initial wip to get sys prompt from dataset
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@@ -45,8 +45,10 @@ class NoSystemPrompter(AlpacaPrompter):
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Null Prompter with no system prompts
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Null Prompter with no system prompts
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"""
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"""
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prompt_input = "{instruction} {input} "
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system_prompt = ""
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prompt_no_input = "{instruction} "
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system_no_input_prompt = ""
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turn_format = "{instruction} {input} "
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turn_no_input_format = "{instruction} "
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def __init__(self): # pylint: disable=super-init-not-called
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def __init__(self): # pylint: disable=super-init-not-called
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pass
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pass
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@@ -87,7 +87,9 @@ class InstructionPromptTokenizingStrategy(PromptTokenizingStrategy):
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Tokenizing strategy for instruction-based prompts.
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Tokenizing strategy for instruction-based prompts.
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"""
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"""
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def parse_instruction_fields(self, prompt) -> Tuple[str, str, str]:
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def parse_instruction_fields(
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self, prompt
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) -> Union[Tuple[str, str, str], Tuple[str, str, str, str]]:
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raise NotImplementedError
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raise NotImplementedError
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def tokenize_prompt(self, prompt):
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def tokenize_prompt(self, prompt):
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@@ -24,6 +24,8 @@ class AlpacaPrompter:
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system_prompt = "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n\n"
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system_prompt = "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n\n"
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system_no_input_prompt = "Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n"
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system_no_input_prompt = "Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n"
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turn_format: str
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turn_no_input_format: str
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prompt_style: Optional[PromptStyle] = None
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prompt_style: Optional[PromptStyle] = None
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def __init__(self, prompt_style=PromptStyle.INSTRUCT.value):
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def __init__(self, prompt_style=PromptStyle.INSTRUCT.value):
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@@ -32,23 +34,13 @@ class AlpacaPrompter:
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def match_prompt_style(self):
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def match_prompt_style(self):
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if self.prompt_style == PromptStyle.INSTRUCT.value:
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if self.prompt_style == PromptStyle.INSTRUCT.value:
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self.prompt_input = (
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self.turn_format = "### Instruction:\n{instruction}\n\n### Input:\n{input}\n\n### Response:\n"
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self.system_prompt
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self.turn_no_input_format = (
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+ "### Instruction:\n{instruction}\n\n### Input:\n{input}\n\n### Response:\n"
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"### Instruction:\n{instruction}\n\n### Response:\n"
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)
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)
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self.prompt_no_input = (
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self.system_no_input_prompt
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+ "### Instruction:\n{instruction}\n\n### Response:\n"
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)
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self.response_split = "### Response:"
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if self.prompt_style == PromptStyle.CHAT.value:
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if self.prompt_style == PromptStyle.CHAT.value:
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self.prompt_input = (
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self.turn_format = "USER: {instruction}\n{input}\nASSISTANT:"
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self.system_prompt + "USER: {instruction}\n{input}\nASSISTANT:"
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self.turn_no_input_format = "USER: {instruction}\nASSISTANT:"
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)
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self.prompt_no_input = (
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self.system_no_input_prompt + "USER: {instruction}\nASSISTANT:"
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)
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self.response_split = "ASSISTANT:"
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def build_prompt(
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def build_prompt(
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self,
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self,
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@@ -59,15 +51,39 @@ class AlpacaPrompter:
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# returns the full prompt from instruction and optional input
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# returns the full prompt from instruction and optional input
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# if a label (=response, =output) is provided, it's also appended.
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# if a label (=response, =output) is provided, it's also appended.
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if input:
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if input:
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res = self.prompt_input.format(instruction=instruction, input=input)
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res = self.system_prompt + self.turn_format.format(
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instruction=instruction, input=input
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)
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else:
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else:
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res = self.prompt_no_input.format(instruction=instruction)
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res = self.system_no_input_prompt + self.turn_no_input_format.format(
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instruction=instruction
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)
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if output:
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if output:
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res = f"{res}{output}"
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res = f"{res}{output}"
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yield res
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yield res
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def get_response(self, output: str) -> str:
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return output.split(self.response_split)[1].strip()
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class SystemDataPrompter(AlpacaPrompter):
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"""
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Alpaca Style Prompter that uses system prompts from the dataset
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"""
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def build_prompt_w_system(
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self,
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system: str,
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instruction: str,
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input: Union[None, str] = None, # pylint: disable=redefined-builtin
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output: Union[None, str] = None,
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) -> Generator[str, None, None]:
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# returns the full prompt from instruction and optional input
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# if a label (=response, =output) is provided, it's also appended.
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if input:
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res = system + self.turn_format.format(instruction=instruction, input=input)
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else:
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res = system + self.turn_no_input_format.format(instruction=instruction)
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if output:
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res = f"{res}{output}"
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yield res
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class UnpromptedPrompter(AlpacaPrompter):
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class UnpromptedPrompter(AlpacaPrompter):
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@@ -93,7 +109,10 @@ class MultipleChoiceExplainPrompter(AlpacaPrompter):
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"""
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"""
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system_prompt = (
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system_prompt = (
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"Choose the answer that best answers the question. Explain your reasoning."
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"Choose the answer that best answers the question. Explain your reasoning.\n"
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)
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system_no_input_prompt = (
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"Choose the answer that best answers the question. Explain your reasoning.\n"
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)
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)
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@@ -102,7 +121,12 @@ class MultipleChoiceConcisePrompter(AlpacaPrompter):
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Prompter for multiple choice concise
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Prompter for multiple choice concise
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"""
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"""
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prompt_input = "Choose the answer that best answers the question. Be concise in your response.\n\nUSER: {instruction}\n{input}\nASSISTANT:\n"
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system_prompt = "Choose the answer that best answers the question. Be concise in your response.\n\n"
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system_no_input_prompt = "Choose the answer that best answers the question. Be concise in your response.\n\n"
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def match_prompt_style(self):
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self.turn_format = "USER: {instruction}\n{input}\nASSISTANT:"
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self.turn_no_input_format = "USER: {instruction}\nASSISTANT:"
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class SummarizeTLDRPrompter(AlpacaPrompter):
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class SummarizeTLDRPrompter(AlpacaPrompter):
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@@ -110,9 +134,12 @@ class SummarizeTLDRPrompter(AlpacaPrompter):
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Prompter for summarize TLDR
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Prompter for summarize TLDR
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"""
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"""
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prompt_no_input = (
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system_prompt = ""
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"USER: Summarize the following article as a TL;DR.\n{instruction}\nASSISTANT:"
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system_no_input_prompt = ""
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)
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def match_prompt_style(self):
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self.turn_format = "USER: Summarize the following article as a TL;DR.\n{instruction}\n{input}\nASSISTANT:"
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self.turn_no_input_format = "USER: Summarize the following article as a TL;DR.\n{instruction}\nASSISTANT:"
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class CompletionPrompter:
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class CompletionPrompter:
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@@ -128,9 +155,6 @@ class CompletionPrompter:
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) -> Generator[str, None, None]:
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) -> Generator[str, None, None]:
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yield instruction
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yield instruction
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def get_response(self, output: str) -> str:
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return output.strip()
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class GPTeacherPrompter(AlpacaPrompter):
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class GPTeacherPrompter(AlpacaPrompter):
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"""
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"""
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@@ -210,9 +234,6 @@ class ReflectAlpacaPrompter:
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res = f"{res}{label}"
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res = f"{res}{label}"
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yield res
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yield res
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def get_response(self, output: str) -> str:
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return output.split(self.response_split)[1].strip()
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class SeparatorStyle(Enum):
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class SeparatorStyle(Enum):
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"""Different separator style."""
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"""Different separator style."""
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@@ -289,12 +310,6 @@ class ShareGPTPrompter: # pylint: disable=too-few-public-methods
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sep2=" ",
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sep2=" ",
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)
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)
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# def match_prompt_style(self):
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# if self.prompt_style == PromptStyle.chat.value:
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# self.prompt_input = self.system_prompt + "USER: {instruction}\n{input}\nASSISTANT:"
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# self.prompt_no_input = self.system_no_input_prompt + "USER: {instruction}\nASSISTANT:"
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# self.response_split = "ASSISTANT:"
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def build_prompt(self, source) -> Generator[str, None, None]:
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def build_prompt(self, source) -> Generator[str, None, None]:
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# ignore the system prompt if provided
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# ignore the system prompt if provided
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if source[0]["from"] == "system":
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if source[0]["from"] == "system":
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@@ -2,7 +2,13 @@
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import unittest
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import unittest
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from axolotl.prompters import AlpacaPrompter, PromptStyle
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from axolotl.prompters import (
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AlpacaPrompter,
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MultipleChoiceExplainPrompter,
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PromptStyle,
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SystemDataPrompter,
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UnpromptedPrompter,
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)
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class AlpacaPrompterTest(unittest.TestCase):
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class AlpacaPrompterTest(unittest.TestCase):
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@@ -55,3 +61,64 @@ class AlpacaPrompterTest(unittest.TestCase):
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assert "### Response:" not in res
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assert "### Response:" not in res
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assert "USER:" in res
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assert "USER:" in res
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assert "ASSISTANT:" in res
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assert "ASSISTANT:" in res
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def test_system_prompt(self):
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prompter = SystemDataPrompter(prompt_style=PromptStyle.CHAT.value)
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res = next(
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prompter.build_prompt_w_system(
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"use cot", "tell me a joke about the following", "alpacas"
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)
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)
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assert "use cot" in res
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assert res.startswith("use cot")
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assert "### Instruction:" not in res
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assert "### Input:" not in res
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assert "alpacas" in res
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assert "### Response:" not in res
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assert "USER:" in res
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assert "ASSISTANT:" in res
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class UnpromptedPrompterTest(unittest.TestCase):
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"""
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Test class for UnpromptedPrompter with no system prompts
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"""
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def test_prompt_style_w_none(self):
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prompter = UnpromptedPrompter(prompt_style=None)
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res = next(prompter.build_prompt("tell me a joke"))
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assert "### Instruction:" in res
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assert "tell me a joke" in res
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assert res.startswith("###")
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def test_prompt_style_w_instruct(self):
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prompter = UnpromptedPrompter(prompt_style=PromptStyle.INSTRUCT.value)
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res = next(
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prompter.build_prompt("tell me a joke about the following", "alpacas")
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)
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assert "### Instruction:" in res
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assert "tell me a joke" in res
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assert res.startswith("###")
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def test_prompt_style_w_chat(self):
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prompter = UnpromptedPrompter(prompt_style=PromptStyle.CHAT.value)
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res = next(
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prompter.build_prompt("tell me a joke about the following", "alpacas")
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)
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assert "USER:" in res
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assert "tell me a joke" in res
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assert res.startswith("USER:")
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class MultipleChoiceExplainPrompterTest(unittest.TestCase):
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"""
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Test class for MultipleChoiceExplainPrompter
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"""
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def test_prompt_style_w_chat(self):
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prompter = MultipleChoiceExplainPrompter(prompt_style=PromptStyle.CHAT.value)
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res = next(prompter.build_prompt("choose one", "- A\n- B\n- C", "C"))
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assert "USER:" in res
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assert "choose one" in res
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assert "Choose the answer that best answers the question." in res
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assert "- A\n- B\n- C" in res
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