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| 1 | +"""Process tool creation for UiPath process execution.""" |
| 2 | + |
| 3 | +from typing import Any |
| 4 | + |
| 5 | +from langchain_core.tools import StructuredTool |
| 6 | +from langgraph.types import interrupt |
| 7 | +from uipath.agent.models.agent import AgentIxpExtractionResourceConfig |
| 8 | +from uipath.eval.mocks import mockable |
| 9 | +from uipath.platform.common import DocumentExtraction |
| 10 | +from uipath.platform.attachments import Attachment |
| 11 | +from uipath.platform.documents import ExtractionResponseIXP |
| 12 | + |
| 13 | +from .structured_tool_with_output_type import StructuredToolWithOutputType |
| 14 | +from .utils import sanitize_tool_name |
| 15 | + |
| 16 | + |
| 17 | +def create_ixp_extraction_tool(resource: AgentIxpExtractionResourceConfig) -> StructuredTool: |
| 18 | + """Uses interrupt() to suspend graph execution until data is extracted (handled by runtime).""" |
| 19 | + tool_name: str = sanitize_tool_name(resource.name) |
| 20 | + project_name = resource.properties.project_name |
| 21 | + version_tag = resource.properties.version_tag |
| 22 | + |
| 23 | + @mockable( |
| 24 | + name=resource.name, |
| 25 | + description=resource.description, |
| 26 | + input_schema=Attachment.model_json_schema(), |
| 27 | + output_schema=ExtractionResponseIXP.model_json_schema(), |
| 28 | + example_calls=resource.properties.example_calls, |
| 29 | + ) |
| 30 | + async def escalation_tool_fn(attachment: Attachment): |
| 31 | + # current workaround. DocumentExtraction model should support attachment_id and use the |
| 32 | + # start_ixp_extraction_from_attachment sdk method once support is added |
| 33 | + from uipath.platform import UiPath |
| 34 | + uipath = UiPath() |
| 35 | + attachment_local_file_path = await uipath.attachments.download_async( |
| 36 | + key=attachment.id, |
| 37 | + destination_path=attachment.full_name |
| 38 | + ) |
| 39 | + return interrupt( |
| 40 | + DocumentExtraction( |
| 41 | + project_name=project_name, |
| 42 | + tag=version_tag, |
| 43 | + file_path=attachment_local_file_path, |
| 44 | + ) |
| 45 | + ) |
| 46 | + |
| 47 | + tool = StructuredToolWithOutputType( |
| 48 | + name=tool_name, |
| 49 | + description=resource.description, |
| 50 | + args_schema=Attachment, |
| 51 | + coroutine=escalation_tool_fn, |
| 52 | + output_type=ExtractionResponseIXP, |
| 53 | + ) |
| 54 | + |
| 55 | + return tool |
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