From 77a200c75f4d503cb1fca7f3ab0883ece3f12bee Mon Sep 17 00:00:00 2001 From: Lewis Jayne Date: Thu, 24 Oct 2024 10:33:04 -0400 Subject: [PATCH] adding 3 way discussion including Gemini --- week2/day1.ipynb | 182 ++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 181 insertions(+), 1 deletion(-) diff --git a/week2/day1.ipynb b/week2/day1.ipynb index abdc15a..5681e64 100644 --- a/week2/day1.ipynb +++ b/week2/day1.ipynb @@ -436,10 +436,190 @@ " claude_messages.append(claude_next)" ] }, + { + "cell_type": "markdown", + "id": "392d2072-4e5d-424c-b4b4-098d7e3ead2d", + "metadata": {}, + "source": [ + "# And now for a 3 way convo including Gemini" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb0c319c-0226-4c6d-99bc-a9167fa86005", + "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", + "\n", + "gpt_system = \"You are a chatbot who is very argumentative; \\\n", + "you disagree with anything in the conversation 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 people in the conversation say, or find common ground. If another person is argumentative, \\\n", + "you try to calm them down and keep chatting.\"\n", + "\n", + "gemini_system = \"You are an extremely knowledgeable and know-it-all counselor chatbot. You try to help resolve disagreements, \\\n", + "and if a person is either too argumentative or too polite, you cannot help but to use quotes from famous psychologists to teach \\\n", + "your students to be kind yet maintain boundaries.\"\n", + "\n", + "gemini_instance = google.generativeai.GenerativeModel(\n", + " model_name='gemini-1.5-flash',\n", + " system_instruction=gemini_system\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "041b1596-a646-4321-a89a-9a51046d9b72", + "metadata": {}, + "outputs": [], + "source": [ + "gpt_messages = [\"Hi there\"]\n", + "claude_messages = [\"Hi\"]\n", + "gemini_messages = [\"How is everyone?\"]\n", + "gpt_name = \"Bob\"\n", + "claude_name = \"Larry\"\n", + "gemini_name = \"Frank\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fcd0a633-d506-4b68-8411-46f3fbe34752", + "metadata": {}, + "outputs": [], + "source": [ + "def construct_joined_user_msg(msg1, msg1_name, msg2, msg2_name):\n", + " return msg1_name + ' said: ' + msg1 + '. \\n\\nThen ' + msg2_name + ' said: ' + msg2 + '.'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4aef8ba5-1d93-4473-8c5f-707a12d8a1cf", + "metadata": {}, + "outputs": [], + "source": [ + "def call_gpt(return_msgs=False):\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\": construct_joined_user_msg(claude, claude_name, gemini, gemini_name)})\n", + " if return_msgs: return messages\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": "36365e7a-43b4-4a0d-a241-fff1440509d3", + "metadata": {}, + "outputs": [], + "source": [ + "call_gpt(return_msgs=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3ebebebe-8255-4ca5-9335-258f93e3181f", + "metadata": {}, + "outputs": [], + "source": [ + "def call_claude(return_msgs=False):\n", + " messages = []\n", + " for gpt, claude_msg, gemini in zip(gpt_messages, claude_messages, gemini_messages):\n", + " messages.append({\"role\": \"user\", \"content\": construct_joined_user_msg(gemini, gemini_name, gpt, gpt_name)})\n", + " messages.append({\"role\": \"assistant\", \"content\": claude_msg})\n", + " messages.append({\"role\": \"user\", \"content\": gpt_name + \" said \" + gpt_messages[-1]})\n", + " if return_msgs: return messages\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": "b2da7997-a1fe-43fe-9970-4014f665e501", + "metadata": {}, + "outputs": [], + "source": [ + "call_claude(return_msgs=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "94497894-8cb9-4da4-8671-edede74055f8", + "metadata": {}, + "outputs": [], + "source": [ + "def call_gemini(return_msgs=False):\n", + " messages = []\n", + " for gpt, claude, gemini in zip(gpt_messages, claude_messages, gemini_messages):\n", + " messages.append({\"role\": \"user\", \"parts\": construct_joined_user_msg(gpt, gpt_name, claude, claude_name)})\n", + " messages.append({\"role\": \"model\", \"parts\": gemini})\n", + " messages.append({\"role\": \"user\", \"parts\": construct_joined_user_msg(gpt_messages[-1], gpt_name, claude_messages[-1], claude_name)})\n", + " if return_msgs: return messages\n", + " message = gemini_instance.generate_content(messages)\n", + " return message.text" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fddff0fc-0cc3-4473-9d55-effe445ef1ca", + "metadata": {}, + "outputs": [], + "source": [ + "call_gemini(return_msgs=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1988abf3-1986-40f0-b804-c02b54472b8c", + "metadata": {}, + "outputs": [], + "source": [ + "print(f\"GPT:\\n{gpt_messages[0]}\\n\")\n", + "print(f\"Claude:\\n{claude_messages[0]}\\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 aka {gpt_name}:\\n{gpt_next}\\n\")\n", + " gpt_messages.append(gpt_next)\n", + " \n", + " claude_next = call_claude()\n", + " print(f\"Claude aka {claude_name}:\\n{claude_next}\\n\")\n", + " claude_messages.append(claude_next)\n", + "\n", + " gemini_next = call_gemini()\n", + " print(f\"Gemini aka {gemini_name}:\\n{gemini_next}\\n\")\n", + " gemini_messages.append(gemini_next)" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "2618c3fa-9b8e-4280-a070-d039361b8918", + "id": "b72906b3-8c4a-4c15-8508-01118d33782a", "metadata": {}, "outputs": [], "source": []