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"""Node for LLM-based text generation using LiteLlm.""" | ||
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from __future__ import annotations | ||
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from typing import Any, TYPE_CHECKING | ||
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from jinjarope import llmfilters | ||
from mknodes.basenodes import mktext | ||
from mknodes.utils import log, resources | ||
from upath import UPath | ||
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if TYPE_CHECKING: | ||
import os | ||
from collections.abc import Sequence | ||
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logger = log.get_logger(__name__) | ||
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class MkLlm(mktext.MkText): | ||
"""Node for LLM-based text generation.""" | ||
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ICON = "material/format-list-group" | ||
REQUIRED_PACKAGES = [resources.Package("litellm")] | ||
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def __init__( | ||
self, | ||
user_prompt: str, | ||
system_prompt: str | None = None, | ||
model: str = "gpt-3.5-turbo", | ||
context: str | None = None, | ||
extra_files: Sequence[str | os.PathLike[str]] | None = None, | ||
**kwargs: Any, | ||
): | ||
"""Constructor. | ||
Args: | ||
user_prompt: Main prompt for the LLM | ||
system_prompt: System prompt to set LLM behavior | ||
model: LLM model identifier to use | ||
context: Main context string | ||
extra_files: Additional context files or strings | ||
kwargs: Keyword arguments passed to parent | ||
""" | ||
super().__init__(**kwargs) | ||
self.user_prompt = user_prompt | ||
self.system_prompt = system_prompt | ||
self._model = model | ||
self._context = context | ||
self._extra_files = extra_files or [] | ||
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def _process_extra_files(self) -> list[str]: | ||
"""Process extra context items, reading files if necessary. | ||
Returns: | ||
List of context strings. | ||
""" | ||
context_items: list[str] = [] | ||
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def process_dir(path: UPath) -> list[str]: | ||
return [f.read_text() for f in path.rglob("*") if f.is_file()] | ||
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for item in self._extra_files: | ||
try: | ||
path = UPath(item) | ||
if path.is_file(): | ||
context_items.append(path.read_text()) | ||
elif path.is_dir(): | ||
context_items.extend(process_dir(path)) | ||
else: | ||
context_items.append(str(item)) | ||
except Exception as exc: | ||
err_msg = f"Failed to read context file: {item}" | ||
logger.warning(err_msg) | ||
raise ValueError(err_msg) from exc | ||
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return context_items | ||
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@property | ||
def text(self) -> str: | ||
"""Generate text using the LLM. | ||
Returns: | ||
Generated text content. | ||
""" | ||
context_items = self._process_extra_files() | ||
combined_context = ( | ||
"\n".join(filter(None, [self._context, *context_items])) or None | ||
) | ||
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return llmfilters.llm_complete( | ||
self.user_prompt, | ||
self.system_prompt, | ||
model=self._model, | ||
context=combined_context, | ||
) | ||
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if __name__ == "__main__": | ||
node = MkLlm("Say hello, introduce yourself", model="gemini/gemini-1.5-flash") | ||
print(node) |
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[metadata] | ||
icon = "mdi:view-grid" | ||
status = "new" | ||
name = "MkLlm" | ||
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[examples.regular] | ||
title = "Regular" | ||
jinja = """ | ||
{{ "Write a poem about MkDocs" | MkLlm }} | ||
""" | ||
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# [output.markdown] | ||
# template = """ | ||
# <div class="grid cards" markdown="1"> | ||
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# {% for item in node.items %} | ||
# - {{ item | indent }} | ||
# {% endfor %} | ||
# </div> | ||
# """ |