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core[minor]: Add aformat to FewShotPromptTemplate (#19652)
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@ -182,6 +182,23 @@ class BasePromptTemplate(
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prompt.format(variable1="foo")
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"""
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async def aformat(self, **kwargs: Any) -> FormatOutputType:
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"""Format the prompt with the inputs.
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Args:
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kwargs: Any arguments to be passed to the prompt template.
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Returns:
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A formatted string.
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Example:
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.. code-block:: python
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await prompt.aformat(variable1="foo")
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"""
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return self.format(**kwargs)
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@property
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def _prompt_type(self) -> str:
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"""Return the prompt type key."""
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@ -147,20 +147,6 @@ class FewShotPromptTemplate(_FewShotPromptTemplateMixin, StringPromptTemplate):
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arbitrary_types_allowed = True
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def format(self, **kwargs: Any) -> str:
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"""Format the prompt with the inputs.
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Args:
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**kwargs: Any arguments to be passed to the prompt template.
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Returns:
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A formatted string.
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Example:
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.. code-block:: python
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prompt.format(variable1="foo")
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"""
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kwargs = self._merge_partial_and_user_variables(**kwargs)
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# Get the examples to use.
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examples = self._get_examples(**kwargs)
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@ -178,6 +164,24 @@ class FewShotPromptTemplate(_FewShotPromptTemplateMixin, StringPromptTemplate):
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# Format the template with the input variables.
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return DEFAULT_FORMATTER_MAPPING[self.template_format](template, **kwargs)
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async def aformat(self, **kwargs: Any) -> str:
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kwargs = self._merge_partial_and_user_variables(**kwargs)
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# Get the examples to use.
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examples = await self._aget_examples(**kwargs)
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examples = [
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{k: e[k] for k in self.example_prompt.input_variables} for e in examples
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]
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# Format the examples.
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example_strings = [
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await self.example_prompt.aformat(**example) for example in examples
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]
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# Create the overall template.
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pieces = [self.prefix, *example_strings, self.suffix]
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template = self.example_separator.join([piece for piece in pieces if piece])
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# Format the template with the input variables.
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return DEFAULT_FORMATTER_MAPPING[self.template_format](template, **kwargs)
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@property
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def _prompt_type(self) -> str:
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"""Return the prompt type key."""
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@ -383,5 +387,9 @@ class FewShotChatMessagePromptTemplate(
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messages = self.format_messages(**kwargs)
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return get_buffer_string(messages)
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async def aformat(self, **kwargs: Any) -> str:
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messages = await self.aformat_messages(**kwargs)
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return get_buffer_string(messages)
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def pretty_repr(self, html: bool = False) -> str:
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raise NotImplementedError()
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@ -3,6 +3,7 @@ from typing import Any, List
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from langchain_core.prompt_values import ImagePromptValue, ImageURL, PromptValue
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from langchain_core.prompts.base import BasePromptTemplate
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from langchain_core.pydantic_v1 import Field
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from langchain_core.runnables import run_in_executor
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from langchain_core.utils import image as image_utils
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@ -80,5 +81,8 @@ class ImagePromptTemplate(BasePromptTemplate[ImageURL]):
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output["detail"] = detail # type: ignore[typeddict-item]
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return output
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async def aformat(self, **kwargs: Any) -> ImageURL:
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return await run_in_executor(None, self.format, **kwargs)
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def pretty_repr(self, html: bool = False) -> str:
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raise NotImplementedError()
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@ -114,20 +114,6 @@ class PromptTemplate(StringPromptTemplate):
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return "prompt"
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def format(self, **kwargs: Any) -> str:
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"""Format the prompt with the inputs.
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Args:
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kwargs: Any arguments to be passed to the prompt template.
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Returns:
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A formatted string.
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Example:
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.. code-block:: python
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prompt.format(variable1="foo")
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"""
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kwargs = self._merge_partial_and_user_variables(**kwargs)
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return DEFAULT_FORMATTER_MAPPING[self.template_format](self.template, **kwargs)
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@ -96,7 +96,7 @@ def test_prompt_missing_input_variables() -> None:
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).input_variables == ["foo"]
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def test_few_shot_functionality() -> None:
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async def test_few_shot_functionality() -> None:
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"""Test that few shot works with examples."""
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prefix = "This is a test about {content}."
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suffix = "Now you try to talk about {new_content}."
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@ -112,13 +112,15 @@ def test_few_shot_functionality() -> None:
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example_prompt=EXAMPLE_PROMPT,
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example_separator="\n",
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)
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output = prompt.format(content="animals", new_content="party")
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expected_output = (
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"This is a test about animals.\n"
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"foo: bar\n"
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"baz: foo\n"
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"Now you try to talk about party."
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)
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output = prompt.format(content="animals", new_content="party")
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assert output == expected_output
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output = await prompt.aformat(content="animals", new_content="party")
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assert output == expected_output
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@ -365,6 +367,24 @@ class AsIsSelector(BaseExampleSelector):
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return list(self.examples)
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def test_few_shot_prompt_template_with_selector() -> None:
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"""Tests for few shot chat message template with an example selector."""
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examples = [
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{"question": "foo", "answer": "bar"},
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{"question": "baz", "answer": "foo"},
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]
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example_selector = AsIsSelector(examples)
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few_shot_prompt = FewShotPromptTemplate(
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input_variables=["foo"],
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suffix="This is a {foo} test.",
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example_prompt=EXAMPLE_PROMPT,
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example_selector=example_selector,
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)
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messages = few_shot_prompt.format(foo="bar")
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assert messages == "foo: bar\n\nbaz: foo\n\nThis is a bar test."
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def test_few_shot_chat_message_prompt_template_with_selector() -> None:
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"""Tests for few shot chat message template with an example selector."""
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examples = [
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@ -421,6 +441,24 @@ class AsyncAsIsSelector(BaseExampleSelector):
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return list(self.examples)
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async def test_few_shot_prompt_template_with_selector_async() -> None:
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"""Tests for few shot chat message template with an example selector."""
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examples = [
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{"question": "foo", "answer": "bar"},
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{"question": "baz", "answer": "foo"},
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]
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example_selector = AsyncAsIsSelector(examples)
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few_shot_prompt = FewShotPromptTemplate(
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input_variables=["foo"],
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suffix="This is a {foo} test.",
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example_prompt=EXAMPLE_PROMPT,
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example_selector=example_selector,
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)
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messages = await few_shot_prompt.aformat(foo="bar")
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assert messages == "foo: bar\n\nbaz: foo\n\nThis is a bar test."
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async def test_few_shot_chat_message_prompt_template_with_selector_async() -> None:
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"""Tests for few shot chat message template with an async example selector."""
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examples = [
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