backend/langchainadapters.py (60 lines of code) (raw):
from typing import Any, Dict, List, Optional
from langchain.callbacks.base import BaseCallbackHandler
from langchain.schema import AgentAction, AgentFinish, LLMResult
def ch(text: str) -> str:
s = text if isinstance(text, str) else str(text)
return s.replace("<", "<").replace(">", ">").replace("\r", "").replace("\n", "<br>")
class HtmlCallbackHandler (BaseCallbackHandler):
html: str = ""
def get_and_reset_log(self) -> str:
result = self.html
self.html = ""
return result
def on_llm_start(
self, serialized: Dict[str, Any], prompts: List[str], **kwargs: Any
) -> None:
"""Print out the prompts."""
self.html += f"LLM prompts:<br>" + "<br>".join(ch(prompts)) + "<br>";
def on_llm_end(self, response: LLMResult, **kwargs: Any) -> None:
"""Do nothing."""
pass
def on_llm_error(self, error: Exception, **kwargs: Any) -> None:
self.html += f"<span style='color:red'>LLM error: {ch(error)}</span><br>"
def on_chain_start(
self, serialized: Dict[str, Any], inputs: Dict[str, Any], **kwargs: Any
) -> None:
"""Print out that we are entering a chain."""
class_name = serialized["name"]
self.html += f"Entering chain: {ch(class_name)}<br>"
def on_chain_end(self, outputs: Dict[str, Any], **kwargs: Any) -> None:
"""Print out that we finished a chain."""
self.html += f"Finished chain<br>"
def on_chain_error(self, error: Exception, **kwargs: Any) -> None:
self.html += f"<span style='color:red'>Chain error: {ch(error)}</span><br>"
def on_tool_start(
self,
serialized: Dict[str, Any],
action: AgentAction,
color: Optional[str] = None,
**kwargs: Any,
) -> None:
"""Print out the log in specified color."""
self.html += f"<span style='color:{color}'>{ch(action.log)}</span><br>"
def on_tool_end(
self,
output: str,
color: Optional[str] = None,
observation_prefix: Optional[str] = None,
llm_prefix: Optional[str] = None,
**kwargs: Any,
) -> None:
"""If not the final action, print out observation."""
self.html += f"{ch(observation_prefix)}<br><span style='color:{color}'>{ch(output)}</span><br>{ch(llm_prefix)}<br>"
def on_tool_error(self, error: Exception, **kwargs: Any) -> None:
self.html += f"<span style='color:red'>Tool error: {ch(error)}</span><br>"
def on_text(
self,
text: str,
color: Optional[str] = None,
end: str = "",
**kwargs: Optional[str],
) -> None:
"""Run when agent ends."""
self.html += f"<span style='color:{color}'>{ch(text)}</span><br>"
def on_agent_finish(
self, finish: AgentFinish, color: Optional[str] = None, **kwargs: Any
) -> None:
"""Run on agent end."""
self.html += f"<span style='color:{color}'>{ch(finish.log)}</span><br>"