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63d21541..00000000 --- a/samples/connections/.env.example +++ /dev/null @@ -1,2 +0,0 @@ -UIPATH_AIRDK_CONNECTION_KEY=0000-0000-0000-0000 -UIPATH_GOOGLE_GMAIL_CONNECTION_KEY=0000-0000-0000-0000 \ No newline at end of file diff --git a/samples/connections/.vscode/launch.json b/samples/connections/.vscode/launch.json deleted file mode 100644 index d52243fc..00000000 --- a/samples/connections/.vscode/launch.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "version": "0.2.0", - "configurations": [ - { - "name": "Python: Current File", - "type": "debugpy", - "request": "launch", - "program": "${file}", - "justMyCode": "false", - "console": "integratedTerminal", - "cwd": "${workspaceFolder}", - "env": { - "PYTHONPATH": "${workspaceFolder}" - } - } - ] -} \ No newline at end of file diff --git a/samples/connections/main.py b/samples/connections/main.py deleted file mode 100644 index 548fa37b..00000000 --- a/samples/connections/main.py +++ /dev/null @@ -1,73 +0,0 @@ -from dataclasses import dataclass -import io -import os -import dotenv -from typing import Optional -from uipath_sdk import UiPathSDK -from uipath_connectors.uipath_airdk import ( - WebSearchRequest, - GenerateEmailRequest, - WebSearchRequestSearchEngine, -) -from uipath_connectors.google_gmail import ( - SendEmailBody, - SendEmailRequest, -) -from uipath_connectors.google_gmail.types import File as EmailAttachmentFile - -dotenv.load_dotenv() - -@dataclass -class EchoIn: - message: str - debug: Optional[bool] = False - send_email_to: Optional[bool] = None - -@dataclass -class EchoOut: - message: str - - -def main(input: EchoIn) -> EchoOut: - sdk = UiPathSDK() - airdk = sdk.connections.uipath_airdk(os.environ["UIPATH_AIRDK_CONNECTION_KEY"]) - - initialSearch = airdk.web_search(body=WebSearchRequest(provider=WebSearchRequestSearchEngine.GOOGLECUSTOMSEARCH, query=input.message)) - if input.debug: - print(initialSearch.model_dump_json(indent=4)) - - content = airdk.generate_email(body=GenerateEmailRequest( - need_salutation=True, - need_sign_off=True, - email_content="Generate a 10 paragraph summary of the following web search results: " + initialSearch.model_dump_json(), - )) - if input.debug: - print(content.model_dump_json(indent=4)) - - if input.send_email_to: - gmail = sdk.connections.google_gmail(os.environ["UIPATH_GOOGLE_GMAIL_CONNECTION_KEY"]) - gmail.client._client.verify = False - if input.debug: - print(content.emailContent) - - send_email = gmail.send_email( - body=SendEmailBody( - body=SendEmailRequest( - to=input.send_email_to, - body= content.emailContent, - subject="Email from the research", - ), - file=EmailAttachmentFile( - payload=io.BytesIO(initialSearch.model_dump_json(indent=4).encode('utf-8')), - file_name="search.json", - content_type="application/json", - ), - ) - ) - if input.debug: - print(send_email.model_dump_json(indent=4)) - - return EchoOut(message=content.model_dump_json(indent=4)) - -if __name__ == "__main__": - main(EchoIn(message="What is the capital of France?", debug=True, send_email_to="alice.roprau@gmail.com")) diff --git a/samples/connections/pyproject.toml b/samples/connections/pyproject.toml deleted file mode 100644 index d23e04d0..00000000 --- a/samples/connections/pyproject.toml +++ /dev/null @@ -1,11 +0,0 @@ -[project] -name = "hello-world" -version = "0.0.1" -description = "hello-world" -authors = [{ name = "John Doe", email = "john.doe@myemail.com" }] -dependencies = [ - "uipath-sdk==0.0.110", - "uipath_connectors.uipath_airdk>=1.53.6.dev2", - "uipath_connectors.google_gmail>=1.18.17.dev2" -] -requires-python = ">=3.9" diff --git a/samples/connections/uv.lock b/samples/connections/uv.lock deleted file mode 100644 index 7a7b81fc..00000000 --- a/samples/connections/uv.lock +++ /dev/null @@ -1,562 +0,0 @@ -version = 1 -revision = 1 -requires-python = ">=3.9" - -[[package]] -name = "annotated-types" -version = "0.7.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = 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models import schemas -sdk = UiPathSDK() +sdk = UiPath() # Create database tables models.Base.metadata.create_all(bind=engine) diff --git a/samples/hitl-inbox-server/pyproject.toml b/samples/hitl-inbox-server/pyproject.toml index 212c9f6c..13c3d0fa 100644 --- a/samples/hitl-inbox-server/pyproject.toml +++ b/samples/hitl-inbox-server/pyproject.toml @@ -11,6 +11,6 @@ dependencies = [ "jinja2>=3.1.6", "httpx>=0.28.1", "python-multipart>=0.0.20", - "uipath-sdk==0.0.110" + "uipath==2.0.1" ] requires-python = ">=3.10" diff --git a/samples/hitl-inbox-server/uv.lock b/samples/hitl-inbox-server/uv.lock index 50ebd925..a463743e 100644 --- a/samples/hitl-inbox-server/uv.lock +++ b/samples/hitl-inbox-server/uv.lock @@ -223,7 +223,7 @@ dependencies = [ { name = "jinja2" }, { name = "python-multipart" }, { name = "sqlalchemy" }, - { name = "uipath-sdk" }, + { name = "uipath" }, { name = "uvicorn" }, ] @@ -235,7 +235,7 @@ requires-dist = [ { name = "jinja2", specifier = ">=3.1.6" }, { name = 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[[package]] diff --git a/samples/invoice-dispute-investigation-agent/.env.example b/samples/invoice-dispute-investigation-agent/.env.example deleted file mode 100644 index 480bdbc2..00000000 --- a/samples/invoice-dispute-investigation-agent/.env.example +++ /dev/null @@ -1,6 +0,0 @@ -ANTHROPIC_API_KEY=XXX - -UIPATH_URL=https://alpha.uipath.com/ORG/TENANT -UIPATH_ACCESS_TOKEN=XXX -UIPATH_AIRDK_CONNECTION_KEY=0000-0000-0000-0000 -UIPATH_ECS_CONTEXT=ECS_INDEX diff --git a/samples/invoice-dispute-investigation-agent/.vscode/launch.json b/samples/invoice-dispute-investigation-agent/.vscode/launch.json deleted file mode 100644 index a6572395..00000000 --- a/samples/invoice-dispute-investigation-agent/.vscode/launch.json +++ /dev/null @@ -1,16 +0,0 @@ -{ - // Use IntelliSense to learn about possible attributes. - // Hover to view descriptions of existing attributes. - // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 - "version": "0.2.0", - "configurations": [ - { - "name": "Python Debugger: Current File", - "type": "debugpy", - "request": "launch", - "program": "_main.py", - "console": "integratedTerminal", - "justMyCode": false - } - ] -} \ No newline at end of file diff --git a/samples/invoice-dispute-investigation-agent/__init__.py b/samples/invoice-dispute-investigation-agent/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/samples/invoice-dispute-investigation-agent/_main.py b/samples/invoice-dispute-investigation-agent/_main.py deleted file mode 100644 index 34341698..00000000 --- a/samples/invoice-dispute-investigation-agent/_main.py +++ /dev/null @@ -1,31 +0,0 @@ -import dotenv -from langgraph.checkpoint.memory import MemorySaver -from langgraph.graph.state import CompiledStateGraph -from graph import builder - -""" -This is the sample test application file for the LangGraph project. -It is used to run the graph and stream the results. -""" - -dotenv.load_dotenv('.env') -graph = builder.compile(checkpointer= MemorySaver()) - -args = { - "MismatchedItems": "Received Battery #bat14 (should be #bat17) Received Valve #val31 (should be #val15)", - "Company": "Pacific Manufacturing", - "Supplier": "Spectrum Parts", - "SupplierWebsite": "https://acme-batteries.vercel.app/products/" -} - -config = { "configurable": {"thread_id": "4"} } - -def stream_run(graph: CompiledStateGraph, args, config): - for event in graph.stream(args, config, stream_mode="values"): - if event.get('messages') is None or len(event["messages"]) == 0: - print("===== event with no messages =====") - print(event) - else: - event["messages"][-1].pretty_print() - -stream_run(graph, args, config) diff --git a/samples/invoice-dispute-investigation-agent/agent.mermaid b/samples/invoice-dispute-investigation-agent/agent.mermaid deleted file mode 100644 index 4e5844d8..00000000 --- a/samples/invoice-dispute-investigation-agent/agent.mermaid +++ /dev/null @@ -1,20 +0,0 @@ -%%{init: {'flowchart': {'curve': 'linear'}}}%% -graph TD; - __start__([

__start__

]):::first - input_node(input_node) - call_model(call_model) - tools(tools) - ask_human(ask_human) - output_node(output_node) - __end__([

__end__

]):::last - __start__ --> input_node; - ask_human --> call_model; - input_node --> call_model; - output_node --> __end__; - tools --> call_model; - call_model -.-> output_node; - call_model -.-> tools; - call_model -.-> ask_human; - classDef default fill:#f2f0ff,line-height:1.2 - classDef first fill-opacity:0 - classDef last fill:#bfb6fc diff --git a/samples/invoice-dispute-investigation-agent/configuration.py b/samples/invoice-dispute-investigation-agent/configuration.py deleted file mode 100644 index 0c17f3c3..00000000 --- a/samples/invoice-dispute-investigation-agent/configuration.py +++ /dev/null @@ -1,48 +0,0 @@ -"""Define the configurable parameters for the agent.""" - -from __future__ import annotations - -from dataclasses import dataclass, field, fields -from typing import Annotated, Optional - -from langchain_core.runnables import RunnableConfig, ensure_config - -from prompts import SYSTEM_PROMPT, USER_PROMPT - -@dataclass() -class Configuration: - """The configuration for the agent.""" - - system_prompt: str = field( - default=SYSTEM_PROMPT, - metadata={ - "description": "The system prompt to use for the agent's interactions. " - "This prompt sets the context and behavior for the agent." - }, - ) - - user_prompt: str = field( - default=USER_PROMPT, - metadata={ - "description": "The user prompt to use for the agent's interactions. " - "This prompt sets the current goal of the agent." - }, - ) - - model: Annotated[str, {"__template_metadata__": {"kind": "llm"}}] = field( - default="anthropic/claude-3-5-sonnet-20240620", - metadata={ - "description": "The name of the language model to use for the agent's main interactions. " - "Should be in the form: provider/model-name." - }, - ) - - @classmethod - def from_runnable_config( - cls, config: Optional[RunnableConfig] = None - ) -> Configuration: - """Create a Configuration instance from a RunnableConfig object.""" - config = ensure_config(config) - configurable = config.get("configurable") or {} - _fields = {f.name for f in fields(cls) if f.init} - return cls(**{k: v for k, v in configurable.items() if k in _fields}) diff --git a/samples/invoice-dispute-investigation-agent/graph.py b/samples/invoice-dispute-investigation-agent/graph.py deleted file mode 100644 index c137283b..00000000 --- a/samples/invoice-dispute-investigation-agent/graph.py +++ /dev/null @@ -1,184 +0,0 @@ -"""Define a custom Reasoning and Action agent. - -Works with a chat model with tool calling support. -""" -from datetime import datetime, timezone -from pprint import pprint -from typing import Literal, cast - -from langchain_core.messages import AIMessage, HumanMessage -from langchain_core.runnables import RunnableConfig -from langgraph.graph import StateGraph -from langgraph.prebuilt import ToolNode - -from configuration import Configuration -from state import InputState, State, OutputState -from supplier_website_reader import SupplierWebsiteReader -from uipath_ecs_retriever_tool import retriever_tool -from utils import load_chat_model -from pydantic import BaseModel - -TOOLS = [ SupplierWebsiteReader, retriever_tool ] - - -def input_node(state: State, config: RunnableConfig): - - configuration = Configuration.from_runnable_config(config) - - # Format the user prompt. Customize this to change the agent's behavior. - user_message = configuration.user_prompt.format( - MismatchedItems=state.MismatchedItems, - SupplierWebsite=state.SupplierWebsite, - Supplier=state.Supplier, - Company=state.Company - ) - state.messages.append(HumanMessage(user_message)) - -# We are going "bind" all tools to the model -# We have the ACTUAL tools from above, but we also need a mock tool to ask a human -# Since `bind_tools` takes in tools but also just tool definitions, -# We can define a tool definition for `ask_human` -class AskHuman(BaseModel): - """Ask the human a question""" - - question: str - -def call_model( - state: State, config: RunnableConfig -) -> State: - """Call the LLM powering our "agent". - - This function prepares the prompt, initializes the model, and processes the response. - - Args: - state (State): The current state of the conversation. - config (RunnableConfig): Configuration for the model run. - - Returns: - dict: A dictionary containing the model's response message. - """ - - configuration = Configuration.from_runnable_config(config) - - # Initialize the model with tool binding. Change the model or add more tools here. - - model = load_chat_model(configuration.model).bind_tools(TOOLS + [AskHuman]) - - # Format the system prompt. Customize this to change the agent's behavior. - system_message = configuration.system_prompt.format( - system_time=datetime.now(tz=timezone.utc).isoformat(), - ) - - # Get the model's response - response = cast( - AIMessage, - model.invoke( - [{"role": "system", "content": system_message}, *state.messages], config - ), - ) - - # Handle the case when it's the last step and the model still wants to use a tool - if state.is_last_step and response.tool_calls: - response = AIMessage( - id=response.id, - content="Sorry, I could not find an answer to your question in the specified number of steps.", - ) - else: - state.SupplierEmail="supplier@acme.company" - state.InvestigationResult="The results are in" - - state.messages.append(response) - - # Return the model's response as a list to be added to existing messages - return state # {"messages": [response]} - -def output_node(state: State, config: RunnableConfig) -> OutputState: - configuration = Configuration.from_runnable_config(config) - - # Initialize the model with tool binding. Change the model or add more tools here. - - model = load_chat_model(configuration.model).with_structured_output(OutputState) - - pprint(state) - - response = cast( - OutputState, - model.invoke( - [{"role": "system", "content": "Build the output message"}, *state.messages], config - ), - ) - - return response - -# We define a fake node to ask the human -def ask_human(state: State): - tool_call_id = state.messages[-1].tool_calls[0]["id"] - tool_message = [{"tool_call_id": tool_call_id, "type": "tool", "content": "Human call is not implemented"}] - return {"messages": tool_message} - -# Define a new graph - -builder = StateGraph(State, input=InputState, output=OutputState, config_schema=Configuration) - -builder.add_node(input_node) - -# Define the two nodes we will cycle between -builder.add_node(call_model) -builder.add_node("tools", ToolNode(TOOLS)) -builder.add_node("ask_human", ask_human) -builder.add_node(output_node) - -# Set the entrypoint as `call_model` -# This means that this node is the first one called -builder.add_edge("__start__", "input_node") -builder.add_edge("input_node", "call_model") -builder.add_edge("output_node", "__end__") - - -def route_model_output(state: State) -> Literal["output_node", "tools", "ask_human"]: - """Determine the next node based on the model's output. - - This function checks if the model's last message contains tool calls. - - Args: - state (State): The current state of the conversation. - - Returns: - str: The name of the next node to call ("output_node" or "tools" or "ask_human"). - """ - - last_message = state.messages[-1] - if not isinstance(last_message, AIMessage): - raise ValueError( - f"Expected AIMessage in output edges, but got {type(last_message).__name__}" - ) - # If there is no tool call, then we finish - if not last_message.tool_calls: - return "output_node" - - if last_message.tool_calls[0]["name"] == "AskHuman": - return "ask_human" - - # Otherwise we execute the requested actions - return "tools" - -# Add a conditional edge to determine the next step after `call_model` -builder.add_conditional_edges( - "call_model", - # After call_model finishes running, the next node(s) are scheduled - # based on the output from route_model_output - route_model_output, -) - -# Add a normal edge from `tools` to `call_model` -# This creates a cycle: after using tools, we always return to the model -builder.add_edge("tools", "call_model") -builder.add_edge("ask_human", "call_model") - -# Compile the builder into an executable graph -# You can customize this by adding interrupt points for state updates -graph = builder.compile( - interrupt_before=[], # Add node names here to update state before they're called - interrupt_after=[], # Add node names here to update state after they're called -) -graph.name = "Invoice Dispute Investigation Agent" # This customizes the name in LangSmith diff --git a/samples/invoice-dispute-investigation-agent/langgraph.json b/samples/invoice-dispute-investigation-agent/langgraph.json deleted file mode 100644 index 0b753505..00000000 --- a/samples/invoice-dispute-investigation-agent/langgraph.json +++ /dev/null @@ -1,7 +0,0 @@ -{ - "dependencies": ["."], - "graphs": { - "agent": "./graph.py:graph" - }, - "env": ".env" - } \ No newline at end of file diff --git a/samples/invoice-dispute-investigation-agent/prompts.py b/samples/invoice-dispute-investigation-agent/prompts.py deleted file mode 100644 index 524a3f0a..00000000 --- a/samples/invoice-dispute-investigation-agent/prompts.py +++ /dev/null @@ -1,45 +0,0 @@ -"""Default prompts used by the agent.""" - -SYSTEM_PROMPT = """#Role -You are an Invoice Dispute Investigation Agent who uses tools to answer questions. -For the Mismatched Items provided, you will use the Available Tools to achieve an Investigation Result. -Your Investigation Result will answer the Goal below in order to potentially send a follow up email to the Supplier. - -#Tool Usage Guidelines -- Use each tool only once for its intended purpose -- Avoid repeating tool calls with the same parameters -- Validate all tool outputs before proceeding - -#Investigation Workflow -1. Read supplier website data for mismatched items -2. Search for supplier contact information in SAP -3. Validate email format (must contain @ and a valid domain) -4. Escalate only if email is missing or invalid - -#Goal -A mismatch between a purchase order and an invoice was found. The invoice dispute investigation process should answer the following: -Should the company move forward with the dispute with the supplier? -What should the company do when the purchase order has Stock Keeping Units (SKUs) that do not match the invoice? -What should be the desired outcomes for the Company? -What is the email address of the contact for the Supplier when we have Invoice disputes? If the email is not found or is in invalid format, please escalate. -""" - -USER_PROMPT = """The following are the mismatched items from the received invoice compared to the purchase order: - - -{MismatchedItems} -. - -The Company who is disputing the invoice is {Company} -The Supplier who gave the invoice with the mismatched line items is {Supplier}. - -#Instructions -1. Obtain specifications from {SupplierWebsite} about the item invoiced. Replace with the item SKU. -2. Obtain specifications from {SupplierWebsite} of the item originally ordered. Replace with the item SKU. -3. Compare the specifications of the item invoiced and item originally ordered. -4. For each replacement item, categorize into **Valid Replacement** or **Invalid Replacement** based on the specifications extracted for each item. For each categorization, specify the reasoning. -5. Answer all questions from the invoice dispute investigation process per company guidelines. All answers need to be directly from company context and have a citation. -6. Determine if the {Company} should move forward with the dispute with the {Supplier}. -7. If moving forward with the dispute, obtain the Supplier Email to notify the supplier of the dispute. If the email address was not found or invalid, please escalate. -8. If moving forward with the dispute, draft an email with a subject and body regarding this dispute and its potential resolution. When drafting the email, use all details regarding the current dispute investigation. -""" diff --git a/samples/invoice-dispute-investigation-agent/pyproject.toml b/samples/invoice-dispute-investigation-agent/pyproject.toml deleted file mode 100644 index 319fde6c..00000000 --- a/samples/invoice-dispute-investigation-agent/pyproject.toml +++ /dev/null @@ -1,29 +0,0 @@ -[project] -name = "invoice-dispute-investigation-agent" -version = "0.1.1" -description = "Invoice Dispute Investigation Agent" -authors = [ - { name = "Eduard Stanculet" } -] -requires-python = ">=3.9" -dependencies = [ - "urllib3>=1.25.3,<3.0.0", - "pydantic>=2", - "typing-extensions>=4.7.1", - "uipath-sdk==0.0.110", - "uipath-langchain==0.0.81", - "uipath_connectors.uipath_airdk >=1.53.6.dev6", - "uipath_connectors.google_gmail >=1.18.17.dev6", - "langchain", - "langchain-core", - "langchain-anthropic", - "langchain-openai", - "langgraph" -] - -[build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -[tool.hatch.build.targets.wheel] -packages = ["."] diff --git a/samples/invoice-dispute-investigation-agent/state.py b/samples/invoice-dispute-investigation-agent/state.py deleted file mode 100644 index b2023dbd..00000000 --- a/samples/invoice-dispute-investigation-agent/state.py +++ /dev/null @@ -1,132 +0,0 @@ -"""Define the state structures for the agent.""" - -from __future__ import annotations - -from dataclasses import dataclass, field -from typing import Sequence, Optional, List - -from langchain_core.messages import AnyMessage -from langgraph.graph import add_messages -from langgraph.managed import IsLastStep -from typing_extensions import Annotated - -@dataclass -class InputState: - """Defines the input state for the agent, representing a narrower interface to the outside world. - - This class is used to define the initial state and structure of incoming data. - """ - MismatchedItems: str = "" - Company: str = "" - Supplier: str = "" - SupplierWebsite: str = "" - -@dataclass -class OutputState: - - SupplierEmail: Annotated[str, ..., "Supplier email, queried from SAP or human escalation"] = "" - - InvestigationResult: Annotated[Optional[OutputState_InvestigationResult], ..., "The results of the investigation"] = None - - MismatchedItemsFindings: Annotated[Optional[List[OutputState_MismatchedItemsFindings_Item]], ..., "The categorization of replacement items and the reasoning "] = None - -@dataclass -class OutputState_InvestigationResult: - - MoveForward: Annotated[Optional[OutputState_InvestigationResult_MoveForward], ..., "Should the company move forward with the dispute with the supplier?"] = None - - SKUMismatchAction: Annotated[Optional[OutputState_InvestigationResult_SKUMismatchAction], ..., "What should the company do when the purchase order has SKUs that do not match the invoice?"] = None - - PODoesNotMatch: Annotated[Optional[OutputState_InvestigationResult_PODoesNotMatch], ..., "What should the company do when the purchase order has SKUs that does not match the invoice?"] = None - - DesiredOutcomes: Annotated[Optional[OutputState_InvestigationResult_DesiredOutcomes], ..., "What should be the desired outcomes for the Company?"] = None - - Email: Annotated[Optional[OutputState_InvestigationResult_Email], ..., "What should be the desired outcomes for the Company?"] = None - -@dataclass -class OutputState_InvestigationResult_MoveForward: - - Answer: Annotated[str, ..., "The answer to MoveForward"] = "" - - Citation: Annotated[str, ..., "The Citation to the answer for MoveForward. The citation should contain all document names, all page numbers, and the specific section for where the information was found. "] = "" - - AnswerBool: Annotated[bool, ..., "The Answer as a Boolean. If the company should move forward, this should be true"] = False - -@dataclass -class OutputState_InvestigationResult_SKUMismatchAction: - - Answer: Annotated[str, ..., "The Answer to SKUMismatchAction"] = "" - - Citation: Annotated[str, ..., "The Citation to the answer for SKUMismatchAction. The citation should contain all document names, all page numbers, and the specific section for where the information was found. "] = "" - -@dataclass -class OutputState_InvestigationResult_PODoesNotMatch: - - Answer: Annotated[str, ..., "The Answer for PODoesNotMatch"] = "" - - Citation: Annotated[str, ..., "The Citation to the answer for PODoesNotMatch. The citation should contain all document names, all page numbers, and the specific section for where the information was found. "] = "" - -@dataclass -class OutputState_InvestigationResult_DesiredOutcomes: - - Answer: Annotated[str, ..., "The Answer for DesiredOutcomes"] = "" - - Citation: Annotated[str, ..., "The Citation to the answer for DesiredOutcomes. The citation should contain all document names, all page numbers, and the specific section for where the information was found. "] = "" - -@dataclass -class OutputState_InvestigationResult_Email: - - emailSubject: Annotated[str, ..., "Subject of the email"] = "" - - emailBody: Annotated[str, ..., "Body of the email"] = "" - -@dataclass() -class OutputState_MismatchedItemsFindings_Item: - - Reasoning: Annotated[str, ..., "The reasoning for the categorization"] = "" - - MismatchedParts: Annotated[str, ..., "The names of the items that were mismatched"] = "" - - ValidReplacement: Annotated[str, ..., "If the mismatched items were found to be a valid replacement, this should be true"] = "" - -@dataclass -class State(InputState, OutputState): - """Represents the complete state of the agent, extending InputState with additional attributes. - - This class can be used to store any information needed throughout the agent's lifecycle. - """ - - messages: Annotated[Sequence[AnyMessage], add_messages] = field( - default_factory=list - ) - """ - Messages tracking the primary execution state of the agent. - - Typically accumulates a pattern of: - 1. HumanMessage - user input - 2. AIMessage with .tool_calls - agent picking tool(s) to use to collect information - 3. ToolMessage(s) - the responses (or errors) from the executed tools - 4. AIMessage without .tool_calls - agent responding in unstructured format to the user - 5. HumanMessage - user responds with the next conversational turn - - Steps 2-5 may repeat as needed. - - The `add_messages` annotation ensures that new messages are merged with existing ones, - updating by ID to maintain an "append-only" state unless a message with the same ID is provided. - """ - - is_last_step: IsLastStep = field(default=False) - """ - Indicates whether the current step is the last one before the graph raises an error. - - This is a 'managed' variable, controlled by the state machine rather than user code. - It is set to 'True' when the step count reaches recursion_limit - 1. - """ - - - # Additional attributes can be added here as needed. - # Common examples include: - # retrieved_documents: List[Document] = field(default_factory=list) - # extracted_entities: Dict[str, Any] = field(default_factory=dict) - # api_connections: Dict[str, Any] = field(default_factory=dict) - diff --git a/samples/invoice-dispute-investigation-agent/supplier_website_reader.py b/samples/invoice-dispute-investigation-agent/supplier_website_reader.py deleted file mode 100644 index c5687172..00000000 --- a/samples/invoice-dispute-investigation-agent/supplier_website_reader.py +++ /dev/null @@ -1,31 +0,0 @@ -import os -from typing import cast - -from langchain_core.tools import tool -from uipath_connectors.uipath_airdk import UiPathAirdk, WebReaderRequest -from uipath_sdk import UiPathSDK - - -@tool -def SupplierWebsiteReader(request: WebReaderRequest) -> str: - """ - Use this tool to read data from the supplier website. - Specifically, use it to get details about mismatched items from the site: '{{Supplier Website}}'. Replace '' with the actual product SKU. - - Args: - request: The request parameters - url: A publicly accessible URL - provider: The search engine to use. Must be one of: ['Jina'] - - Returns: - The text from the URL - """ - - airdk = cast( - UiPathAirdk, - UiPathSDK().connections.uipath_airdk( - os.environ.get("UIPATH_AIRDK_CONNECTION_KEY") - ), - ) - response = airdk.web_reader(body=request) - return response.text diff --git a/samples/invoice-dispute-investigation-agent/uipath_ecs_retriever_tool.py b/samples/invoice-dispute-investigation-agent/uipath_ecs_retriever_tool.py deleted file mode 100644 index 97ef8d1b..00000000 --- a/samples/invoice-dispute-investigation-agent/uipath_ecs_retriever_tool.py +++ /dev/null @@ -1,13 +0,0 @@ -from langchain.tools.retriever import create_retriever_tool -from uipath_langchain.retrievers import ContextGroundingRetriever -from os import environ as env - -retriever = ContextGroundingRetriever(index_name=f"{env.get('UIPATH_ECS_CONTEXT')}") -retriever_tool = create_retriever_tool( - retriever, - "ContextforInvoiceDisputeInvestigation", - """ - Use this tool to search the company internal documents for information about policies around dispute resolution. - Use a meaningful query to load relevant information from the documents. Save the citation for later use. - """ -) diff --git a/samples/invoice-dispute-investigation-agent/utils.py b/samples/invoice-dispute-investigation-agent/utils.py deleted file mode 100644 index 5aa1dd18..00000000 --- a/samples/invoice-dispute-investigation-agent/utils.py +++ /dev/null @@ -1,26 +0,0 @@ -"""Utility & helper functions.""" -from langchain.chat_models import init_chat_model -from langchain_core.language_models import BaseChatModel -from langchain_core.messages import BaseMessage - - -def get_message_text(msg: BaseMessage) -> str: - """Get the text content of a message.""" - content = msg.content - if isinstance(content, str): - return content - elif isinstance(content, dict): - return content.get("text", "") - else: - txts = [c if isinstance(c, str) else (c.get("text") or "") for c in content] - return "".join(txts).strip() - - -def load_chat_model(fully_specified_name: str) -> BaseChatModel: - """Load a chat model from a fully specified name. - - Args: - fully_specified_name (str): String in the format 'provider/model'. - """ - provider, model = fully_specified_name.split("/", maxsplit=1) - return init_chat_model(model, model_provider=provider) diff --git a/samples/invoice-dispute-investigation-agent/uv.lock b/samples/invoice-dispute-investigation-agent/uv.lock deleted file mode 100644 index a6f9cfa4..00000000 --- a/samples/invoice-dispute-investigation-agent/uv.lock +++ /dev/null @@ -1,2235 +0,0 @@ -version = 1 -revision = 1 -requires-python = ">=3.9" -resolution-markers = [ - "python_full_version >= '3.12.4'", - "python_full_version >= '3.12' and python_full_version < '3.12.4'", - "python_full_version < '3.12'", -] - -[[package]] -name = "aiohappyeyeballs" -version = "2.4.6" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/08/07/508f9ebba367fc3370162e53a3cfd12f5652ad79f0e0bfdf9f9847c6f159/aiohappyeyeballs-2.4.6.tar.gz", hash = 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