mirror of
https://github.com/hwchase17/langchain
synced 2024-11-08 07:10:35 +00:00
docstrings prompts
(#7844)
Added missed docstrings in `prompts` @baskaryan
This commit is contained in:
parent
dda11d2a05
commit
4a05b7f772
@ -95,7 +95,10 @@ def check_valid_template(
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class StringPromptValue(PromptValue):
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class StringPromptValue(PromptValue):
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"""String prompt value."""
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text: str
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text: str
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"""Prompt text."""
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def to_string(self) -> str:
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def to_string(self) -> str:
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"""Return prompt as string."""
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"""Return prompt as string."""
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@ -25,27 +25,53 @@ from langchain.schema.messages import (
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class BaseMessagePromptTemplate(Serializable, ABC):
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class BaseMessagePromptTemplate(Serializable, ABC):
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"""Base class for message prompt templates."""
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@property
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@property
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def lc_serializable(self) -> bool:
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def lc_serializable(self) -> bool:
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"""Whether this object should be serialized.
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Returns:
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Whether this object should be serialized.
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"""
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return True
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return True
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@abstractmethod
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@abstractmethod
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def format_messages(self, **kwargs: Any) -> List[BaseMessage]:
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def format_messages(self, **kwargs: Any) -> List[BaseMessage]:
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"""To messages."""
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"""Format messages from kwargs. Should return a list of BaseMessages.
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Args:
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**kwargs: Keyword arguments to use for formatting.
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Returns:
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List of BaseMessages.
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"""
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@property
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@property
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@abstractmethod
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@abstractmethod
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def input_variables(self) -> List[str]:
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def input_variables(self) -> List[str]:
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"""Input variables for this prompt template."""
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"""Input variables for this prompt template.
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Returns:
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List of input variables.
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"""
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class MessagesPlaceholder(BaseMessagePromptTemplate):
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class MessagesPlaceholder(BaseMessagePromptTemplate):
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"""Prompt template that assumes variable is already list of messages."""
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"""Prompt template that assumes variable is already list of messages."""
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variable_name: str
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variable_name: str
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"""Name of variable to use as messages."""
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def format_messages(self, **kwargs: Any) -> List[BaseMessage]:
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def format_messages(self, **kwargs: Any) -> List[BaseMessage]:
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"""To a BaseMessage."""
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"""To a BaseMessage.
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Args:
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**kwargs: Keyword arguments to use for formatting.
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Returns:
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List of BaseMessage.
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"""
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value = kwargs[self.variable_name]
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value = kwargs[self.variable_name]
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if not isinstance(value, list):
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if not isinstance(value, list):
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raise ValueError(
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raise ValueError(
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@ -62,18 +88,27 @@ class MessagesPlaceholder(BaseMessagePromptTemplate):
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@property
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@property
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def input_variables(self) -> List[str]:
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def input_variables(self) -> List[str]:
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"""Input variables for this prompt template."""
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"""Input variables for this prompt template.
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Returns:
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List of input variable names.
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"""
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return [self.variable_name]
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return [self.variable_name]
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MessagePromptTemplateT = TypeVar(
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MessagePromptTemplateT = TypeVar(
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"MessagePromptTemplateT", bound="BaseStringMessagePromptTemplate"
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"MessagePromptTemplateT", bound="BaseStringMessagePromptTemplate"
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)
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)
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"""Type variable for message prompt templates."""
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class BaseStringMessagePromptTemplate(BaseMessagePromptTemplate, ABC):
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class BaseStringMessagePromptTemplate(BaseMessagePromptTemplate, ABC):
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"""Base class for message prompt templates that use a string prompt template."""
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prompt: StringPromptTemplate
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prompt: StringPromptTemplate
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"""String prompt template."""
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additional_kwargs: dict = Field(default_factory=dict)
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additional_kwargs: dict = Field(default_factory=dict)
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"""Additional keyword arguments to pass to the prompt template."""
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@classmethod
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@classmethod
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def from_template(
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def from_template(
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@ -82,6 +117,16 @@ class BaseStringMessagePromptTemplate(BaseMessagePromptTemplate, ABC):
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template_format: str = "f-string",
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template_format: str = "f-string",
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**kwargs: Any,
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**kwargs: Any,
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) -> MessagePromptTemplateT:
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) -> MessagePromptTemplateT:
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"""Create a class from a string template.
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Args:
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template: a template.
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template_format: format of the template.
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**kwargs: keyword arguments to pass to the constructor.
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Returns:
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A new instance of this class.
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"""
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prompt = PromptTemplate.from_template(template, template_format=template_format)
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prompt = PromptTemplate.from_template(template, template_format=template_format)
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return cls(prompt=prompt, **kwargs)
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return cls(prompt=prompt, **kwargs)
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@ -92,6 +137,16 @@ class BaseStringMessagePromptTemplate(BaseMessagePromptTemplate, ABC):
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input_variables: List[str],
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input_variables: List[str],
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**kwargs: Any,
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**kwargs: Any,
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) -> MessagePromptTemplateT:
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) -> MessagePromptTemplateT:
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"""Create a class from a template file.
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Args:
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template_file: path to a template file. String or Path.
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input_variables: list of input variables.
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**kwargs: keyword arguments to pass to the constructor.
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Returns:
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A new instance of this class.
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"""
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prompt = PromptTemplate.from_file(template_file, input_variables)
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prompt = PromptTemplate.from_file(template_file, input_variables)
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return cls(prompt=prompt, **kwargs)
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return cls(prompt=prompt, **kwargs)
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@ -100,15 +155,32 @@ class BaseStringMessagePromptTemplate(BaseMessagePromptTemplate, ABC):
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"""To a BaseMessage."""
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"""To a BaseMessage."""
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def format_messages(self, **kwargs: Any) -> List[BaseMessage]:
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def format_messages(self, **kwargs: Any) -> List[BaseMessage]:
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"""Format messages from kwargs. Should return a list of BaseMessages.
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Args:
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**kwargs: Keyword arguments to use for formatting.
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Returns:
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List of BaseMessages.
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"""
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return [self.format(**kwargs)]
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return [self.format(**kwargs)]
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@property
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@property
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def input_variables(self) -> List[str]:
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def input_variables(self) -> List[str]:
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"""
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Input variables for this prompt template.
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Returns:
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List of input variable names.
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"""
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return self.prompt.input_variables
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return self.prompt.input_variables
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class ChatMessagePromptTemplate(BaseStringMessagePromptTemplate):
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class ChatMessagePromptTemplate(BaseStringMessagePromptTemplate):
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"""Chat message prompt template."""
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role: str
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role: str
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"""Role of the message."""
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def format(self, **kwargs: Any) -> BaseMessage:
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def format(self, **kwargs: Any) -> BaseMessage:
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text = self.prompt.format(**kwargs)
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text = self.prompt.format(**kwargs)
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@ -118,40 +190,61 @@ class ChatMessagePromptTemplate(BaseStringMessagePromptTemplate):
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class HumanMessagePromptTemplate(BaseStringMessagePromptTemplate):
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class HumanMessagePromptTemplate(BaseStringMessagePromptTemplate):
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"""Human message prompt template. This is a message that is sent to the user."""
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def format(self, **kwargs: Any) -> BaseMessage:
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def format(self, **kwargs: Any) -> BaseMessage:
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text = self.prompt.format(**kwargs)
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text = self.prompt.format(**kwargs)
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return HumanMessage(content=text, additional_kwargs=self.additional_kwargs)
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return HumanMessage(content=text, additional_kwargs=self.additional_kwargs)
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class AIMessagePromptTemplate(BaseStringMessagePromptTemplate):
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class AIMessagePromptTemplate(BaseStringMessagePromptTemplate):
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"""AI message prompt template. This is a message that is not sent to the user."""
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def format(self, **kwargs: Any) -> BaseMessage:
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def format(self, **kwargs: Any) -> BaseMessage:
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text = self.prompt.format(**kwargs)
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text = self.prompt.format(**kwargs)
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return AIMessage(content=text, additional_kwargs=self.additional_kwargs)
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return AIMessage(content=text, additional_kwargs=self.additional_kwargs)
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class SystemMessagePromptTemplate(BaseStringMessagePromptTemplate):
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class SystemMessagePromptTemplate(BaseStringMessagePromptTemplate):
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"""System message prompt template.
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This is a message that is not sent to the user.
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"""
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def format(self, **kwargs: Any) -> BaseMessage:
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def format(self, **kwargs: Any) -> BaseMessage:
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text = self.prompt.format(**kwargs)
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text = self.prompt.format(**kwargs)
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return SystemMessage(content=text, additional_kwargs=self.additional_kwargs)
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return SystemMessage(content=text, additional_kwargs=self.additional_kwargs)
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class ChatPromptValue(PromptValue):
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class ChatPromptValue(PromptValue):
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"""Chat prompt value."""
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messages: List[BaseMessage]
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messages: List[BaseMessage]
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"""List of messages."""
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def to_string(self) -> str:
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def to_string(self) -> str:
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"""Return prompt as string."""
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"""Return prompt as string."""
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return get_buffer_string(self.messages)
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return get_buffer_string(self.messages)
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def to_messages(self) -> List[BaseMessage]:
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def to_messages(self) -> List[BaseMessage]:
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"""Return prompt as messages."""
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"""Return prompt as a list of messages."""
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return self.messages
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return self.messages
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class BaseChatPromptTemplate(BasePromptTemplate, ABC):
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class BaseChatPromptTemplate(BasePromptTemplate, ABC):
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"""Base class for chat prompt templates."""
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def format(self, **kwargs: Any) -> str:
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def format(self, **kwargs: Any) -> str:
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return self.format_prompt(**kwargs).to_string()
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return self.format_prompt(**kwargs).to_string()
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def format_prompt(self, **kwargs: Any) -> PromptValue:
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def format_prompt(self, **kwargs: Any) -> PromptValue:
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"""
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Format prompt. Should return a PromptValue.
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Args:
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**kwargs: Keyword arguments to use for formatting.
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Returns:
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PromptValue.
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"""
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messages = self.format_messages(**kwargs)
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messages = self.format_messages(**kwargs)
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return ChatPromptValue(messages=messages)
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return ChatPromptValue(messages=messages)
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@ -161,11 +254,25 @@ class BaseChatPromptTemplate(BasePromptTemplate, ABC):
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class ChatPromptTemplate(BaseChatPromptTemplate, ABC):
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class ChatPromptTemplate(BaseChatPromptTemplate, ABC):
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"""Chat prompt template. This is a prompt that is sent to the user."""
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input_variables: List[str]
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input_variables: List[str]
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"""List of input variables."""
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messages: List[Union[BaseMessagePromptTemplate, BaseMessage]]
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messages: List[Union[BaseMessagePromptTemplate, BaseMessage]]
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"""List of messages."""
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@root_validator(pre=True)
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@root_validator(pre=True)
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def validate_input_variables(cls, values: dict) -> dict:
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def validate_input_variables(cls, values: dict) -> dict:
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"""
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Validate input variables. If input_variables is not set, it will be set to
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the union of all input variables in the messages.
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Args:
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values: values to validate.
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Returns:
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Validated values.
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"""
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messages = values["messages"]
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messages = values["messages"]
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input_vars = set()
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input_vars = set()
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for message in messages:
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for message in messages:
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@ -186,6 +293,15 @@ class ChatPromptTemplate(BaseChatPromptTemplate, ABC):
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@classmethod
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@classmethod
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def from_template(cls, template: str, **kwargs: Any) -> ChatPromptTemplate:
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def from_template(cls, template: str, **kwargs: Any) -> ChatPromptTemplate:
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"""Create a class from a template.
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Args:
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template: template string.
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**kwargs: keyword arguments to pass to the constructor.
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Returns:
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A new instance of this class.
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"""
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prompt_template = PromptTemplate.from_template(template, **kwargs)
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prompt_template = PromptTemplate.from_template(template, **kwargs)
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message = HumanMessagePromptTemplate(prompt=prompt_template)
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message = HumanMessagePromptTemplate(prompt=prompt_template)
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return cls.from_messages([message])
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return cls.from_messages([message])
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@ -194,6 +310,14 @@ class ChatPromptTemplate(BaseChatPromptTemplate, ABC):
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def from_role_strings(
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def from_role_strings(
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cls, string_messages: List[Tuple[str, str]]
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cls, string_messages: List[Tuple[str, str]]
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) -> ChatPromptTemplate:
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) -> ChatPromptTemplate:
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"""Create a class from a list of (role, template) tuples.
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Args:
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string_messages: list of (role, template) tuples.
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Returns:
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A new instance of this class.
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"""
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messages = [
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messages = [
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ChatMessagePromptTemplate(
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ChatMessagePromptTemplate(
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prompt=PromptTemplate.from_template(template), role=role
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prompt=PromptTemplate.from_template(template), role=role
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@ -206,6 +330,14 @@ class ChatPromptTemplate(BaseChatPromptTemplate, ABC):
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def from_strings(
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def from_strings(
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cls, string_messages: List[Tuple[Type[BaseMessagePromptTemplate], str]]
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cls, string_messages: List[Tuple[Type[BaseMessagePromptTemplate], str]]
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) -> ChatPromptTemplate:
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) -> ChatPromptTemplate:
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"""Create a class from a list of (role, template) tuples.
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Args:
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string_messages: list of (role, template) tuples.
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Returns:
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A new instance of this class.
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"""
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messages = [
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messages = [
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role(prompt=PromptTemplate.from_template(template))
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role(prompt=PromptTemplate.from_template(template))
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for role, template in string_messages
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for role, template in string_messages
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@ -216,6 +348,15 @@ class ChatPromptTemplate(BaseChatPromptTemplate, ABC):
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def from_messages(
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def from_messages(
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cls, messages: Sequence[Union[BaseMessagePromptTemplate, BaseMessage]]
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cls, messages: Sequence[Union[BaseMessagePromptTemplate, BaseMessage]]
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) -> ChatPromptTemplate:
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) -> ChatPromptTemplate:
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"""
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Create a class from a list of messages.
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Args:
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messages: list of messages.
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Returns:
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A new instance of this class.
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"""
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input_vars = set()
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input_vars = set()
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for message in messages:
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for message in messages:
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if isinstance(message, BaseMessagePromptTemplate):
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if isinstance(message, BaseMessagePromptTemplate):
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@ -226,6 +367,15 @@ class ChatPromptTemplate(BaseChatPromptTemplate, ABC):
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return self.format_prompt(**kwargs).to_string()
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return self.format_prompt(**kwargs).to_string()
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def format_messages(self, **kwargs: Any) -> List[BaseMessage]:
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def format_messages(self, **kwargs: Any) -> List[BaseMessage]:
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"""
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Format kwargs into a list of messages.
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Args:
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**kwargs: keyword arguments to use for formatting.
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Returns:
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List of messages.
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"""
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kwargs = self._merge_partial_and_user_variables(**kwargs)
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kwargs = self._merge_partial_and_user_variables(**kwargs)
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result = []
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result = []
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for message_template in self.messages:
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for message_template in self.messages:
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@ -251,4 +401,10 @@ class ChatPromptTemplate(BaseChatPromptTemplate, ABC):
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return "chat"
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return "chat"
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def save(self, file_path: Union[Path, str]) -> None:
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def save(self, file_path: Union[Path, str]) -> None:
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"""
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Save prompt to file.
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Args:
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file_path: path to file.
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"""
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raise NotImplementedError
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raise NotImplementedError
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@ -67,7 +67,7 @@ class FewShotPromptTemplate(StringPromptTemplate):
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@root_validator()
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@root_validator()
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def template_is_valid(cls, values: Dict) -> Dict:
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def template_is_valid(cls, values: Dict) -> Dict:
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"""Check that prefix, suffix and input variables are consistent."""
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"""Check that prefix, suffix, and input variables are consistent."""
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if values["validate_template"]:
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if values["validate_template"]:
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check_valid_template(
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check_valid_template(
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values["prefix"] + values["suffix"],
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values["prefix"] + values["suffix"],
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@ -59,7 +59,7 @@ class FewShotPromptWithTemplates(StringPromptTemplate):
|
|||||||
|
|
||||||
@root_validator()
|
@root_validator()
|
||||||
def template_is_valid(cls, values: Dict) -> Dict:
|
def template_is_valid(cls, values: Dict) -> Dict:
|
||||||
"""Check that prefix, suffix and input variables are consistent."""
|
"""Check that prefix, suffix, and input variables are consistent."""
|
||||||
if values["validate_template"]:
|
if values["validate_template"]:
|
||||||
input_variables = values["input_variables"]
|
input_variables = values["input_variables"]
|
||||||
expected_input_variables = set(values["suffix"].input_variables)
|
expected_input_variables = set(values["suffix"].input_variables)
|
||||||
|
@ -1,4 +1,4 @@
|
|||||||
"""Load prompts from disk."""
|
"""Load prompts."""
|
||||||
import importlib
|
import importlib
|
||||||
import json
|
import json
|
||||||
import logging
|
import logging
|
||||||
@ -31,7 +31,7 @@ def load_prompt_from_config(config: dict) -> BasePromptTemplate:
|
|||||||
|
|
||||||
|
|
||||||
def _load_template(var_name: str, config: dict) -> dict:
|
def _load_template(var_name: str, config: dict) -> dict:
|
||||||
"""Load template from disk if applicable."""
|
"""Load template from the path if applicable."""
|
||||||
# Check if template_path exists in config.
|
# Check if template_path exists in config.
|
||||||
if f"{var_name}_path" in config:
|
if f"{var_name}_path" in config:
|
||||||
# If it does, make sure template variable doesn't also exist.
|
# If it does, make sure template variable doesn't also exist.
|
||||||
@ -88,7 +88,7 @@ def _load_output_parser(config: dict) -> dict:
|
|||||||
|
|
||||||
|
|
||||||
def _load_few_shot_prompt(config: dict) -> FewShotPromptTemplate:
|
def _load_few_shot_prompt(config: dict) -> FewShotPromptTemplate:
|
||||||
"""Load the few shot prompt from the config."""
|
"""Load the "few shot" prompt from the config."""
|
||||||
# Load the suffix and prefix templates.
|
# Load the suffix and prefix templates.
|
||||||
config = _load_template("suffix", config)
|
config = _load_template("suffix", config)
|
||||||
config = _load_template("prefix", config)
|
config = _load_template("prefix", config)
|
||||||
@ -128,7 +128,7 @@ def load_prompt(path: Union[str, Path]) -> BasePromptTemplate:
|
|||||||
|
|
||||||
def _load_prompt_from_file(file: Union[str, Path]) -> BasePromptTemplate:
|
def _load_prompt_from_file(file: Union[str, Path]) -> BasePromptTemplate:
|
||||||
"""Load prompt from file."""
|
"""Load prompt from file."""
|
||||||
# Convert file to Path object.
|
# Convert file to a Path object.
|
||||||
if isinstance(file, str):
|
if isinstance(file, str):
|
||||||
file_path = Path(file)
|
file_path = Path(file)
|
||||||
else:
|
else:
|
||||||
|
@ -11,7 +11,7 @@ def _get_inputs(inputs: dict, input_variables: List[str]) -> dict:
|
|||||||
|
|
||||||
|
|
||||||
class PipelinePromptTemplate(BasePromptTemplate):
|
class PipelinePromptTemplate(BasePromptTemplate):
|
||||||
"""A prompt template for composing multiple prompts together.
|
"""A prompt template for composing multiple prompt templates together.
|
||||||
|
|
||||||
This can be useful when you want to reuse parts of prompts.
|
This can be useful when you want to reuse parts of prompts.
|
||||||
A PipelinePrompt consists of two main parts:
|
A PipelinePrompt consists of two main parts:
|
||||||
@ -24,7 +24,9 @@ class PipelinePromptTemplate(BasePromptTemplate):
|
|||||||
"""
|
"""
|
||||||
|
|
||||||
final_prompt: BasePromptTemplate
|
final_prompt: BasePromptTemplate
|
||||||
|
"""The final prompt that is returned."""
|
||||||
pipeline_prompts: List[Tuple[str, BasePromptTemplate]]
|
pipeline_prompts: List[Tuple[str, BasePromptTemplate]]
|
||||||
|
"""A list of tuples, consisting of a string (`name`) and a Prompt Template."""
|
||||||
|
|
||||||
@root_validator(pre=True)
|
@root_validator(pre=True)
|
||||||
def get_input_variables(cls, values: Dict) -> Dict:
|
def get_input_variables(cls, values: Dict) -> Dict:
|
||||||
|
Loading…
Reference in New Issue
Block a user