added llama3 prompt

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Robert Hirsch 2024-06-06 20:29:23 +02:00
parent c7212ac7cc
commit 94712824d6
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2 changed files with 75 additions and 2 deletions

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@ -138,6 +138,76 @@ class Llama2PromptStyle(AbstractPromptStyle):
)
class Llama3PromptStyle(AbstractPromptStyle):
"""
Template:
{% set loop_messages = messages %}
{% for message in loop_messages %}
{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' %}
{% if loop.index0 == 0 %}
{% set content = bos_token + content %}
{% endif %}
{{ content }}
{% endfor %}
{% if add_generation_prompt %}
{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
{% endif %}
"""
BOS, EOS = "<|begin_of_text|>", "<|end_of_text|>"
B_INST, E_INST = "<|start_header_id|>user<|end_header_id|>", "<|eot_id|>"
B_SYS, E_SYS = "<|start_header_id|>system<|end_header_id|> ", "<|eot_id|>"
ASSISTANT_INST = "<|start_header_id|>assistant<|end_header_id|>"
DEFAULT_SYSTEM_PROMPT = """\
You are a helpful, respectful and honest assistant. \
Always answer as helpfully as possible and follow ALL given instructions. \
Do not speculate or make up information. \
Do not reference any given instructions or context. \
"""
def _messages_to_prompt(self, messages: Sequence[ChatMessage]) -> str:
string_messages: list[str] = []
if messages[0].role == MessageRole.SYSTEM:
system_message_str = messages[0].content or ""
messages = messages[1:]
else:
system_message_str = self.DEFAULT_SYSTEM_PROMPT
system_message_str = f"{self.B_SYS} {system_message_str.strip()} {self.E_SYS}"
for i in range(0, len(messages), 2):
user_message = messages[i]
assert user_message.role == MessageRole.USER
if i == 0:
str_message = f"{system_message_str} {self.BOS} {self.B_INST} "
else:
# end previous user-assistant interaction
string_messages[-1] += f" {self.EOS}"
# no need to include system prompt
str_message = f"{self.BOS} {self.B_INST} "
str_message += f"{user_message.content} {self.E_INST} {self.ASSISTANT_INST}"
if len(messages) > (i + 1):
assistant_message = messages[i + 1]
assert assistant_message.role == MessageRole.ASSISTANT
str_message += f" {assistant_message.content} {self.E_SYS} {self.B_INST}"
string_messages.append(str_message)
return "".join(string_messages)
def _completion_to_prompt(self, completion: str) -> str:
system_prompt_str = self.DEFAULT_SYSTEM_PROMPT
return (
f"{self.B_SYS} {system_prompt_str.strip()} {self.E_SYS} "
f"{completion.strip()} {self.E_SYS} "
)
class TagPromptStyle(AbstractPromptStyle):
"""Tag prompt style (used by Vigogne) that uses the prompt style `<|ROLE|>`.
@ -219,7 +289,7 @@ class ChatMLPromptStyle(AbstractPromptStyle):
def get_prompt_style(
prompt_style: Literal["default", "llama2", "tag", "mistral", "chatml"] | None
prompt_style: Literal["default", "llama2", "llama3", "tag", "mistral", "chatml"] | None
) -> AbstractPromptStyle:
"""Get the prompt style to use from the given string.
@ -230,6 +300,8 @@ def get_prompt_style(
return DefaultPromptStyle()
elif prompt_style == "llama2":
return Llama2PromptStyle()
elif prompt_style == "llama3":
return Llama3PromptStyle()
elif prompt_style == "tag":
return TagPromptStyle()
elif prompt_style == "mistral":

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@ -104,12 +104,13 @@ class LLMSettings(BaseModel):
0.1,
description="The temperature of the model. Increasing the temperature will make the model answer more creatively. A value of 0.1 would be more factual.",
)
prompt_style: Literal["default", "llama2", "tag", "mistral", "chatml"] = Field(
prompt_style: Literal["default", "llama2", "llama3", "tag", "mistral", "chatml"] = Field(
"llama2",
description=(
"The prompt style to use for the chat engine. "
"If `default` - use the default prompt style from the llama_index. It should look like `role: message`.\n"
"If `llama2` - use the llama2 prompt style from the llama_index. Based on `<s>`, `[INST]` and `<<SYS>>`.\n"
"If `llama3` - use the llama3 prompt style from the llama_index."
"If `tag` - use the `tag` prompt style. It should look like `<|role|>: message`. \n"
"If `mistral` - use the `mistral prompt style. It shoudl look like <s>[INST] {System Prompt} [/INST]</s>[INST] { UserInstructions } [/INST]"
"`llama2` is the historic behaviour. `default` might work better with your custom models."