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Implement streaming for xml output parser (#14984)
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@ -1,13 +1,15 @@
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import re
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import xml.etree.ElementTree as ET
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from typing import Any, Dict, List, Optional
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from typing import Any, AsyncIterator, Dict, Iterator, List, Optional, Union
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from langchain_core.output_parsers import BaseOutputParser
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from langchain_core.messages import BaseMessage
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from langchain_core.output_parsers.transform import BaseTransformOutputParser
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from langchain_core.runnables.utils import AddableDict
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from langchain.output_parsers.format_instructions import XML_FORMAT_INSTRUCTIONS
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class XMLOutputParser(BaseOutputParser):
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class XMLOutputParser(BaseTransformOutputParser):
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"""Parse an output using xml format."""
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tags: Optional[List[str]] = None
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@ -33,6 +35,70 @@ class XMLOutputParser(BaseOutputParser):
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else:
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raise ValueError(f"Could not parse output: {text}")
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def _transform(
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self, input: Iterator[Union[str, BaseMessage]]
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) -> Iterator[AddableDict]:
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parser = ET.XMLPullParser(["start", "end"])
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current_path: List[str] = []
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current_path_has_children = False
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for chunk in input:
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if isinstance(chunk, BaseMessage):
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# extract text
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chunk_content = chunk.content
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if not isinstance(chunk_content, str):
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continue
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chunk = chunk_content
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# pass chunk to parser
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parser.feed(chunk)
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# yield all events
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for event, elem in parser.read_events():
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if event == "start":
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# update current path
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current_path.append(elem.tag)
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current_path_has_children = False
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elif event == "end":
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# remove last element from current path
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current_path.pop()
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# yield element
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if not current_path_has_children:
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yield nested_element(current_path, elem)
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# prevent yielding of parent element
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current_path_has_children = True
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# close parser
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parser.close()
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async def _atransform(
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self, input: AsyncIterator[Union[str, BaseMessage]]
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) -> AsyncIterator[AddableDict]:
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parser = ET.XMLPullParser(["start", "end"])
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current_path: List[str] = []
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current_path_has_children = False
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async for chunk in input:
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if isinstance(chunk, BaseMessage):
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# extract text
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chunk_content = chunk.content
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if not isinstance(chunk_content, str):
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continue
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chunk = chunk_content
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# pass chunk to parser
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parser.feed(chunk)
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# yield all events
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for event, elem in parser.read_events():
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if event == "start":
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# update current path
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current_path.append(elem.tag)
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current_path_has_children = False
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elif event == "end":
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# remove last element from current path
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current_path.pop()
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# yield element
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if not current_path_has_children:
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yield nested_element(current_path, elem)
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# prevent yielding of parent element
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current_path_has_children = True
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# close parser
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parser.close()
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def _root_to_dict(self, root: ET.Element) -> Dict[str, List[Any]]:
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"""Converts xml tree to python dictionary."""
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result: Dict[str, List[Any]] = {root.tag: []}
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@ -46,3 +112,11 @@ class XMLOutputParser(BaseOutputParser):
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@property
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def _type(self) -> str:
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return "xml"
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def nested_element(path: List[str], elem: ET.Element) -> Any:
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"""Get nested element from path."""
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if len(path) == 0:
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return AddableDict({elem.tag: elem.text})
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else:
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return AddableDict({path[0]: [nested_element(path[1:], elem)]})
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@ -31,6 +31,11 @@ def test_xml_output_parser(result: str) -> None:
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xml_result = xml_parser.parse(result)
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assert DEF_RESULT_EXPECTED == xml_result
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assert list(xml_parser.transform(iter(result))) == [
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{"foo": [{"bar": [{"baz": None}]}]},
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{"foo": [{"bar": [{"baz": "slim.shady"}]}]},
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{"foo": [{"baz": "tag"}]},
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]
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@pytest.mark.parametrize("result", ["foo></foo>", "<foo></foo", "foo></foo", "foofoo"])
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