diff --git a/week2/community-contributions/day1_3_way_convo.ipynb b/week2/community-contributions/day1_3_way_convo.ipynb new file mode 100644 index 0000000..0507ee6 --- /dev/null +++ b/week2/community-contributions/day1_3_way_convo.ipynb @@ -0,0 +1,250 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "49f0e0c0-710c-404b-8c9c-8f1f29eb9fa5", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "from dotenv import load_dotenv\n", + "from openai import OpenAI\n", + "import anthropic\n", + "from IPython.display import Markdown, display, update_display\n", + "\n", + "# import for google\n", + "# in rare cases, this seems to give an error on some systems, or even crashes the kernel\n", + "# If this happens to you, simply ignore this cell - I give an alternative approach for using Gemini later\n", + "\n", + "import google.generativeai" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2393b5a-e37c-42e8-80c6-1e53e5821ee8", + "metadata": {}, + "outputs": [], + "source": [ + "# Load environment variables in a file called .env\n", + "# Print the key prefixes to help with any debugging\n", + "\n", + "load_dotenv(override=True)\n", + "openai_api_key = os.getenv('OPENAI_API_KEY')\n", + "anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n", + "google_api_key = os.getenv('GOOGLE_API_KEY')\n", + "\n", + "if openai_api_key:\n", + " print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n", + "else:\n", + " print(\"OpenAI API Key not set\")\n", + " \n", + "if anthropic_api_key:\n", + " print(f\"Anthropic API Key exists and begins {anthropic_api_key[:7]}\")\n", + "else:\n", + " print(\"Anthropic API Key not set\")\n", + "\n", + "if google_api_key:\n", + " print(f\"Google API Key exists and begins {google_api_key[:8]}\")\n", + "else:\n", + " print(\"Google API Key not set\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4a63066e-78da-40cd-8a53-ef6f1cede52a", + "metadata": {}, + "outputs": [], + "source": [ + "# Connect to OpenAI, Anthropic\n", + "\n", + "openai = OpenAI()\n", + "\n", + "claude = anthropic.Anthropic()\n", + "\n", + "# This is the set up code for Gemini\n", + "# Having problems with Google Gemini setup? Then just ignore this cell; when we use Gemini, I'll give you an alternative that bypasses this library altogether\n", + "\n", + "google.generativeai.configure()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d202e582-7087-46a4-952b-815c9b7228ce", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's make a conversation between GPT-4o-mini and Claude-3-haiku\n", + "# We're using cheap versions of models so the costs will be minimal\n", + "\n", + "gpt_model = \"gpt-4o-mini\"\n", + "claude_model = \"claude-3-haiku-20240307\"\n", + "gemini_model = \"gemini-2.0-flash\"\n", + "\n", + "gpt_system = \"You are a chatbot who is very argumentative; \\\n", + "you disagree with anything in the conversation with 2 other people and you challenge everything, in a snarky way.\"\n", + "\n", + "claude_system = \"You are a very polite, courteous chatbot. You try to agree with \\\n", + "everything the other 2 persons says, or find common ground. If the other 2 people are argumentative, \\\n", + "you try to calm them down and keep chatting.\"\n", + "\n", + "gemini_system = \"You are a mediator, that always tries your best to resolve conflicts or soon to be \\\n", + "conflicts when you see one. If one person is rude and the other is calm, you defend the calm person and \\\n", + "try to calm the rude and argumentative one.\"\n", + "\n", + "gpt_messages = [\"Hi there\"]\n", + "claude_messages = [\"Hi\"]\n", + "gemini_messages = [\"Hi everyone\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fedc9ddc-2948-445a-8262-9961466b767f", + "metadata": {}, + "outputs": [], + "source": [ + "def call_gpt():\n", + " messages = [{\"role\": \"system\", \"content\": gpt_system}]\n", + " for gpt, claude, gemini in zip(gpt_messages, claude_messages, gemini_messages):\n", + " messages.append({\"role\": \"assistant\", \"content\": gpt})\n", + " messages.append({\"role\": \"user\", \"content\": claude})\n", + " messages.append({\"role\": \"user\", \"content\": gemini})\n", + " completion = openai.chat.completions.create(\n", + " model=gpt_model,\n", + " messages=messages\n", + " )\n", + " return completion.choices[0].message.content" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7a5832cd-5c55-473a-9b58-7acc1a7bfffa", + "metadata": {}, + "outputs": [], + "source": [ + "def call_claude():\n", + " messages = []\n", + " for gpt, claude_message, gemini in zip(gpt_messages, claude_messages, gemini_messages):\n", + " messages.append({\"role\": \"user\", \"content\": gpt})\n", + " messages.append({\"role\": \"assistant\", \"content\": claude_message})\n", + " messages.append({\"role\": \"user\", \"content\": gemini})\n", + " messages.append({\"role\": \"user\", \"content\": gpt_messages[-1]})\n", + " message = claude.messages.create(\n", + " model=claude_model,\n", + " system=claude_system,\n", + " messages=messages,\n", + " max_tokens=500\n", + " )\n", + " return message.content[0].text" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cde636e6-cff1-41bf-9594-5e7411fcb4f2", + "metadata": {}, + "outputs": [], + "source": [ + "def call_gemini():\n", + " messages=''\n", + " for gpt, claude_message, gemini in zip(gpt_messages, claude_messages, gemini_messages):\n", + " messages += f\"[GPT]: {gpt}\\n\"\n", + " messages += f\"[Claude]: {claude_message}\\n\"\n", + " messages += f\"[Gemini]: {gemini}\\n\"\n", + " gemini = google.generativeai.GenerativeModel(\n", + " model_name=gemini_model,\n", + " system_instruction=gemini_system\n", + " )\n", + " response = gemini.generate_content(messages)\n", + " return response.text" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5721fc91-1091-4c6a-b1c1-aa6123c76b1e", + "metadata": {}, + "outputs": [], + "source": [ + "call_gemini()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "884ce03e-d951-4f4e-88d3-8b33fb4bca62", + "metadata": {}, + "outputs": [], + "source": [ + "gpt_messages = [\"Hi there\"]\n", + "claude_messages = [\"Hi\"]\n", + "gemini_messages = [\"Hi everyone\"]\n", + "\n", + "print(f\"GPT:\\n{gpt_messages[0]}\\n\")\n", + "\n", + "\n", + "print(f\"Claude:\\n{claude_messages[0]}\\n\")\n", + "\n", + "\n", + "print(f\"Gemini:\\n{gemini_messages[0]}\\n\")\n", + "\n", + "for i in range(5):\n", + " gpt_next = call_gpt()\n", + " print(f\"GPT:\\n{gpt_next}\\n\")\n", + " gpt_messages.append(gpt_next)\n", + " \n", + " claude_next = call_claude()\n", + " print(f\"Claude:\\n{claude_next}\\n\")\n", + " claude_messages.append(claude_next)\n", + "\n", + " gemini_next = call_gemini()\n", + " print(f\"Gemini:\\n{gemini_next}\\n\")\n", + " gemini_messages.append(gemini_next)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d645d25-f303-44ca-9d0a-2f81e1975182", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3a701cd-8cd5-469c-90d4-7271eaaa8021", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}