo_id": "promptflow", "token_count": 57 }
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from promptflow import tool import sys from io import StringIO @tool def func_exe(code_snippet: str): if code_snippet == "JSONDecodeError" or code_snippet.startswith("Unknown Error:"): return code_snippet # Define the result variable before executing the code snippet old_stdout = sys.stdout ...
promptflow/examples/flows/standard/maths-to-code/code_execution.py/0
{ "file_path": "promptflow/examples/flows/standard/maths-to-code/code_execution.py", "repo_id": "promptflow", "token_count": 432 }
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include my_tool_package/yamls/*.yaml
promptflow/examples/tools/tool-package-quickstart/MANIFEST.in/0
{ "file_path": "promptflow/examples/tools/tool-package-quickstart/MANIFEST.in", "repo_id": "promptflow", "token_count": 14 }
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my_tool_package.tools.my_tool_2.MyTool.my_tool: class_name: MyTool function: my_tool inputs: connection: type: - CustomConnection input_text: type: - string module: my_tool_package.tools.my_tool_2 name: My Second Tool description: This is my second tool type: python
promptflow/examples/tools/tool-package-quickstart/my_tool_package/yamls/my_tool_2.yaml/0
{ "file_path": "promptflow/examples/tools/tool-package-quickstart/my_tool_package/yamls/my_tool_2.yaml", "repo_id": "promptflow", "token_count": 126 }
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import json import pytest import unittest from my_tool_package.tools.tool_with_generated_by_input import ( generate_index_json, list_embedding_deployment, list_fields, list_indexes, list_index_types, list_semantic_configuration, my_tool, reverse_generate_index_json, ) @pytest.mark.par...
promptflow/examples/tools/tool-package-quickstart/tests/test_tool_with_generated_by_input.py/0
{ "file_path": "promptflow/examples/tools/tool-package-quickstart/tests/test_tool_with_generated_by_input.py", "repo_id": "promptflow", "token_count": 967 }
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# Flow with custom_llm tool This is a flow demonstrating how to use a `custom_llm` tool, which enables users to seamlessly connect to a large language model with prompt tuning experience using a `PromptTemplate`. Tools used in this flow: - `custom_llm` Tool Connections used in this flow: - custom connection ## Prere...
promptflow/examples/tools/use-cases/custom_llm_tool_showcase/README.md/0
{ "file_path": "promptflow/examples/tools/use-cases/custom_llm_tool_showcase/README.md", "repo_id": "promptflow", "token_count": 249 }
19
# Enforce the check of pipelines. # This script will get the diff of the current branch and main branch, calculate the pipelines that should be triggered. # Then it will check if the triggered pipelines are successful. This script will loop for 30*loop-times seconds at most. # How many checks are triggered: # 1. sdk c...
promptflow/scripts/check_enforcer/check_enforcer.py/0
{ "file_path": "promptflow/scripts/check_enforcer/check_enforcer.py", "repo_id": "promptflow", "token_count": 4517 }
20
#!/usr/bin/env python # -------------------------------------------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. See License.txt in the project root for license information. # ---------------------------------------------...
promptflow/scripts/installer/curl_install_pypi/install.py/0
{ "file_path": "promptflow/scripts/installer/curl_install_pypi/install.py", "repo_id": "promptflow", "token_count": 5824 }
21
{ "$schema": "http://json-schema.org/draft-07/schema#", "definitions": { "EagerFlowSchema": { "properties": { "additional_includes": { "title": "additional_includes", "type": "array", "items": { ...
promptflow/scripts/json_schema/EagerFlow.schema.json/0
{ "file_path": "promptflow/scripts/json_schema/EagerFlow.schema.json", "repo_id": "promptflow", "token_count": 1541 }
22
- name: {{ step_name }} working-directory: {{ working_dir }} run: | AOAI_API_KEY=${{ '{{' }} secrets.AOAI_GPT_4V_KEY }} AOAI_API_ENDPOINT=${{ '{{' }} secrets.AOAI_GPT_4V_ENDPOINT }} AOAI_API_ENDPOINT=$(echo ${AOAI_API_ENDPOINT//\//\\/}) cp ../../../connections/azure_openai.yml ./azure_openai.yml ...
promptflow/scripts/readme/ghactions_driver/workflow_steps/step_create_env_gpt4.yml.jinja2/0
{ "file_path": "promptflow/scripts/readme/ghactions_driver/workflow_steps/step_create_env_gpt4.yml.jinja2", "repo_id": "promptflow", "token_count": 218 }
23
import argparse from pathlib import Path from functools import reduce from ghactions_driver.readme_workflow_generate import write_readme_workflow from ghactions_driver.readme_step import ReadmeStepsManage, ReadmeSteps from ghactions_driver.readme_parse import readme_parser from ghactions_driver.telemetry_obj import T...
promptflow/scripts/readme/readme_generator.py/0
{ "file_path": "promptflow/scripts/readme/readme_generator.py", "repo_id": "promptflow", "token_count": 983 }
24
from setuptools import find_packages, setup PACKAGE_NAME = "{{ package_name }}" setup( name=PACKAGE_NAME, version="0.0.1", description="This is my tools package", packages=find_packages(), entry_points={ "package_tools": ["{{ tool_name }} = {{ package_name }}.tools.utils:list_package_tools...
promptflow/scripts/tool/templates/setup.py.j2/0
{ "file_path": "promptflow/scripts/tool/templates/setup.py.j2", "repo_id": "promptflow", "token_count": 157 }
25
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 }
26
[pytest] markers = skip_if_no_api_key: skip the test if actual api key is not provided.
promptflow/src/promptflow-tools/tests/pytest.ini/0
{ "file_path": "promptflow/src/promptflow-tools/tests/pytest.ini", "repo_id": "promptflow", "token_count": 33 }
27
import pytest from promptflow.exceptions import UserErrorException from promptflow.tools.serpapi import Engine, SafeMode, search import tests.utils as utils @pytest.mark.usefixtures("use_secrets_config_file") @pytest.mark.skip_if_no_api_key("serp_connection") class TestSerpAPI: def test_engine(self, serp_connec...
promptflow/src/promptflow-tools/tests/test_serpapi.py/0
{ "file_path": "promptflow/src/promptflow-tools/tests/test_serpapi.py", "repo_id": "promptflow", "token_count": 832 }
28
# --------------------------------------------------------- # 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 }
29
# --------------------------------------------------------- # 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": 7526 }
30
# --------------------------------------------------------- # 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 }
31
# --------------------------------------------------------- # 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 }
32
# --------------------------------------------------------- # 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": 3891 }
33
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import flask from jinja2 import Template from pathlib import Path from flask import Blueprint, request, url_for, current_app as app def c...
promptflow/src/promptflow/promptflow/_sdk/_serving/blueprint/static_web_blueprint.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/blueprint/static_web_blueprint.py", "repo_id": "promptflow", "token_count": 545 }
34
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import json import os import time import base64 import zlib from flask import jsonify, request from promptflow._sdk._serving._errors impor...
promptflow/src/promptflow/promptflow/_sdk/_serving/utils.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/_serving/utils.py", "repo_id": "promptflow", "token_count": 1868 }
35
import json import os from pathlib import Path from PIL import Image import streamlit as st from streamlit_quill import st_quill from promptflow._sdk._serving.flow_invoker import FlowInvoker from utils import dict_iter_render_message, parse_list_from_html, parse_image_content invoker = None {% set indent_level = 4 %...
promptflow/src/promptflow/promptflow/_sdk/data/executable/main.py.jinja2/0
{ "file_path": "promptflow/src/promptflow/promptflow/_sdk/data/executable/main.py.jinja2", "repo_id": "promptflow", "token_count": 2320 }
36
# --------------------------------------------------------- # 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 }
37
from promptflow.exceptions import SystemErrorException, UserErrorException, ValidationException class InvalidImageInput(ValidationException): pass class LoadMultimediaDataError(UserErrorException): pass class YamlParseError(SystemErrorException): """Exception raised when yaml parse failed.""" pas...
promptflow/src/promptflow/promptflow/_utils/_errors.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/_utils/_errors.py", "repo_id": "promptflow", "token_count": 85 }
38
# --------------------------------------------------------- # 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 }
39
# 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": 837 }
40
# coding=utf-8 # -------------------------------------------------------------------------- # Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.8.0, generator: @autorest/python@5.12.2) # Changes may cause incorrect behavior and will be lost if the code is regenerated. # ------------------------------...
promptflow/src/promptflow/promptflow/azure/_restclient/flow/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 }
41
# coding=utf-8 # -------------------------------------------------------------------------- # Code generated by Microsoft (R) AutoRest Code Generator (autorest: 3.8.0, generator: @autorest/python@5.12.2) # Changes may cause incorrect behavior and will be lost if the code is regenerated. # ------------------------------...
promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flow_runtimes_operations.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/azure/_restclient/flow/operations/_flow_runtimes_operations.py", "repo_id": "promptflow", "token_count": 17964 }
42
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- from dataclasses import dataclass from datetime import datetime from itertools import chain from typing import Any, List, Mapping from pro...
promptflow/src/promptflow/promptflow/batch/_result.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/batch/_result.py", "repo_id": "promptflow", "token_count": 3127 }
43
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import asyncio import contextvars import inspect import os import signal import threading import time import traceback from asyncio import ...
promptflow/src/promptflow/promptflow/executor/_async_nodes_scheduler.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/executor/_async_nodes_scheduler.py", "repo_id": "promptflow", "token_count": 6253 }
44
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- __path__ = __import__("pkgutil").extend_path(__path__, __name__) # type: ignore from promptflow._sdk.operations._connection_operations im...
promptflow/src/promptflow/promptflow/operations/__init__.py/0
{ "file_path": "promptflow/src/promptflow/promptflow/operations/__init__.py", "repo_id": "promptflow", "token_count": 133 }
45
from pathlib import Path from tempfile import mkdtemp import pytest from promptflow._utils.exception_utils import ExceptionPresenter from promptflow.batch import BatchEngine from promptflow.batch._result import BatchResult, LineError from promptflow.contracts.run_info import Status from promptflow.executor._errors im...
promptflow/src/promptflow/tests/executor/e2etests/test_batch_timeout.py/0
{ "file_path": "promptflow/src/promptflow/tests/executor/e2etests/test_batch_timeout.py", "repo_id": "promptflow", "token_count": 3518 }
46
import pytest from promptflow._core.connection_manager import ConnectionManager from promptflow.connections import AzureOpenAIConnection from promptflow.contracts.tool import ConnectionType def get_connection_dict(): return { "azure_open_ai_connection": { "type": "AzureOpenAIConnection", ...
promptflow/src/promptflow/tests/executor/unittests/_core/test_connection_manager.py/0
{ "file_path": "promptflow/src/promptflow/tests/executor/unittests/_core/test_connection_manager.py", "repo_id": "promptflow", "token_count": 1015 }
47
import os import re import sys from multiprocessing import Pool from pathlib import Path from unittest.mock import patch import pytest from promptflow._core.tool_meta_generator import ( JinjaParsingError, MultipleToolsDefined, NoToolDefined, PythonLoadError, PythonParsingError, generate_prompt...
promptflow/src/promptflow/tests/executor/unittests/_utils/test_generate_tool_meta_utils.py/0
{ "file_path": "promptflow/src/promptflow/tests/executor/unittests/_utils/test_generate_tool_meta_utils.py", "repo_id": "promptflow", "token_count": 5664 }
48
from datetime import datetime import pytest from promptflow.contracts.run_info import FlowRunInfo, RunInfo, Status @pytest.mark.unittest class TestStatus: @pytest.mark.parametrize( "status,expected", [ (Status.Completed, True), (Status.Failed, True), (Status.B...
promptflow/src/promptflow/tests/executor/unittests/contracts/test_run_info.py/0
{ "file_path": "promptflow/src/promptflow/tests/executor/unittests/contracts/test_run_info.py", "repo_id": "promptflow", "token_count": 2527 }
49
import re from pathlib import Path import pydash import pytest from promptflow._utils.yaml_utils import dump_yaml, load_yaml_string from promptflow.connections import AzureOpenAIConnection from .._azure_utils import DEFAULT_TEST_TIMEOUT, PYTEST_TIMEOUT_METHOD from ..recording_utilities import is_live PROMOTFLOW_ROO...
promptflow/src/promptflow/tests/sdk_cli_azure_test/e2etests/test_flow_in_azure_ml.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_azure_test/e2etests/test_flow_in_azure_ml.py", "repo_id": "promptflow", "token_count": 2108 }
50
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import shutil import tempfile import uuid from pathlib import Path import pytest from mock.mock import Mock from promptflow._sdk._load_fu...
promptflow/src/promptflow/tests/sdk_cli_azure_test/unittests/test_flow_entity.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_azure_test/unittests/test_flow_entity.py", "repo_id": "promptflow", "token_count": 4148 }
51
import contextlib import io import multiprocessing import os import sys import tempfile import timeit import uuid from pathlib import Path from unittest import mock import pytest from promptflow._cli._user_agent import USER_AGENT as CLI_USER_AGENT # noqa: E402 from promptflow._sdk._telemetry import log_activity from...
promptflow/src/promptflow/tests/sdk_cli_test/e2etests/test_cli_perf.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_test/e2etests/test_cli_perf.py", "repo_id": "promptflow", "token_count": 3111 }
52
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- import hashlib import json import os import shelve from pathlib import Path from typing import Dict from filelock import FileLock from pro...
promptflow/src/promptflow/tests/sdk_cli_test/recording_utilities/record_storage.py/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_cli_test/recording_utilities/record_storage.py", "repo_id": "promptflow", "token_count": 6211 }
53
[run] source = */promptflow/_sdk/_service/* omit = */promptflow/_cli/* */promptflow/azure/* */promptflow/entities/* */promptflow/operations/* *__init__.py*
promptflow/src/promptflow/tests/sdk_pfs_test/.coveragerc/0
{ "file_path": "promptflow/src/promptflow/tests/sdk_pfs_test/.coveragerc", "repo_id": "promptflow", "token_count": 83 }
54
$schema: https://azuremlschemas.azureedge.net/promptflow/latest/CognitiveSearchConnection.schema.json name: my_cognitive_search_connection type: cognitive_search # snake case api_key: "<to-be-replaced>" api_base: "endpoint" api_version: "2023-07-01-Preview"
promptflow/src/promptflow/tests/test_configs/connections/cognitive_search_connection.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/connections/cognitive_search_connection.yaml", "repo_id": "promptflow", "token_count": 93 }
55
{"image": {"data:image/png;path":"logo_1.png"}} {"image": {"data:image/png;path":"logo_2.png"}}
promptflow/src/promptflow/tests/test_configs/datas/image_inputs/inputs.jsonl/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/datas/image_inputs/inputs.jsonl", "repo_id": "promptflow", "token_count": 41 }
56
{"text": "https://www.youtube.com/watch?v=o5ZQyXaAv1g"}
promptflow/src/promptflow/tests/test_configs/datas/print_input_flow.jsonl/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/datas/print_input_flow.jsonl", "repo_id": "promptflow", "token_count": 28 }
57
# --------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # --------------------------------------------------------- def my_flow(input_val: str): """Simple flow without yaml.""" print(f"Hello world! {input_val}")
promptflow/src/promptflow/tests/test_configs/eager_flows/simple_without_yaml/entry.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/eager_flows/simple_without_yaml/entry.py", "repo_id": "promptflow", "token_count": 65 }
58
from typing import List from promptflow import tool @tool def aggregate(processed_results: List[str]): aggregated_results = processed_results # raise error to test aggregation node failed num = 1/0 return aggregated_results
promptflow/src/promptflow/tests/test_configs/flows/aggregation_node_failed/aggregate.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/aggregation_node_failed/aggregate.py", "repo_id": "promptflow", "token_count": 71 }
59
version: 2 inputs: assistant_input: type: list default: - type: text text: The provided file contains end-of-day (EOD) stock prices for companies A and B across various dates in March. However, it does not include the EOD stock prices for Company C. - type: file_path file_p...
promptflow/src/promptflow/tests/test_configs/flows/assistant-with-file/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/assistant-with-file/flow.dag.yaml", "repo_id": "promptflow", "token_count": 517 }
60
inputs: chat_history: type: list question: type: string is_chat_input: true default: What is ChatGPT? outputs: answer: type: string reference: ${chat_node.output} is_chat_output: true multi_answer: type: string reference: ${chat_node.output} is_chat_output: true nodes: - ...
promptflow/src/promptflow/tests/test_configs/flows/chat_flow_with_multi_output_invalid/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/chat_flow_with_multi_output_invalid/flow.dag.yaml", "repo_id": "promptflow", "token_count": 260 }
61
name: TestPythonToolLongWaitTime inputs: input1: type: bool input2: type: bool input3: type: bool input4: type: bool outputs: output: type: int reference: ${wait_long_1.output} nodes: - name: wait_1 type: python source: type: code path: wait_short.py inputs: throw_e...
promptflow/src/promptflow/tests/test_configs/flows/concurrent_execution_flow/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/concurrent_execution_flow/flow.dag.yaml", "repo_id": "promptflow", "token_count": 427 }
62
from promptflow import tool @tool def tsg_retriever(content: str) -> str: return "TSG: " + content
promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_activate/tsg_retriever.py/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/conditional_flow_with_activate/tsg_retriever.py", "repo_id": "promptflow", "token_count": 35 }
63
inputs: input_str: type: string default: input value from default input_bool: type: bool default: False input_list: type: list default: [] input_dict: type: object default: {} outputs: output: type: string reference: ${test_print_input.output} nodes: - name: test_print...
promptflow/src/promptflow/tests/test_configs/flows/default_input/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/default_input/flow.dag.yaml", "repo_id": "promptflow", "token_count": 346 }
64
#!/bin/bash echo "$(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/tests/test_configs/flows/export/linux/runit/promptflow-serve/finish/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/export/linux/runit/promptflow-serve/finish", "repo_id": "promptflow", "token_count": 123 }
65
inputs: key: type: object outputs: output: type: string reference: ${get_dict_val.output.value} nodes: - name: get_dict_val type: python source: type: code path: get_dict_val.py inputs: key: ${inputs.key} - name: print_val type: python source: type: code path: print_val.py ...
promptflow/src/promptflow/tests/test_configs/flows/flow_with_dict_input/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/flow_with_dict_input/flow.dag.yaml", "repo_id": "promptflow", "token_count": 181 }
66
{"text": "Hello World!"}
promptflow/src/promptflow/tests/test_configs/flows/flow_with_package_tool_with_custom_strong_type_connection/data.jsonl/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/flow_with_package_tool_with_custom_strong_type_connection/data.jsonl", "repo_id": "promptflow", "token_count": 9 }
67
inputs: {} outputs: output: type: string reference: ${long_run_node.output} nodes: - name: long_run_node type: python inputs: {} source: type: code path: long_run.py
promptflow/src/promptflow/tests/test_configs/flows/long_run/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/long_run/flow.dag.yaml", "repo_id": "promptflow", "token_count": 80 }
68
inputs: idx: type: int outputs: output: type: int reference: ${my_python_tool_with_failed_line.output} nodes: - name: my_python_tool type: python source: type: code path: my_python_tool.py inputs: idx: ${inputs.idx} - name: my_python_tool_with_failed_line type: python source: t...
promptflow/src/promptflow/tests/test_configs/flows/one_line_of_bulktest_timeout/flow.dag.yaml/0
{ "file_path": "promptflow/src/promptflow/tests/test_configs/flows/one_line_of_bulktest_timeout/flow.dag.yaml", "repo_id": "promptflow", "token_count": 181 }
69