Files
risuai/src/ts/process/templates/chatTemplate.ts
2024-10-25 18:11:00 +09:00

102 lines
7.8 KiB
TypeScript

import { Template } from '@huggingface/jinja';
import type { OpenAIChat } from '..';
import { getCurrentCharacter, getDatabase } from 'src/ts/storage/database.svelte';
import { getUserName } from 'src/ts/util';
export const chatTemplates = {
'llama3': "{% set bos_token = '<|begin_of_text|>' %}{% 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 %}{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}",
'llama2': `{% set bos_token = '<|begin_of_text|>' %}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif USE_DEFAULT_PROMPT == true and not '<<SYS>>' in messages[0]['content'] %}{% set loop_messages = messages %}{% set system_message = 'DEFAULT_SYSTEM_MESSAGE' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\n' + system_message + '\n<</SYS>>\n\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + '[INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'system' %}{{ '<<SYS>>\n' + content.strip() + '\n<</SYS>>\n\n' }}{% elif message['role'] == 'assistant' %}{{ ' ' + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}`,
'chatml': `{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}`,
'gpt2': `{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}`,
'gemma': "{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '\n' + message['content'] | trim + '<end_of_turn>\n' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model\n'}}{% endif %}",
'mistral': "{% for message in messages %}{% if message['role'] == 'user' %}{{ ' [INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' ' + message['content'] + ' ' + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
'vicuna': "{%- set ns = namespace(found=false) -%}\n{%- for message in messages -%}\n {%- if message['role'] == 'system' -%}\n {%- set ns.found = true -%}\n {%- endif -%}\n{%- endfor -%}\n{%- if not ns.found -%}\n {{- '' + 'A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user\\'s questions.' + '\\n\\n' -}}\n{%- endif %}\n{%- for message in messages %}\n {%- if message['role'] == 'system' -%}\n {{- '' + message['content'] + '\\n\\n' -}}\n {%- else -%}\n {%- if message['role'] == 'user' -%}\n {{-'USER: ' + message['content'] + '\\n'-}}\n {%- else -%}\n {{-'ASSISTANT: ' + message['content'] + '</s>\\n' -}}\n {%- endif -%}\n {%- endif -%}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n {{-'ASSISTANT:'-}}\n{%- endif -%}",
"alpaca": "{%- set ns = namespace(found=false) -%}\n{%- for message in messages -%}\n {%- if message['role'] == 'system' -%}\n {%- set ns.found = true -%}\n {%- endif -%}\n{%- endfor -%}\n{%- if not ns.found -%}\n {{- '' + 'Below is an instruction that describes a task. Write a response that appropriately completes the request.' + '\\n\\n' -}}\n{%- endif %}\n{%- for message in messages %}\n {%- if message['role'] == 'system' -%}\n {{- '' + message['content'] + '\\n\\n' -}}\n {%- else -%}\n {%- if message['role'] == 'user' -%}\n {{-'### Instruction:\\n' + message['content'] + '\\n\\n'-}}\n {%- else -%}\n {{-'### Response:\\n' + message['content'] + '\\n\\n' -}}\n {%- endif -%}\n {%- endif -%}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n {{-'### Response:\\n'-}}\n{%- endif -%}"
}
type TemplateEffect = 'no_system_messages'|'alter_user_assistant_roles'
export const templateEffect = {
'gemma': [
'no_system_messages',
],
'mistral': [
'no_system_messages',
'alter_user_assistant_roles',
],
} as {[key:string]:TemplateEffect[]}
export const applyChatTemplate = (messages:OpenAIChat[], arg:{
type?: string
custom?: string
} = {}) => {
const db = getDatabase()
const currentChar = getCurrentCharacter()
const type = arg.type ?? db.instructChatTemplate
if(!type){
throw new Error('Template type is not set')
}
let clonedMessages = safeStructuredClone(messages)
const template = type === 'jinja' ? (new Template(arg.custom ?? db.JinjaTemplate)) :(new Template(chatTemplates[type]))
let formatedMessages:{
"role": 'user'|'assistant'|'system',
"content": string
}[] = []
const effects = templateEffect[type] ?? []
const noSystemMessages = effects.includes('no_system_messages')
const alterUserAssistantRoles = effects.includes('alter_user_assistant_roles')
for (let i=0;i<clonedMessages.length;i++){
const message = clonedMessages[i]
if(message.role !== 'user' && message.role !== 'assistant' && message.role !== 'system'){
continue
}
if(noSystemMessages && message.role === 'system'){
message.role = 'user'
message.content = 'System: ' + message.content
}
if(alterUserAssistantRoles){
if(message.role === 'user'){
if(formatedMessages.length % 2 === 0){
formatedMessages.push({
"role": "user",
"content": message.content
})
}
else{
formatedMessages[formatedMessages.length - 1].content += "\n" + message.content
}
}
else{
if(formatedMessages.length % 2 === 1 || formatedMessages.length === 0){
if(formatedMessages.length === 0){
formatedMessages.push({
"role": "user",
"content": ""
})
}
formatedMessages.push({
"role": "assistant",
"content": message.content
})
}
else{
formatedMessages[formatedMessages.length - 1].content += "\n" + message.content
}
}
}
else{
formatedMessages.push({
"role": message.role,
"content": message.content
})
}
}
return template.render({
"messages": formatedMessages,
"add_generation_prompt": true,
"risu_char": currentChar.name,
"risu_user": getUserName(),
"eos_token": "",
"bos_token": "",
})
}