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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "efbec4bf",
"metadata": {},
"outputs": [],
"source": [
"from groq import Groq\n",
"from typing import Literal\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e8943c7d",
"metadata": {},
"outputs": [],
"source": [
"os.environ[\"GROQ_API_KEY\"] = \"YOUR GROQ KEY HERE\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "394c1f72",
"metadata": {},
"outputs": [],
"source": [
"def build_prompt(question, mode: Literal[\"cot\",\"base\"]=\"base\"):\n",
"\n",
" if mode==\"cot\":\n",
" return f\"Q: {question}\\nLet's think step by step:\\n\"\n",
" else:\n",
" return f\"Q: {question}\\nA:\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5d6dc71b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Since K is the husband of R, and V is the son of K, then R is the mother of V.\n"
]
}
],
"source": [
"question = \"If V is the son of K, and K is the father of S and husband of R, then who is R to V\"\n",
"\n",
"cot_prompt = build_prompt(question, mode=\"base\")\n",
"\n",
"client = Groq()\n",
"response = client.chat.completions.create(\n",
" model=\"llama3-8b-8192\",\n",
" messages=[\n",
" {\"role\": \"system\", \"content\": \"You are a helpful assistant.\"},\n",
" {\"role\": \"user\", \"content\": cot_prompt}\n",
" ],\n",
" temperature=0.7,\n",
" max_tokens=200,\n",
")\n",
"\n",
"print(response.choices[0].message.content)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "67b9d179",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Since K is the husband of R, and V is the son of K, then R is the mother of V.'"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"response.choices[0].message.content.strip().split(\"\\n\")[-1]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e84a6a58",
"metadata": {},
"outputs": [],
"source": [
"from src.cot import generate_answer\n",
"from src.consistency import self_consistent_answer"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c0b3a1b5",
"metadata": {},
"outputs": [],
"source": [
"ans = generate_answer(question, mode=\"cot\",zero_shot=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e9752254",
"metadata": {},
"outputs": [],
"source": [
"ans2 = self_consistent_answer(question)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3678816d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([\"Let's break it down:\\n\\n* V is the son of K, so K is V's parent.\\n* K is the father of S, so K is S's parent.\\n* K is the husband of R, which means R is K's spouse.\\n\\nSince K is V's parent, and K is married to R, it means R is V's grandparent. Specifically, R is V's mother's mother, or V's maternal grandmother.\",\n",
" 'Since K is the husband of R, and V is the son of K, that makes R the mother of V.',\n",
" 'Since K is the husband of R, and V is the son of K, then R is the mother of V.'],\n",
" [\"Since K is V's parent, and K is married to R, it means R is V's grandparent. Specifically, R is V's mother's mother, or V's maternal grandmother.\",\n",
" 'Since K is the husband of R, and V is the son of K, that makes R the mother of V.',\n",
" 'Since K is the husband of R, and V is the son of K, then R is the mother of V.'])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ans2"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "72fd9b9d",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "LLM_reasoning",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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