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| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "id": "e8ce07da-8653-4c93-baa5-e333f7cb824e", |
| 6 | + "metadata": {}, |
| 7 | + "source": [ |
| 8 | + "# OpenAI o1 & o1-mini demo" |
| 9 | + ] |
| 10 | + }, |
| 11 | + { |
| 12 | + "cell_type": "markdown", |
| 13 | + "id": "5af8ec97-604b-4d7d-9614-64b9439aec0f", |
| 14 | + "metadata": {}, |
| 15 | + "source": [ |
| 16 | + "### Install required libraries" |
| 17 | + ] |
| 18 | + }, |
| 19 | + { |
| 20 | + "cell_type": "code", |
| 21 | + "execution_count": 62, |
| 22 | + "id": "c25d8f14-a8a3-4fa5-9f14-c4ab76b1aacd", |
| 23 | + "metadata": {}, |
| 24 | + "outputs": [], |
| 25 | + "source": [ |
| 26 | + "!pip install openai -q" |
| 27 | + ] |
| 28 | + }, |
| 29 | + { |
| 30 | + "cell_type": "code", |
| 31 | + "execution_count": 63, |
| 32 | + "id": "ff82f97b-a670-402c-88d2-5c9bca654da5", |
| 33 | + "metadata": {}, |
| 34 | + "outputs": [], |
| 35 | + "source": [ |
| 36 | + "!pip install --upgrade openai -q" |
| 37 | + ] |
| 38 | + }, |
| 39 | + { |
| 40 | + "cell_type": "markdown", |
| 41 | + "id": "4a14db2a-724a-44a6-8dd2-cd134be0c908", |
| 42 | + "metadata": {}, |
| 43 | + "source": [ |
| 44 | + "### Load Environment variables" |
| 45 | + ] |
| 46 | + }, |
| 47 | + { |
| 48 | + "cell_type": "code", |
| 49 | + "execution_count": 66, |
| 50 | + "id": "8867a51b-4bf3-4a5d-bce8-de49409f822c", |
| 51 | + "metadata": {}, |
| 52 | + "outputs": [ |
| 53 | + { |
| 54 | + "data": { |
| 55 | + "text/plain": [ |
| 56 | + "True" |
| 57 | + ] |
| 58 | + }, |
| 59 | + "execution_count": 66, |
| 60 | + "metadata": {}, |
| 61 | + "output_type": "execute_result" |
| 62 | + } |
| 63 | + ], |
| 64 | + "source": [ |
| 65 | + "from openai import OpenAI\n", |
| 66 | + "from dotenv import load_dotenv, find_dotenv\n", |
| 67 | + "\n", |
| 68 | + "load_dotenv(find_dotenv(), override=True)" |
| 69 | + ] |
| 70 | + }, |
| 71 | + { |
| 72 | + "cell_type": "markdown", |
| 73 | + "id": "af9531dc-7377-41a3-8372-8e560395ba70", |
| 74 | + "metadata": {}, |
| 75 | + "source": [ |
| 76 | + "### Define the Chatbot Application" |
| 77 | + ] |
| 78 | + }, |
| 79 | + { |
| 80 | + "cell_type": "code", |
| 81 | + "execution_count": 78, |
| 82 | + "id": "9b4a93f4-2c67-4eb2-9f15-fa20d40b5522", |
| 83 | + "metadata": {}, |
| 84 | + "outputs": [], |
| 85 | + "source": [ |
| 86 | + "def chat_with_o1_mini(prompt):\n", |
| 87 | + " client = OpenAI()\n", |
| 88 | + " response = client.chat.completions.create(\n", |
| 89 | + " model=\"o1-mini\",\n", |
| 90 | + " messages=[{\"role\": \"user\", \"content\": prompt}]\n", |
| 91 | + " )\n", |
| 92 | + " return response.choices[0].message.content" |
| 93 | + ] |
| 94 | + }, |
| 95 | + { |
| 96 | + "cell_type": "markdown", |
| 97 | + "id": "6eef7557-9a4d-4b46-96f6-2609f878ab65", |
| 98 | + "metadata": {}, |
| 99 | + "source": [ |
| 100 | + "### Test the Chatbot" |
| 101 | + ] |
| 102 | + }, |
| 103 | + { |
| 104 | + "cell_type": "code", |
| 105 | + "execution_count": 81, |
| 106 | + "id": "c6763990-f2f2-424d-ab2f-497816ece701", |
| 107 | + "metadata": {}, |
| 108 | + "outputs": [ |
| 109 | + { |
| 110 | + "name": "stdout", |
| 111 | + "output_type": "stream", |
| 112 | + "text": [ |
| 113 | + "AI Response: Certainly! Let's find the **indefinite integral** (also known as the antiderivative) of \\( x^2 \\).\n", |
| 114 | + "\n", |
| 115 | + "### Problem:\n", |
| 116 | + "\\[\n", |
| 117 | + "\\int x^2 \\, dx\n", |
| 118 | + "\\]\n", |
| 119 | + "\n", |
| 120 | + "### Solution:\n", |
| 121 | + "To compute the integral of \\( x^2 \\), we can use the **power rule for integration**. The power rule states:\n", |
| 122 | + "\n", |
| 123 | + "\\[\n", |
| 124 | + "\\int x^n \\, dx = \\frac{x^{n+1}}{n+1} + C \\quad \\text{(where \\( n \\neq -1 \\))}\n", |
| 125 | + "\\]\n", |
| 126 | + "\n", |
| 127 | + "Here, \\( n = 2 \\). Applying the power rule:\n", |
| 128 | + "\n", |
| 129 | + "\\[\n", |
| 130 | + "\\int x^2 \\, dx = \\frac{x^{2+1}}{2+1} + C = \\frac{x^3}{3} + C\n", |
| 131 | + "\\]\n", |
| 132 | + "\n", |
| 133 | + "### Final Answer:\n", |
| 134 | + "\\[\n", |
| 135 | + "\\int x^2 \\, dx = \\frac{1}{3}x^3 + C\n", |
| 136 | + "\\]\n", |
| 137 | + "\n", |
| 138 | + "Where \\( C \\) is the **constant of integration**, representing an infinite number of possible antiderivatives differing by a constant.\n", |
| 139 | + "\n", |
| 140 | + "---\n", |
| 141 | + "\n", |
| 142 | + "**Example:**\n", |
| 143 | + "\n", |
| 144 | + "If you want to evaluate the integral from \\( x = 0 \\) to \\( x = 2 \\):\n", |
| 145 | + "\n", |
| 146 | + "\\[\n", |
| 147 | + "\\int_{0}^{2} x^2 \\, dx = \\left[ \\frac{x^3}{3} \\right]_0^2 = \\frac{2^3}{3} - \\frac{0^3}{3} = \\frac{8}{3} - 0 = \\frac{8}{3}\n", |
| 148 | + "\\]\n", |
| 149 | + "\n", |
| 150 | + "So, the definite integral of \\( x^2 \\) from 0 to 2 is \\( \\frac{8}{3} \\).\n", |
| 151 | + "\n", |
| 152 | + "If you have any more questions or need further clarification, feel free to ask!\n" |
| 153 | + ] |
| 154 | + } |
| 155 | + ], |
| 156 | + "source": [ |
| 157 | + "prompt = \"Can you solve this math problem for me? What is the integral of x^2?\"\n", |
| 158 | + "response = chat_with_o1_mini(prompt)\n", |
| 159 | + "print(\"AI Response:\", response)" |
| 160 | + ] |
| 161 | + }, |
| 162 | + { |
| 163 | + "cell_type": "code", |
| 164 | + "execution_count": null, |
| 165 | + "id": "4dc4c608-f1a8-403b-a55d-171ad37d26a0", |
| 166 | + "metadata": {}, |
| 167 | + "outputs": [], |
| 168 | + "source": [] |
| 169 | + }, |
| 170 | + { |
| 171 | + "cell_type": "code", |
| 172 | + "execution_count": null, |
| 173 | + "id": "6f2bda36-5464-4baa-9323-8bfa9dd357c6", |
| 174 | + "metadata": {}, |
| 175 | + "outputs": [], |
| 176 | + "source": [] |
| 177 | + }, |
| 178 | + { |
| 179 | + "cell_type": "code", |
| 180 | + "execution_count": null, |
| 181 | + "id": "868a5b6d-22e1-4a56-8e9a-0228f9bbecf8", |
| 182 | + "metadata": {}, |
| 183 | + "outputs": [], |
| 184 | + "source": [] |
| 185 | + }, |
| 186 | + { |
| 187 | + "cell_type": "code", |
| 188 | + "execution_count": null, |
| 189 | + "id": "9faf1ca7-917a-4e71-b56f-fdbdd3e6254b", |
| 190 | + "metadata": {}, |
| 191 | + "outputs": [], |
| 192 | + "source": [] |
| 193 | + }, |
| 194 | + { |
| 195 | + "cell_type": "code", |
| 196 | + "execution_count": null, |
| 197 | + "id": "01518516-f371-4ebd-b0fb-9dc5915d53c8", |
| 198 | + "metadata": {}, |
| 199 | + "outputs": [], |
| 200 | + "source": [] |
| 201 | + }, |
| 202 | + { |
| 203 | + "cell_type": "code", |
| 204 | + "execution_count": null, |
| 205 | + "id": "3c3e79c3-e0c8-4094-a74b-d2344b523dcc", |
| 206 | + "metadata": {}, |
| 207 | + "outputs": [], |
| 208 | + "source": [] |
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| 211 | + "cell_type": "code", |
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| 213 | + "id": "dba9df14-f022-4c7e-8096-7a44b0db9fe9", |
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| 219 | + "cell_type": "code", |
| 220 | + "execution_count": null, |
| 221 | + "id": "fbe308ae-0341-4634-8e03-fc08c028aa12", |
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| 225 | + }, |
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| 229 | + "id": "299b20e1-494d-4122-b93c-37dc8e710113", |
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| 245 | + "id": "618d43d1-1cf8-41f3-915e-ac491da7655e", |
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| 253 | + "id": "18956ec0-ebac-45e6-83d8-4f11bd559fdc", |
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| 261 | + "id": "d0787861-409c-43b0-8a19-4bc8ba814c4e", |
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| 293 | + "id": "65ceed4e-54d6-4abb-abde-85ced69e908b", |
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| 331 | + "metadata": { |
| 332 | + "kernelspec": { |
| 333 | + "display_name": "Python 3 (ipykernel)", |
| 334 | + "language": "python", |
| 335 | + "name": "python3" |
| 336 | + }, |
| 337 | + "language_info": { |
| 338 | + "codemirror_mode": { |
| 339 | + "name": "ipython", |
| 340 | + "version": 3 |
| 341 | + }, |
| 342 | + "file_extension": ".py", |
| 343 | + "mimetype": "text/x-python", |
| 344 | + "name": "python", |
| 345 | + "nbconvert_exporter": "python", |
| 346 | + "pygments_lexer": "ipython3", |
| 347 | + "version": "3.11.7" |
| 348 | + } |
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| 350 | + "nbformat": 4, |
| 351 | + "nbformat_minor": 5 |
| 352 | +} |
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