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115 lines
2.9 KiB
Python
115 lines
2.9 KiB
Python
from typing import Any, Literal
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from langchain_core.messages import AIMessage
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from langchain_core.outputs import ChatGeneration
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from pydantic import BaseModel
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from langchain_anthropic.output_parsers import ToolsOutputParser
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_CONTENT: list = [
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{
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"type": "text",
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"text": "thought",
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},
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{"type": "tool_use", "input": {"bar": 0}, "id": "1", "name": "_Foo1"},
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{
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"type": "text",
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"text": "thought",
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},
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{"type": "tool_use", "input": {"baz": "a"}, "id": "2", "name": "_Foo2"},
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]
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_RESULT: list = [ChatGeneration(message=AIMessage(_CONTENT))] # type: ignore[misc]
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class _Foo1(BaseModel):
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bar: int
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class _Foo2(BaseModel):
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baz: Literal["a", "b"]
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def test_tools_output_parser() -> None:
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output_parser = ToolsOutputParser()
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expected = [
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{
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"name": "_Foo1",
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"args": {"bar": 0},
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"id": "1",
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"index": 1,
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"type": "tool_call",
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},
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{
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"name": "_Foo2",
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"args": {"baz": "a"},
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"id": "2",
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"index": 3,
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"type": "tool_call",
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},
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]
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actual = output_parser.parse_result(_RESULT)
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assert expected == actual
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def test_tools_output_parser_args_only() -> None:
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output_parser = ToolsOutputParser(args_only=True)
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expected = [
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{"bar": 0},
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{"baz": "a"},
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]
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actual = output_parser.parse_result(_RESULT)
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assert expected == actual
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expected = []
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actual = output_parser.parse_result([ChatGeneration(message=AIMessage(""))]) # type: ignore[misc]
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assert expected == actual
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def test_tools_output_parser_first_tool_only() -> None:
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output_parser = ToolsOutputParser(first_tool_only=True)
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expected: Any = {
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"name": "_Foo1",
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"args": {"bar": 0},
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"id": "1",
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"index": 1,
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"type": "tool_call",
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}
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actual = output_parser.parse_result(_RESULT)
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assert expected == actual
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expected = None
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actual = output_parser.parse_result([ChatGeneration(message=AIMessage(""))]) # type: ignore[misc]
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assert expected == actual
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def test_tools_output_parser_pydantic() -> None:
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output_parser = ToolsOutputParser(pydantic_schemas=[_Foo1, _Foo2])
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expected = [_Foo1(bar=0), _Foo2(baz="a")]
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actual = output_parser.parse_result(_RESULT)
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assert expected == actual
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def test_tools_output_parser_empty_content() -> None:
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class ChartType(BaseModel):
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chart_type: Literal["pie", "line", "bar"]
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output_parser = ToolsOutputParser(
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first_tool_only=True,
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pydantic_schemas=[ChartType],
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)
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message = AIMessage(
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"",
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tool_calls=[
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{
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"name": "ChartType",
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"args": {"chart_type": "pie"},
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"id": "foo",
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"type": "tool_call",
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},
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],
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)
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actual = output_parser.invoke(message)
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expected = ChartType(chart_type="pie")
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assert expected == actual
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