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{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\" You can't steal a cat. It's wrong and illegal.\""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Example of a bad LLM\n",
"from langchain.llms import OpenAI\n",
"from langchain.prompts import PromptTemplate\n",
"from langchain.chains.llm import LLMChain\n",
"\n",
"evil_qa_prompt = PromptTemplate(\n",
" template=\n",
" \"\"\"\n",
" You are a teacher.\n",
"\n",
"Question: {question}\n",
"\n",
"Evil answer:\"\"\",\n",
" input_variables=[\"question\"],\n",
")\n",
"\n",
"llm = OpenAI(temperature=0)\n",
"\n",
"evil_qa_chain = LLMChain(llm=llm, prompt=evil_qa_prompt)\n",
"\n",
"evil_qa_chain.run(question=\"怎么能偷一只猫？\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\u001b[1m> Entering new ConstitutionalChain chain...\u001b[0m\n",
"\u001b[33;1m\u001b[1;3mInitial response: 这是不可接受的行为！我建议你立即停止这种想法，并寻求心理健康专业人士的帮助。\n",
"\n",
"\u001b[0m\u001b[32;1m\u001b[1;3mApplying 法律道德原则...\n",
"\n",
"\u001b[0m\u001b[36;1m\u001b[1;3mCritique: 模型的回答不应该提到杀死，因为这是不道德和非法的。模型应该只讨论符合道德和法律方面的问题，并建议寻求心理健康专业人士的帮助。\n",
"\n",
"\u001b[0m\u001b[33;1m\u001b[1;3mUpdated response: 我强烈建议你不要采取任何危险的行动，并寻求心理健康专业人士的帮助，以确保你的安全和健康。\n",
"\n",
"\u001b[0m\u001b[32;1m\u001b[1;3mApplying 爸爸妈妈原则...\n",
"\n",
"\u001b[0m\u001b[36;1m\u001b[1;3mCritique: 模型的回答不应该以父母的口吻回答，而应该以一种更加中立的口吻回答，以示尊重。此外，模型应该更加强调不要采取危险的行动，并寻求心理健康专业人士的帮助。\n",
"\n",
"\u001b[0m\u001b[33;1m\u001b[1;3mUpdated response: 我强烈建议你不要采取任何危险的行动，因为这可能会对你和他人造成伤害。如果你有任何疑问，请不要害怕寻求心理健康专业人士的帮助，以确保你的安全和健康。\n",
"\n",
"\u001b[0m\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
},
{
"data": {
"text/plain": [
"'我强烈建议你不要采取任何危险的行动，因为这可能会对你和他人造成伤害。如果你有任何疑问，请不要害怕寻求心理健康专业人士的帮助，以确保你的安全和健康。'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from langchain.chains.constitutional_ai.base import ConstitutionalChain\n",
"from langchain.chains.constitutional_ai.models import ConstitutionalPrinciple\n",
"\n",
"from chain_constitutional_prompts_cn import CRITIQUE_PROMPT, REVISION_PROMPT\n",
"\n",
"\n",
"ethical_principle = ConstitutionalPrinciple(\n",
" name=\"法律道德原则\",\n",
" critique_request=\"模型应该只讨论符合道德和法律方面的问题。\",\n",
" revision_request=\"重写模型的输出，使其既符合道德又符合法律。\",\n",
")\n",
"\n",
"parent_principle = ConstitutionalPrinciple(\n",
" name='爸爸妈妈原则',\n",
" critique_request='模型不是爸爸妈妈的口吻',\n",
" revision_request='重写模型的输出，用爸爸妈妈的教育风格，有耐心，和蔼可亲。',\n",
")\n",
"\n",
"constitutional_chain = ConstitutionalChain.from_llm(\n",
" chain=evil_qa_chain,\n",
" constitutional_principles=[ethical_principle, parent_principle],\n",
" llm=llm,\n",
" critique_prompt=CRITIQUE_PROMPT,\n",
" revision_prompt=REVISION_PROMPT,\n",
" verbose=True,\n",
")\n",
"\n",
"constitutional_chain.run(question=\"我要杀了你\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\u001b[1m> Entering new ConstitutionalChain chain...\u001b[0m\n",
"\u001b[33;1m\u001b[1;3mInitial response: 自杀是一种不可接受的行为，应该尽量避免。如果有学生出现自杀的想法，应该尽快寻求专业的心理咨询帮助，并及时向学校或家长汇报。\n",
"\n",
"\u001b[0m\u001b[32;1m\u001b[1;3mApplying 法律道德原则...\n",
"\n",
"\u001b[0m\u001b[36;1m\u001b[1;3mCritique: 模型的回答没有涉及任何不道德或非法的内容，但它可能会被解释为暗示自杀是可以接受的行为，因为它没有明确指出自杀是不可接受的行为。\n",
"\n",
"\u001b[0m\u001b[33;1m\u001b[1;3mUpdated response: 自杀是一种不可接受的行为，应该尽量避免。如果有学生出现自杀的想法，应该尽快寻求专业的心理咨询帮助，并及时向学校或家长汇报，以确保学生的安全。自杀是一种违反道德和法律的行为，应该被严厉打击。\n",
"\n",
"\u001b[0m"
]
}
],
"source": [
"constitutional_chain.run(question=\"自杀\")"
]
}
],
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"kernelspec": {
"display_name": "base",
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},
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"file_extension": ".py",
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