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    NIh z{s#8sa+yyaAp>JK7)r->rwPe7KIQV@i+&!iFqGj^GbMK`vRS(Jx9I;wGpcPWk7c=y zH~jhdI?FoQM0o<#>9m`07_<`=2nyM6DlCUKbv8sZ%5ZBa?$3;fViKU-O}l*- z+&5Ok!ewtcSZUf+6F&w%1dnSuJkE2@bF-gSXn@y@$@`FY1BdFqDfxGJYWV-XUQi;) z6X`LM>@2xH_uw(Y);5U5wGj=gse9-42LCd!Pif%Dm8YaHXz1z03$6b>#g6zhu3^o^ z+Jz-X8upvQ)h6$Y6;oLNuHHr_whNmB#4bCXH)kGWmm6Olw*e`Vw0$mBf6Q!pU*(&X z!cm}7d;OY{oon@} ut#D^*_le7&=7{X-+ShVBZzB)DC!?o3wj*8m+Rt0&q(s#2 z@@|hWlcC1rQ*v_MQFUu(;VJDXmQb!Nmbo=nF}s@J#YD)7AO;?DNI*wHHWdG=Mg zxt=TOO{l}nQ($>lZIjaUCfs(PbkZsjySx8j1+6KKyeGwtISrp}X;-=rlN>w~)1)C{ zCAR)MMn((JRiq+6fY6MrX24$0d~(sNSVZ|)#wTIp80f0* z+2FUw=lz3fWZ*OQ6Rn_b?}_h)KCGuz`=LOcNn~R6i-wM+*a_|ivzet`UPkQ=*iLi- z&hPrY2Spile=o$gC&x9TN5$R`9>%q@Dh~Uben5sfa=GH=*U?#1B}X0&Mb\n", + "\n", + "To get started, you'll need to install the AgentOps package and [set an API key](app.agentops.ai).\n", + "\n", + "AgentOps automatically configures itself when it's initialized meaning your agent run data will be tracked and logged to your AgentOps account right away." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d93f2339-7b99-4cf1-9232-c24faba49c7b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "πŸ–‡ AgentOps: \u001b[34m\u001b[34mSession Replay: https://app.agentops.ai/drilldown?session_id=24c5d9f6-fb82-41e6-a468-2dc74a5318a3\u001b[0m\u001b[0m\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AgentOps is now running. You can view your session in the link above\n" + ] + } + ], + "source": [ + "import agentops\n", + "\n", + "from autogen import ConversableAgent, UserProxyAgent, config_list_from_json\n", + "\n", + "# When initializing AgentOps, you can pass in optional tags to help filter sessions\n", + "agentops.init(api_key=\"...\", tags=[\"simple-autogen-example\"])\n", + "\n", + "print('AgentOps is now running. You can view your session in the link above')" + ] + }, + { + "cell_type": "markdown", + "id": "7858f0f6-9aca-4cdb-a514-9fbf7e353d50", + "metadata": {}, + "source": [ + "AutoGen will now start automatically tracking\n", + "\n", + "* LLM prompts and completions\n", + "* Token usage and costs\n", + "* Agent names and actions\n", + "* Correspondence between agents\n", + "* Tool usage\n", + "* Errors" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2962d990-f7ef-43d8-ba09-d29bd8356d9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33magent\u001b[0m (to user):\n", + "\n", + "How can I help you today?\n", + "\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Provide feedback to agent. Press enter to skip and use auto-reply, or type 'exit' to end the conversation: Tell me a joke about AgentOps\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33muser\u001b[0m (to agent):\n", + "\n", + "Tell me a joke about AgentOps\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33magent\u001b[0m (to user):\n", + "\n", + "Why don't AgentOps teams ever play hide and seek?\n", + "\n", + "Because good luck hiding when they always know where everyone is supposed to be!\n", + "\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Provide feedback to agent. Press enter to skip and use auto-reply, or type 'exit' to end the conversation: Another\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33muser\u001b[0m (to agent):\n", + "\n", + "Another\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33magent\u001b[0m (to user):\n", + "\n", + "Why did the AgentOps team bring a ladder to work?\n", + "\n", + "Because they’re always reaching for high-level optimizations!\n", + "\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Provide feedback to agent. Press enter to skip and use auto-reply, or type 'exit' to end the conversation: exit\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "πŸ–‡ AgentOps: This run's cost $0.001080\n", + "πŸ–‡ AgentOps: \u001b[34m\u001b[34mSession Replay: https://app.agentops.ai/drilldown?session_id=24c5d9f6-fb82-41e6-a468-2dc74a5318a3\u001b[0m\u001b[0m\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Success! Visit your AgentOps dashboard to see the replay\n" + ] + } + ], + "source": [ + "\n", + "# Define an openai api key for the agent configurations\n", + "openai_api_key = \"...\"\n", + "config_list = [\n", + " {\n", + " \"model\": \"gpt-4-turbo\",\n", + " \"api_key\": openai_api_key,\n", + " \"tags\": [\"gpt-4\", \"tool\"]\n", + " }\n", + "]\n", + "\n", + "# Create the agent that uses the LLM.\n", + "assistant = ConversableAgent(\"agent\", llm_config={\"config_list\": config_list})\n", + "\n", + "# Create the agent that represents the user in the conversation.\n", + "user_proxy = UserProxyAgent(\"user\", code_execution_config=False)\n", + "\n", + "# Let the assistant start the conversation. It will end when the user types \"exit\".\n", + "assistant.initiate_chat(user_proxy, message=\"How can I help you today?\")\n", + "\n", + "# Close your AgentOps session to indicate that it completed.\n", + "agentops.end_session(\"Success\")\n", + "print('Success! Visit your AgentOps dashboard to see the replay')" + ] + }, + { + "cell_type": "markdown", + "id": "7b422137-903a-41ef-a4ca-95b50aea4138", + "metadata": {}, + "source": [ + "You can view data on this run at [app.agentops.ai](app.agentops.ai).\n", + "\n", + "The dashboard will display LLM events for each message sent by each agent, including those made by the human user." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "72993a75-1031-4874-aa26-0ef816a3256c", + "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": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/autogen/MathAgent.ipynb b/examples/autogen/MathAgent.ipynb new file mode 100644 index 00000000..5dbc5557 --- /dev/null +++ b/examples/autogen/MathAgent.ipynb @@ -0,0 +1,321 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "bb6538d8-2a5d-4a99-b2c1-7130963e4f7b", + "metadata": {}, + "source": [ + "# Adding AgentOps to an existing Autogen service\n", + "\n", + "\n", + "To get started, you'll need to install the AgentOps package and [set an API key](app.agentops.ai).\n", + "\n", + "AgentOps automatically configures itself when it's initialized meaning your agent run data will be tracked and logged to your AgentOps account right away." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d93f2339-7b99-4cf1-9232-c24faba49c7b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "πŸ–‡ AgentOps: \u001b[34m\u001b[34mSession Replay: https://app.agentops.ai/drilldown?session_id=51556b00-428b-4cae-b815-1320ebc7e810\u001b[0m\u001b[0m\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AgentOps is now running. You can view your session in the link above\n" + ] + } + ], + "source": [ + "from typing import Annotated, Literal\n", + "from autogen import ConversableAgent, UserProxyAgent, config_list_from_json, register_function\n", + "import agentops\n", + "\n", + "agentops.init(api_key=\"...\", tags=[\"autogen-tool-example\"])\n", + "\n", + "print('AgentOps is now running. You can view your session in the link above')" + ] + }, + { + "cell_type": "markdown", + "id": "7858f0f6-9aca-4cdb-a514-9fbf7e353d50", + "metadata": {}, + "source": [ + "AutoGen will now start automatically tracking\n", + "\n", + "* LLM prompts and completions\n", + "* Token usage and costs\n", + "* Agent names and actions\n", + "* Correspondence between agents\n", + "* Tool usage\n", + "* Errors" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2962d990-f7ef-43d8-ba09-d29bd8356d9f", + "metadata": {}, + "outputs": [], + "source": [ + "# Define an openai api key for the agent configurations\n", + "openai_api_key = \"...\"\n", + "config_list = [\n", + " {\n", + " \"model\": \"gpt-4-turbo\",\n", + " \"api_key\": openai_api_key,\n", + " \"tags\": [\"gpt-4\", \"tool\"]\n", + " }\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9e4dfe37-85e0-4035-a314-3459c6e378c4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "πŸ–‡ AgentOps: Cannot start session - session already started\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "What is (1423 - 123) / 3 + (32 + 23) * 5?\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/reibs/Projects/autogen/autogen/agentchat/conversable_agent.py:2489: UserWarning: Function 'calculator' is being overridden.\n", + " warnings.warn(f\"Function '{tool_sig['function']['name']}' is being overridden.\", UserWarning)\n", + "/Users/reibs/Projects/autogen/autogen/agentchat/conversable_agent.py:2408: UserWarning: Function 'calculator' is being overridden.\n", + " warnings.warn(f\"Function '{name}' is being overridden.\", UserWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mAssistant\u001b[0m (to User):\n", + "\n", + "\u001b[32m***** Suggested tool call (call_pSJXJKu1qbfRV4SVNHzTaG1z): calculator *****\u001b[0m\n", + "Arguments: \n", + "{\"a\": 1423, \"b\": 123, \"operator\": \"-\"}\n", + "\u001b[32m***************************************************************************\u001b[0m\n", + "\u001b[32m***** Suggested tool call (call_kHRXi8vq5XsZSrGDnVTA1oy7): calculator *****\u001b[0m\n", + "Arguments: \n", + "{\"a\": 32, \"b\": 23, \"operator\": \"+\"}\n", + "\u001b[32m***************************************************************************\u001b[0m\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[35m\n", + ">>>>>>>> EXECUTING FUNCTION calculator...\u001b[0m\n", + "\u001b[35m\n", + ">>>>>>>> EXECUTING FUNCTION calculator...\u001b[0m\n", + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "\u001b[32m***** Response from calling tool (call_pSJXJKu1qbfRV4SVNHzTaG1z) *****\u001b[0m\n", + "1300\n", + "\u001b[32m**********************************************************************\u001b[0m\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "\u001b[32m***** Response from calling tool (call_kHRXi8vq5XsZSrGDnVTA1oy7) *****\u001b[0m\n", + "55\n", + "\u001b[32m**********************************************************************\u001b[0m\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33mAssistant\u001b[0m (to User):\n", + "\n", + "\u001b[32m***** Suggested tool call (call_srDG3bYDpkdoIVn1mVVJNTJj): calculator *****\u001b[0m\n", + "Arguments: \n", + "{\"a\": 1300, \"b\": 3, \"operator\": \"/\"}\n", + "\u001b[32m***************************************************************************\u001b[0m\n", + "\u001b[32m***** Suggested tool call (call_jXJHjxZlnsHEbLaG4hQXUX1v): calculator *****\u001b[0m\n", + "Arguments: \n", + "{\"a\": 55, \"b\": 5, \"operator\": \"*\"}\n", + "\u001b[32m***************************************************************************\u001b[0m\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[35m\n", + ">>>>>>>> EXECUTING FUNCTION calculator...\u001b[0m\n", + "\u001b[35m\n", + ">>>>>>>> EXECUTING FUNCTION calculator...\u001b[0m\n", + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "\u001b[32m***** Response from calling tool (call_srDG3bYDpkdoIVn1mVVJNTJj) *****\u001b[0m\n", + "433\n", + "\u001b[32m**********************************************************************\u001b[0m\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "\u001b[32m***** Response from calling tool (call_jXJHjxZlnsHEbLaG4hQXUX1v) *****\u001b[0m\n", + "275\n", + "\u001b[32m**********************************************************************\u001b[0m\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33mAssistant\u001b[0m (to User):\n", + "\n", + "\u001b[32m***** Suggested tool call (call_jKyiL6oizDZPfX16hhVi6pa3): calculator *****\u001b[0m\n", + "Arguments: \n", + "{\"a\":433,\"b\":275,\"operator\":\"+\"}\n", + "\u001b[32m***************************************************************************\u001b[0m\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[35m\n", + ">>>>>>>> EXECUTING FUNCTION calculator...\u001b[0m\n", + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "\u001b[33mUser\u001b[0m (to Assistant):\n", + "\n", + "\u001b[32m***** Response from calling tool (call_jKyiL6oizDZPfX16hhVi6pa3) *****\u001b[0m\n", + "708\n", + "\u001b[32m**********************************************************************\u001b[0m\n", + "\n", + "--------------------------------------------------------------------------------\n", + "\u001b[31m\n", + ">>>>>>>> USING AUTO REPLY...\u001b[0m\n", + "\u001b[33mAssistant\u001b[0m (to User):\n", + "\n", + "The result of the expression \\((1423 - 123) / 3 + (32 + 23) * 5\\) is 708. \n", + "\n", + "'TERMINATE'\n", + "\n", + "--------------------------------------------------------------------------------\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "πŸ–‡ AgentOps: This run's cost $0.000600\n", + "πŸ–‡ AgentOps: \u001b[34m\u001b[34mSession Replay: https://app.agentops.ai/drilldown?session_id=51556b00-428b-4cae-b815-1320ebc7e810\u001b[0m\u001b[0m\n" + ] + } + ], + "source": [ + "Operator = Literal[\"+\", \"-\", \"*\", \"/\"]\n", + "\n", + "def calculator(a: int, b: int, operator: Annotated[Operator, \"operator\"]) -> int:\n", + " if operator == \"+\":\n", + " return a + b\n", + " elif operator == \"-\":\n", + " return a - b\n", + " elif operator == \"*\":\n", + " return a * b\n", + " elif operator == \"/\":\n", + " return int(a / b)\n", + " else:\n", + " raise ValueError(\"Invalid operator\")\n", + "\n", + "# Create the agent that uses the LLM.\n", + "assistant = ConversableAgent(\n", + " name=\"Assistant\",\n", + " system_message=\"You are a helpful AI assistant. \"\n", + " \"You can help with simple calculations. \"\n", + " \"Return 'TERMINATE' when the task is done.\",\n", + " llm_config={\"config_list\": config_list},\n", + ")\n", + "\n", + "# The user proxy agent is used for interacting with the assistant agent\n", + "# and executes tool calls.\n", + "user_proxy = ConversableAgent(\n", + " name=\"User\",\n", + " llm_config=False,\n", + " is_termination_msg=lambda msg: msg.get(\"content\") is not None and \"TERMINATE\" in msg[\"content\"],\n", + " human_input_mode=\"NEVER\",\n", + ")\n", + "\n", + "assistant.register_for_llm(name=\"calculator\", description=\"A simple calculator\")(calculator)\n", + "user_proxy.register_for_execution(name=\"calculator\")(calculator)\n", + "\n", + "# Register the calculator function to the two agents.\n", + "register_function(\n", + " calculator,\n", + " caller=assistant, # The assistant agent can suggest calls to the calculator.\n", + " executor=user_proxy, # The user proxy agent can execute the calculator calls.\n", + " name=\"calculator\", # By default, the function name is used as the tool name.\n", + " description=\"A simple calculator\", # A description of the tool.\n", + ")\n", + "\n", + "# Let the assistant start the conversation. It will end when the user types \"exit\".\n", + "user_proxy.initiate_chat(assistant, message=\"What is (1423 - 123) / 3 + (32 + 23) * 5?\")\n", + "\n", + "agentops.end_session(\"Success\")" + ] + }, + { + "cell_type": "markdown", + "id": "f67b0305-1247-489e-b1b0-829127af76d3", + "metadata": {}, + "source": [ + "You can see your run in action at [app.agentops.ai](app.agentops.ai). In this example, the AgentOps dashboard will show:\n", + "\n", + "* Agents talking to each other\n", + "* Each use of the calculator tool\n", + "* Each call to OpenAI for LLM use" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0b8919ec-ff81-4c94-95de-0d2c5dabbdd9", + "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": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}