diff --git a/week2/community-contributions/3_chatbots_Converstion/Conversation_Day1.ipynb b/week2/community-contributions/3_chatbots_Converstion/Conversation_Day1.ipynb new file mode 100644 index 0000000..72400c8 --- /dev/null +++ b/week2/community-contributions/3_chatbots_Converstion/Conversation_Day1.ipynb @@ -0,0 +1,385 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2b3a83fe-edf2-45b7-8b76-af2324296ad0", + "metadata": {}, + "source": [ + "### Import API Keys and Establish Connections" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bacb0c55-44ee-4505-a3bc-7aaa3d72b28b", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from dotenv import load_dotenv\n", + "from openai import OpenAI\n", + "import ollama\n", + "import anthropic\n", + "from IPython.display import Markdown, display, update_display" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1767187f-c065-43df-b778-fcd48bd5e48d", + "metadata": {}, + "outputs": [], + "source": [ + "load_dotenv(override=True)\n", + "openai_api_key = os.getenv(\"OPENAI_API_KEY\")\n", + "google_api_key = os.getenv(\"GOOGLE_API_KEY\")\n", + "anthropic_api_key = os.getenv(\"ANTHROPIC_API_KEY\")\n", + "\n", + "if openai_api_key:\n", + " print(f\"OpenAI API key exists {openai_api_key[:8]}\")\n", + "else:\n", + " print(f\"OpenAI API key not set\")\n", + "\n", + "if google_api_key:\n", + " print(f\"Google API key exists {google_api_key[:7]}\")\n", + "else:\n", + " print(f\"Google API key not set\")\n", + "\n", + "if anthropic_api_key:\n", + " print(f\"Anthropic API key exists {openai_api_key[:8]}\")\n", + "else:\n", + " print(f\"Anthropic API key not set\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc7ca3ab-ff7f-4375-bcad-aca49c7f4f4f", + "metadata": {}, + "outputs": [], + "source": [ + "# Initializing API Clients, loading the SDKs\n", + "# An SDK is a library/toolbox (Pre-built functions, classes, utilities) full \n", + "# of everything you need to use someone else's software\n", + " \n", + "openai = OpenAI()\n", + "claude = anthropic.Anthropic()\n", + "ollama_via_openai = OpenAI(base_url='http://localhost:11434/v1', api_key = 'ollama')" + ] + }, + { + "cell_type": "markdown", + "id": "81e01904-5586-4726-ab91-7bdbd6bde6d9", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "### A Coversation between 3 chatbots" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "843bbb69-ab7d-4b13-b878-65a4275f53ca", + "metadata": {}, + "outputs": [], + "source": [ + "# Conversation between GPT-4o-mini, Claude-3, ang Gemini 2.5 flash\n", + "\n", + "gpt_model = \"gpt-4o-mini\"\n", + "claude_model = \"claude-3-haiku-20240307\"\n", + "ollama_model = \"llama3.2\"\n", + "\n", + "gpt_system = \"You are an eternal optimist. You always see the bright side of things and believe even \\\n", + "simple actions have deep purpose. Keep replies under 2 sentences.\"\n", + "\n", + "ollama_system = \"You are a witty skeptic who questions everything. You tend to doubt grand explanations \\\n", + "and prefer clever, sarcastic, or literal answers. Keep replies under 2 sentences.\"\n", + "\n", + "claude_system = \"You are a thoughtful philosopher. You consider all perspectives and enjoy finding \\\n", + "symbolic or existential meaning in simple actions. Keep replies under 2 sentences.\"\n", + "\n", + "\n", + "gpt_messages = [\"Hi! Todays topic for discussion is 'Why did the chicken cross the road?'\"]\n", + "ollama_messages = [\"That's quite the topic. \"]\n", + "claude_messages = [\"Lets begin our discussion.\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a4da2f5-ff74-4847-aa86-867e89173509", + "metadata": {}, + "outputs": [], + "source": [ + "def call_gpt():\n", + " \n", + " messages = [{\"role\":\"system\", \"content\":gpt_system}]\n", + " \n", + " for gpt, ollama, claude in zip(gpt_messages, ollama_messages, claude_messages):\n", + " messages.append({\"role\": \"assistant\", \"content\": gpt})\n", + " messages.append({\"role\": \"user\", \"content\": ollama})\n", + " messages.append({\"role\": \"user\", \"content\": claude})\n", + " \n", + " response = openai.chat.completions.create(\n", + " model = gpt_model,\n", + " messages = messages,\n", + " max_tokens = 500\n", + " )\n", + " return response.choices[0].message.content.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5848d83a-f4aa-42ee-b40b-6130da60c890", + "metadata": {}, + "outputs": [], + "source": [ + "def call_ollama():\n", + " messages = [{\"role\":\"system\", \"content\":ollama_system}]\n", + " \n", + " for gpt, ollama_message, claude in zip(gpt_messages, ollama_messages, claude_messages):\n", + " messages.append({\"role\": \"user\", \"content\": gpt})\n", + " messages.append({\"role\": \"assistant\", \"content\": ollama_message})\n", + " messages.append({\"role\": \"user\", \"content\": claude})\n", + " \n", + " messages.append({\"role\":\"user\", \"content\": gpt_messages[-1]})\n", + "\n", + " response = ollama_via_openai.chat.completions.create(\n", + " model = ollama_model,\n", + " messages = messages\n", + " )\n", + " return response.choices[0].message.content.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a50e4f7c-d594-4ed8-a658-2d8b2fde21a0", + "metadata": {}, + "outputs": [], + "source": [ + "def call_claude():\n", + " \n", + " messages = []\n", + " \n", + " for gpt, ollama, claude_message in zip(gpt_messages, ollama_messages, claude_messages):\n", + " messages.append({\"role\":\"user\", \"content\":gpt})\n", + " messages.append({\"role\": \"user\", \"content\": ollama})\n", + " messages.append({\"role\":\"assistant\", \"content\": claude_message})\n", + " \n", + " messages.append({\"role\": \"user\", \"content\": gpt_messages[-1]})\n", + " messages.append({\"role\": \"user\", \"content\": ollama_messages[-1]})\n", + " \n", + " response = claude.messages.create(\n", + " model = claude_model,\n", + " system = claude_system,\n", + " messages = messages,\n", + " max_tokens = 500\n", + " )\n", + " return response.content[0].text.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5c78fcf8-544e-413f-af18-ccb9000515de", + "metadata": {}, + "outputs": [], + "source": [ + "print(f\"GPT:\\n{gpt_messages[0]}\\n\")\n", + "print(f\"Ollama:\\n{ollama_messages[0]}\\n\")\n", + "print(f\"Claude:\\n{claude_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", + " ollama_next = call_ollama()\n", + " print(f\"Ollama: \\n{ollama_next}\\n\")\n", + " ollama_messages.append(ollama_next)\n", + " \n", + " claude_next = call_claude()\n", + " print(f\"Claude: \\n{claude_next}\\n\")\n", + " claude_messages.append(claude_next)" + ] + }, + { + "cell_type": "markdown", + "id": "8ea7419a-ea8f-42da-a9a1-4bbe5342cecb", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "### Another Coversation between 3 chatbots" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c279c275-7b95-4587-9cc6-4d32517ec253", + "metadata": {}, + "outputs": [], + "source": [ + "# Conversation between GPT-4o-mini, Claude-3, ang Gemini 2.5 flash\n", + "\n", + "gpt_model = \"gpt-4o-mini\"\n", + "claude_model = \"claude-3-haiku-20240307\"\n", + "ollama_model = \"llama3.2\"\n", + "\n", + "gpt_system = \"You are an optimist who believes technology brings people \\\n", + "closer together and improves lives. Defend innovation as a force for human \\\n", + "connection. Keep response under 3 sentences.\"\n", + "\n", + "\n", + "ollama_system = \"You are a skeptic who questions if technology isolates us \\\n", + "and worsens social divides. Highlight its risks and unintended consequences. \\\n", + "Keep response under 3 sentences.\"\n", + "\n", + "\n", + "claude_system = \"You are a philosopher who explores both sides \\\n", + "of technology's impact. Seek a balanced perspective on connection and isolation.\\\n", + "Keep response under 3 sentences.\"\n", + "\n", + "\n", + "\n", + "\n", + "gpt_messages = [\"Our topic of discussion for today will be: 'Is technology making us more connected or more isolated?'\"]\n", + "ollama_messages = [\"A great topic\"]\n", + "claude_messages = [\"Let's begin.\"]\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "44c023a6-f22f-4a64-a718-f75fe4c8233a", + "metadata": {}, + "outputs": [], + "source": [ + "def call_gpt():\n", + " \n", + " messages = [{\"role\":\"system\", \"content\":gpt_system}]\n", + " \n", + " for gpt, ollama, claude in zip(gpt_messages, ollama_messages, claude_messages):\n", + " messages.append({\"role\": \"assistant\", \"content\": gpt})\n", + " messages.append({\"role\": \"user\", \"content\": ollama})\n", + " messages.append({\"role\": \"user\", \"content\": claude})\n", + " \n", + " response = openai.chat.completions.create(\n", + " model = gpt_model,\n", + " messages = messages,\n", + " max_tokens = 500\n", + " )\n", + " return response.choices[0].message.content.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d29f27a1-457e-4e71-88dc-c55e4a36a27c", + "metadata": {}, + "outputs": [], + "source": [ + "def call_ollama():\n", + " messages = [{\"role\":\"system\", \"content\":ollama_system}]\n", + " \n", + " for gpt, ollama_message, claude in zip(gpt_messages, ollama_messages, claude_messages):\n", + " messages.append({\"role\": \"user\", \"content\": gpt})\n", + " messages.append({\"role\": \"assistant\", \"content\": ollama_message})\n", + " messages.append({\"role\": \"user\", \"content\": claude})\n", + " \n", + " messages.append({\"role\":\"user\", \"content\": gpt_messages[-1]})\n", + "\n", + " response = ollama_via_openai.chat.completions.create(\n", + " model = ollama_model,\n", + " messages = messages\n", + " )\n", + " return response.choices[0].message.content.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "69577edc-4be2-40fc-8eac-1243c30cda26", + "metadata": {}, + "outputs": [], + "source": [ + "def call_claude():\n", + " \n", + " messages = []\n", + " \n", + " for gpt, ollama, claude_message in zip(gpt_messages, ollama_messages, claude_messages):\n", + " messages.append({\"role\":\"user\", \"content\":gpt})\n", + " messages.append({\"role\": \"user\", \"content\": ollama})\n", + " messages.append({\"role\":\"assistant\", \"content\": claude_message})\n", + " \n", + " messages.append({\"role\": \"user\", \"content\": gpt_messages[-1]})\n", + " messages.append({\"role\": \"user\", \"content\": ollama_messages[-1]})\n", + " \n", + " response = claude.messages.create(\n", + " model = claude_model,\n", + " system = claude_system,\n", + " messages = messages,\n", + " max_tokens = 500\n", + " )\n", + " return response.content[0].text.strip()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "acedf2fb-8b20-49be-9a80-24fb3896e2ea", + "metadata": {}, + "outputs": [], + "source": [ + "print(f\"GPT:\\n{gpt_messages[0]}\\n\")\n", + "print(f\"Ollama:\\n{ollama_messages[0]}\\n\")\n", + "print(f\"Claude:\\n{claude_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", + " ollama_next = call_ollama()\n", + " print(f\"Ollama: \\n{ollama_next}\\n\")\n", + " ollama_messages.append(ollama_next)\n", + " \n", + " claude_next = call_claude()\n", + " print(f\"Claude: \\n{claude_next}\\n\")\n", + " claude_messages.append(claude_next)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a078943b-7a34-4697-b1f6-16f4b0e7aed6", + "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 +} diff --git a/week2/community-contributions/3_chatbots_Converstion/Conversation_Outputs.pdf b/week2/community-contributions/3_chatbots_Converstion/Conversation_Outputs.pdf new file mode 100644 index 0000000..6c8fefa Binary files /dev/null and b/week2/community-contributions/3_chatbots_Converstion/Conversation_Outputs.pdf differ diff --git a/week2/community-contributions/3_chatbots_Converstion/README.md b/week2/community-contributions/3_chatbots_Converstion/README.md new file mode 100644 index 0000000..c9f07e9 --- /dev/null +++ b/week2/community-contributions/3_chatbots_Converstion/README.md @@ -0,0 +1,36 @@ + +# 3 Way Chatbot Conversation +Making the different models from Anthropic, OpenAI and Ollama converse with each other. + +## Contents + +- `Conversation_Day1.ipynb`: The notebook file with all code and explanations for the first day. +- `Conversation_Outputs`: The chatbots conversations for each topic +- `requirements.txt`:For installing the dependencies +- `README.md`: This file. + +## How to Run + +1. Clone this repository. +2. I'm using 'Python 3.11.13' with Jupyter Notebook or JupyterLab. +3. Install dependencies (see below). +4. Open the notebook using Jupyter: + +```bash +jupyter notebook Conversation_Day1.ipynb +``` + +## Dependencies + +Install the required Python libraries using: + +```bash +pip install -r requirements.txt +``` + +--- + +### Author + +Mustafa Kashif + diff --git a/week2/community-contributions/3_chatbots_Converstion/requirements.txt b/week2/community-contributions/3_chatbots_Converstion/requirements.txt new file mode 100644 index 0000000..548bb18 --- /dev/null +++ b/week2/community-contributions/3_chatbots_Converstion/requirements.txt @@ -0,0 +1,6 @@ +IPython +anthropic +dotenv +ollama +openai +os \ No newline at end of file