diff --git a/examples/langgraph-agent/agent.ipynb b/examples/langgraph-agent/agent.ipynb index 6d6dd3bb..54fe4b20 100644 --- a/examples/langgraph-agent/agent.ipynb +++ b/examples/langgraph-agent/agent.ipynb @@ -22,21 +22,10 @@ ] }, { + "metadata": {}, "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], + "execution_count": null, "source": [ "import asyncio\n", "import json\n", @@ -58,10 +47,10 @@ ] }, { - "cell_type": "code", - "execution_count": 2, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "def setup_logging():\n", " logger = logging.getLogger()\n", @@ -78,8 +67,8 @@ ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## LangSmith integration (Optional)\n", "\n", @@ -89,18 +78,18 @@ ] }, { - "cell_type": "code", - "execution_count": 3, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "os.environ['LANGCHAIN_TRACING_V2'] = 'false'\n", "os.environ['LANGCHAIN_PROJECT'] = 'Graphiti LangGraph Tutorial'" ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Configure Graphiti\n", "\n", @@ -114,10 +103,10 @@ ] }, { - "cell_type": "code", - "execution_count": 4, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "# Configure Graphiti\n", "\n", @@ -138,8 +127,8 @@ ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Generating a database schema \n", "\n", @@ -149,10 +138,10 @@ ] }, { - "cell_type": "code", - "execution_count": 5, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "# Note: This will clear the database\n", "await clear_data(client.driver)\n", @@ -160,8 +149,8 @@ ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Load Shoe Data into the Graph\n", "\n", @@ -172,10 +161,10 @@ ] }, { - "cell_type": "code", - "execution_count": 6, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "async def ingest_products_data(client: Graphiti):\n", " script_dir = Path.cwd().parent\n", @@ -198,8 +187,8 @@ ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Create a user node in the Graphiti graph\n", "\n", @@ -207,10 +196,10 @@ ] }, { - "cell_type": "code", - "execution_count": 8, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "from graphiti_core.search.search_config_recipes import NODE_HYBRID_SEARCH_EPISODE_MENTIONS\n", "\n", @@ -235,20 +224,20 @@ ] }, { - "cell_type": "code", - "execution_count": 9, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "def edges_to_facts_string(entities: list[EntityEdge]):\n", " return '-' + '\\n- '.join([edge.fact for edge in entities])" ] }, { - "cell_type": "code", - "execution_count": 10, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "from langchain_core.messages import AIMessage, SystemMessage\n", "from langchain_core.tools import tool\n", @@ -259,8 +248,8 @@ ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## `get_shoe_data` Tool\n", "\n", @@ -268,10 +257,10 @@ ] }, { - "cell_type": "code", - "execution_count": 17, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "@tool\n", "async def get_shoe_data(query: str) -> str:\n", @@ -289,38 +278,25 @@ ] }, { - "cell_type": "code", - "execution_count": 18, "metadata": {}, + "cell_type": "code", "outputs": [], - "source": [ - "llm = ChatOpenAI(model='gpt-4o-mini', temperature=0).bind_tools(tools)" - ] + "execution_count": null, + "source": "llm = ChatOpenAI(model='gpt-4o-mini', temperature=0).bind_tools(tools)" }, { + "metadata": {}, "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'messages': [ToolMessage(content=\"-jess is interested in buying a pair of Men's SuperLight Wool Runners - Dark Grey (Medium Grey Sole)\\n- jess is interested in buying a pair of shoes.\\n- jess is interested in buying a pair of shoes.\\n- jess is interested in buying a pair of TinyBirds Wool Runners - Little Kids - Natural Black (Blizzard Sole)\\n- jess is interested in buying a pair of shoes.\\n- jess is interested in buying a pair of Anytime No Show Sock - Rugged Beige\\n- jess is interested in buying a pair of Women's Tree Breezers Knit - Rugged Beige (Hazy Beige Sole)\\n- Women's Tree Breezers Knit - Rugged Beige (Hazy Beige Sole) has a SKU of A10938W050.\\n- jess is interested in buying a pair of Men's Couriers - Natural Black/Basin Blue (Blizzard Sole)\\n- Women's Tree Breezers Knit - Rugged Beige (Hazy Beige Sole) has a variant ID of 40832464322640.\", name='get_shoe_data', tool_call_id='call_De26KzGhmXJUcljY70TVwYFR')]}" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], + "execution_count": null, "source": [ "# Test the tool node\n", "await tool_node.ainvoke({'messages': [await llm.ainvoke('wool shoes')]})" ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Chatbot Function Explanation\n", "\n", @@ -336,10 +312,10 @@ ] }, { - "cell_type": "code", - "execution_count": 24, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "class State(TypedDict):\n", " messages: Annotated[list, add_messages]\n", @@ -396,8 +372,8 @@ ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Setting up the Agent\n", "\n", @@ -411,10 +387,10 @@ ] }, { - "cell_type": "code", - "execution_count": 25, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "graph_builder = StateGraph(State)\n", "\n", @@ -444,36 +420,23 @@ ] }, { - "cell_type": "markdown", "metadata": {}, - "source": [ - "Our LangGraph agent graph is illustrated below." - ] + "cell_type": "markdown", + "source": "Our LangGraph agent graph is illustrated below." }, { + "metadata": {}, "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/jpeg": 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ERAREQEREBcjWH9Ur3+Qz/NuXXWKqpo6ymmp5m74pWGN7fZaRghZ0Tm1RVuWES0//AEDbfyaL/YFvqMuqL1pM0dn6kqb8G7aeCqt8ke4sDHFrpmvc3o+UbhuJ2ucAAQXBq2+tr/8AA25+dUf169aaYqmZiqLcY9Vs7aLidbX/AOBtz86o/r062v8A8Dbn51R/XrHR/uj+VPqWdtFXVg4z0uqNaag0la7JW1mobAIjcaJlTS7oBIMt5mbDvYO0naeRweSlXW1/+Btz86o/r00f7o/lT6lnbRcTra//AANufnVH9enW1/8Agbc/OqP69NH+6P5U+pZ8at/uP870fzoVgquoDcLtqa3Q3i0VFkt9NiujlmkZI2aZrmsbG57HFrCHSNcGk5eftftXKxVy5RMWpoib2SdwiIuJBERAREQEREBERAREQEREBERAREQEREBcm5XaY1DaC2xdNVydIx1TtEkNE4R7mumG5pOS6PDAdxD8jABcMV1rKy4Ty2u2Pmo5nQiR116BskMP2QNLG7iA6UtEmOTmsLQXggta/oW61UdojmZR00dM2aaSolEbcb5HuLnvPskk9qDDarJT2p004Amr6kRmrrHNAkqHMYGBzsAAch2AADJwBkrooiAtS7mubaa02tlPJcxA80rKtzmwul2nYHloJDd2MkAnGcArbRB/Pfwb/Bj4x8PPChuup67UenK+ennY7Ue2sqSayGr3SP2ZgG54I3AO2jc1vPHNf0IVd6Mx68PEfBOejtmRj/oyKxEBERBrXK2Ud6t1Vb7hSQV1BVROhnpamMSRTRuGHMe1wIc0gkEHkQVywy52Wv8AJdJdbbU1A8g7WyW+Pou49srC9o5HLwZDzLQA3uog1LVdaK+22luNuqoa6gqoxLBU07w+ORhGQ5pHIgrbXCutsraB9RcrKTLViAsFrlm6Oknd0m8uPkkskOZBvHI7/LDtrdu/bbzR3eStjpZukkoqg0tTGWlropA1rtrgQCMtcxwPYWuaRkEFBvIiICIiAiIgIiICIiAtPraj90MW4qy1HqO16RslZeL1XQW210jOknqqh+1jG9nM/GSAB2kkAc0Fg9bUfuhidbUfuhipS2cctEXXT13vkd68Wtdpax9bPX0k9J0QfnYdsrGuduIw3aDk8hkr4ouPOhK/T94vTL8IaCzmIXA1VLPTy0okIEbnxSMbI1rieTtuDgnOAUF3dbUfuhidbUfuhio6LjtpC4WrUFXba6aunstEa+ejNFURTPhwdr42OjDpGOLSA9gc341Ev+JOhunAyl1rSvZZLhUR0seLva699HBUyta8tLo4Q6SPG4CVg2E7fK5gIPT3W1H7oYubcb46epjpLfVRU72ujknqJ4HPZ0W7ymM5tBeQCAckM5FwPJrqg1Nx80LpG8XK1XO9mCvtj4218bKOolFIHsZI18rmRuaxha9p3uIbnIzkHEot2rrPcNQ1lgpK0T3SjpYa2aFrXENhlLxG8PxtduMb+wk8ufaEE/tRtFkoIqKhMdPTRZ2saSeZJLnEnm5xJJLjkkkkkklbXW1H7e1UlVceNDUmmrJfn3svt17a59uEFHPLPUtb9s5sDYzLhveduBkZxkKU6W1VaNa2SmvFjr4rlbajPR1EJ5EgkOBB5ggggggEEEEILQREQEREFfaJcZeK/Eh4ztjfboM88bhTbz/4kb+tWCq+4PP61i1dqHkY71qCqkhdtA3RU4ZRMdy7Q4Um8HvDwe9WCgIiICIiAufc7QK+ekqY55aarpHOfE9j3BjssLS2RoI3s552nva0jBAK6CIORbb451NHFdGRUN0ZGw1MEMjpYmvI59HIWt3tznBLWnGMtaeS2+tqP3QxR6/t3XOXmRjaeX+QVZWzjxoW7aljsNNf4n3KSodSxHoZRTzTAkGOOoLBE9+QRta4nIIwgu7raj90MTraj90MVHUvhAaBrbzDa4b+HVUtc+1hxpJxC2rbI6MwPlMexkhc0gNc4FwILchwJ4nGvwitOcLbJqWmgudPNq2222SrhoH0088TJSwmFs7oxtjDzjAc9pIIx2hB6PiuNNPIGRzNc89gC2VBdD1slzhtNZKGtlqKdsrgwYaC6PJx8XNTpAREQEREBecvCK01ddQ6KtdRabdJepLNfKC8VFpiI310EEwfJE0OIBdjygD2loC9GqI9S1vtB/aHpQeeOJl9r+LOjaSts2kNStGnL7bLzNbrrbXUctxiim3SxQskIL3NaN2CACQ0AuUD4t2i/wDFY8QNUWjSl9orc7TlFZaemr7dJDWXCcV4nc5lOR0m2NhxkgZ3OxkDK9h9S1vtB/aHpTqWt9oP7Q9KCktVaYud149y1FPRT+JVGhq23+PGJ3QCd1VEWRukxjdjcQ3OcZKryobedQeB7No9mlNQ0morJa7Zbp6KptkrTPLFLE15gIBEzQIi7czIwQV6w6lrfaD+0PSnUtb7Qf2h6UHnW46ZudVWeEg4WmrkZdqKKKgIpnkVpFqEZbFy+yYfluG58rl2rR0Y+8cNNaUV1uGmL9coLtoy0UUXV1A+Z0dXT9L0kE3tLj0rfKk2t7cuGCvRNoHW/jjKRzKl9HUvpagMIBilbgljh3HDmn4wQewrf6lrfaD+0PSg8PaK4fXnS1t4aX3UVg1obQzShs9TTaakrKe4W+qFU+UGWGBzJSx7XAHkcFjSQORXp/hBpy06d0cx1ntd3s8NwqZa+amvs0ktb0r3eU+UyPe7c7Adguzz54OVYXUtb7Qf2h6V+iy1uf5g/tD0oJaiIgKI8UtR1en9Izx2l7G6hub22y0h4Lh43KCGOIHa1gDpXf8AJG7mMZUuVd6bxxA19Vamcd9jsRltlnBHkzVGdtXVD2QCPF2HkRsnIy2QFBL9K6bo9HaZtVitzXNobbSx0kAecu2MaGguPeTjJPecrqoiAiIgIiICIiCEa1o5bgy50sExppp4HRMmb2xuczAd+gnK8lcHeHlvit2j9Jao0pxBiv8AZJ4emfLX10ljjmpjvjqGOM3QFjnMaWtaMguA2gAr2Xd7ZU1NfJJHEXMIGDkewtLqWt9oP7Q9KDylU6Qvj/B4v9Cyx3HrN+uHV0NL4pJ05i68ZIJWsxu29Hl+7GNvPsWjrCK+aS0nxz0jNo3UV3uep6i419sudptr6unqoqiBrY2Okb9o6PaWbHYOGjaHZ5+tIrbVmrnpxTzb2NbIXOadhDsgBruwkbTkA5GRnGRnP1LW+0H9oelBzuHkMlPb7FFKx0crKSNrmPGHNIiwQR3FT9R202yqp7hFJJEWsGcnI9gqRICIiAiIgIiICIiAiIgjtTXCx6vgFVcttLemtpqSh8T5CqjZJI9xmb3viaBtf7T5J5kGRLn363zXS0z09NW1FvqDtfHU0u3pGua4OHJw2kHGCDyIJHeuZaeIFjudZa7bLXQ2vUFxohXxWC4yshuLYjnJdTl27ySHAkZblp5lBI0REBEXM1LqKi0nY6u7XB7m01O0EtYMvkcSGsjY38J73FrWtHMucAOZQRviLeayqkotIWSqkpL5emv31kH29uo246ap+J3Nscfb9kkYcFrH4ldotNJYbVR223wNpaGkhbBBCzOGMaAGgZ9gBR7QGna2gjrb5e2BupbyWS1kYkEjaSNuehpGOAwWRBzuY5Oe+V/LfgS1AREQEREBERAREQEREEdEGziCZhS3AiS1hjqrpP5GNspIZs9s8snP+EY7lIlHHwN9cSGbxe57xans8YDv5CB0zDtI9t7wf8IcpGgIiICIiAiIgIiICIiAuHdtcadsNU6muN8t9DUtALoZ6ljHtyMjLScjPcsur7nLZNJ3q4wHE1JRT1DCRnDmRucOXfzC4ditsFqtcEELfwQ98h5uleebnuJ5uc4kkk5JJK68LCpqpz69mzUvjLkcQNT6S11o26WKHiFHp2asjDY7pZ7o2Cqp3Bwc1zHtcCOYAIyMgkd68Q+C9wxuHBjwwbhctU6jor5bZqCsnj1R48Jo6uSRzfKkeXEtlJLsh/MnJ5ggn+gqLfosHdPOPRdTD66mjvhRafPI/SnrqaO+FFp88j9KzImiwd0849DUw+upo74UWnzyP0qCx8QdNa1126uuN+t1Np/T8xjt1NUVDGmtrNo3VZaTnZGC6OPOMuMr8ECF6sBE0WDunnHoame06407fqptNbr5b66pcCWwwVLHvdgZOGg5OO9dxQ2+22G62ueCZv4JeyQcnRvHNr2kc2uaQCCCCCAu3pC5y3rSdluM53TVdFBUPOMZc+Nrjy7uZWjFwqaac+jZs1p4w66Ii5EEREBERARaV2vdvsNKam511Nb6cHHS1UrY259jJI5qLycZ9GRnHXcb+eMxwyvH6w0hb8PAxcWL4dEzwiZW0ymqKD+vVoz35/0s30E9erRnvz/pZvoLb0PKe6q5SWlEZPCE4UeuRC71xdPbxa3x9ONR0nigPTM8gs6T+d7wf8IIVzL+btx8HTR9V4ZrNTiqiPDaWTryVvi8m0VWcmm2bM7TJ5fZjacZyF7q9erRnvz/AKWb6CdDynuquUlpThFB/Xq0Z78/6Wb6C+mcaNGPOOu2M+OSCVg/WWgJ0PKe6q5SWlNkWjaL7bdQU3jFsr6a4QZwZKWVsjQfYJB5H4lvLkmJpm0xaUERFAREQEREEc4kfe71T+aqr5lyxUv3LD+IP4LLxI+93qn81VXzLlipfuWH8QfwXo4XUxxn7QvYyosNa+eKjnfSwsqKlsbjFFJJ0bXvx5LS7B2gnAzg49grzvwq4+aot/Ab1Y64tMdfK+pdS251vrWy1N0qZK2WBkHRdFGyLDtjAdzstBcQMYSZiEejkVKVnhISaMbqKn19paXTV1tVqZeYaWgrm3BldA6UQBscgYzEnTOjYWuA5yNIJByvi58ZNQGmvmndT6Wk0VfarTtbdLTNS3RtYyUQsxI3pGsYY5oy+N2Bkc8hxwmdAu5F5+svHC8ad0bwfsdFZTqrU2pNNQVxmud2bRtmMdPCZPs0jXmWZxkzt7TzJI7VflLJJLTRPmi6CVzA58W4O2OI5tyORx2ZSJuFV9yzfiH+Cy8N/vd6W/NVL8y1Yqr7lm/EP8Fl4b/e70t+aqX5lqYvUzxj7Sy7EjREXnMRERAUV4ha4Zoq1xuijZU3OqJZS073YBIxue7v2tyM47cgcs5UqXnzibcn3TiLdWPJMduZDRxjuGY2yuI/zMoB/EHsL1fZuS05VlGbXsiLz+cZVHa2We7XB1fcZ319e7+3nOdo9hg7GN/5W4H6ea/ERfQoiKYiI2MJm4i+ZpmU8L5ZHBkbGlznOOAAOZJVL2fwnLVdrrbGimoG2m51cdHTSxXmCWuBkdtjfLSDymNJIz5RLQckDnjViY2HhTEVza4upFU8PG+vNMbpPpYwadivLrNUV/WDXSMeKk07ZWxbPKZu25y4EEnAcBk87irxTvVTpfXsGl7LPNR2alnpaq/MrxTOp6gRbndC3G55j3Ak5bzyBkhaqsqw4pmqJ8p/PqLpRaNhkfNYrdJI5z5H00bnOcckktGSSt5dUTeLo/aR81tr2V9BPJQV7PtaiA4cficOx7eQ8lwIV78Otdt1pbZW1EbKe7Um1tVBGfIIOdsjM89rtrsA8wWuGTjJodd/hzcX2riFZix2GVvS0Uox2tMbpG/qdG39oryfaeSUZRgVV2/VTF4nh2M4m+p6HREXz4EREBERBHOJH3u9U/mqq+ZcsVL9yw/iD+Cy8SPvd6p/NVV8y5YqX7lh/EH8F6OF1McZ+0L2Mq870HALWUXDaq0LNcbHFQWm49babu8RmfUCoZWmriFTCWhoaCSwljiSDkc16IRJi6PPWpPB+1XxbqNR3XW9ys9qu1TZGWa1QWEy1EFIW1LKrxiR0rWF7jNDD5IAAawjJJyuxDwm1nr3Vjb5xArLHSGhslbaLfS6edNK3fVBjZ6h7pWtIO2NobGAQOflFXaimbA87X3gzxBvHBXT2gauh0LeW0FtNskqbgaoGExsbHTVUBDCWytY3c4cvKPkvA7b00paKjT+lrPa6yvkulXRUcNNNXTfb1L2MDXSO5nm4gk/5rqorEWGKq+5ZvxD/BZeG/3u9Lfmql+ZasVV9yzfiH+Cy8N/vd6W/NVL8y1MXqZ4x9pZdiRoiLzmIiIgLz5xOtj7XxFur3AiO4sirI3dxIjbC4D/AC6NpP449leg1F9f6Ii1pa2MZI2muNMS+lqXN3BpONzXd+1wAB/yB7QF6vs3Kqclx86vZMWn84wrztdbpBZbfNW1ImMEIy4U8Ek7+3HJkbXOd29wKjA4t6fP9lfP06duA/8A4KaXCGey3E2+5wPt9cOyGbkJB/ijd2Pb8bc+wcHkvlfvpzqoiqiYtP1/tha21DRxF09qA9V9DeT47/JsS2KuiZ5fk83uhDWjn2kgDvK4fDzResNFRWqwzv0/XadtuYo68slFdJA0Ho2lmNjXDyQXbjkN7MnKs5FjopqqiqqdcbtXqip5+E13k4ZXPToqaLx2pv5ujJC9/RiI3BtTgnZndsGMYxu78c1oak4WayZb9dWSwVVklsWqH1FTuuTpmVFLNOwNkaNjXNc0kZBOC3J5OxzudFrnJsOYt4W+mv1VCoeIlm09BFa6pl3dU0TG08rqexV0sZc0AHa9sJa4ZHIg4KyO4tafYcGK+dgPLT1wPb/2FMUW3NxI1RMcv9RpWa709+tsNdSCdsEudoqaaSnk5Eg5jka1w5g9oGRzHIhS3hxbX3XiHZg0ZjoelrZTnsAjdG0fpdID/wDU+wuBRRT3avbQW6nkuFc7+wgGdvxvPYxvxuIH6VfPDzQrNF22QzSMqLrV7XVVRGMN5Z2xtzz2t3OxnmSXHlnA832lldOT4E0TP6qotbjtlnEW1pYiIvn4IiICIiDk6utkl70perdCMzVdFNTsBOPKfG5o593MrhWK5wXW2wywuw5rQyWJ3J8TxycxzTza4EEEEdyma4t20Vp6/wBQai52K23Cc4BlqqSORxxyHMgnkuvCxaaacyvZt1L4S1kWH1rNGfBKyfu+L6KetZoz4JWT93xfRW7S4O+eUeq6mZFh9azRnwSsn7vi+inrWaM+CVk/d8X0U0uDvnlHqamZFh9azRnwSsn7vi+inrWaM+CVk/d8X0U0uDvnlHqamrfbnBarbNLM7ynNLI4m83yvPJrGtHNziSAAB3ru6Rtktk0pZbdMMTUlFBTvAOfKZG1p59/MLHadFaesFQKi2WK22+cZAlpaSONwzyPMAHmu0tOLi01U5lGzbrTwgREXIgiIgIiINS6WihvdI6luNFT19K7mYaqJsjD+hwIUZk4P6NkOTYKZvfhhcwfqBAUxRbqMfFwotRVMcJmFvMIX6zWjPeKH5ST6Ses1oz3ih+Uk+kpoi29LynvKucl53oX6zWjPeKH5ST6Ses1oz3ih+Uk+kpoidLynvKucl53oX6zWjPeKH5ST6S+mcHtGxnPUFO74nue4fqJwpkidLyjvKucl53tK1Wa32KlFNbaGnoKcHPRU0TY259nAAW6iLlmZqm8oIiKAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIg//Z", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], + "execution_count": null, "source": [ "with suppress(Exception):\n", " display(Image(graph.get_graph().draw_mermaid_png()))" ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Running the Agent\n", "\n", @@ -481,26 +444,10 @@ ] }, { + "metadata": {}, "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'messages': [HumanMessage(content='What sizes do the TinyBirds Wool Runners in Natural Black come in?', additional_kwargs={}, response_metadata={}, id='3285b0ce-b976-4e8b-bf28-66ca66c36a92'),\n", - " AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_AVFKkkU9A6q5n5aEKBH1mHXR', 'function': {'arguments': '{\"query\":\"TinyBirds Wool Runners Natural Black\"}', 'name': 'get_shoe_data'}, 'type': 'function'}], 'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 23, 'prompt_tokens': 290, 'total_tokens': 313, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_0705bf87c0', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-48bec7e1-170e-4e07-a587-4bb31125e236-0', tool_calls=[{'name': 'get_shoe_data', 'args': {'query': 'TinyBirds Wool Runners Natural Black'}, 'id': 'call_AVFKkkU9A6q5n5aEKBH1mHXR', 'type': 'tool_call'}], usage_metadata={'input_tokens': 290, 'output_tokens': 23, 'total_tokens': 313, 'input_token_details': {'audio': 0, 'cache_read': 0}, 'output_token_details': {'audio': 0, 'reasoning': 0}}),\n", - " ToolMessage(content=\"-jess is interested in buying a pair of TinyBirds Wool Runners - Little Kids - Natural Black (Blizzard Sole)\\n- jess is interested in buying a pair of Men's Couriers - Natural Black/Basin Blue (Blizzard Sole)\\n- jess is interested in buying a pair of Men's SuperLight Wool Runners - Dark Grey (Medium Grey Sole)\\n- Women's Tree Breezers Knit - Rugged Beige (Hazy Beige Sole) has a variant ID of 40832464322640.\\n- Women's Tree Breezers Knit - Rugged Beige (Hazy Beige Sole) has a SKU of A10938W050.\\n- Women's Tree Breezers Knit - Rugged Beige (Hazy Beige Sole) has a compare at price of None.\\n- jess is interested in buying a pair of Women's Tree Breezers Knit - Rugged Beige (Hazy Beige Sole)\\n- jess is interested in buying a pair of Anytime No Show Sock - Rugged Beige\\n- jess is interested in buying a pair of shoes.\\n- jess is interested in buying a pair of shoes.\", name='get_shoe_data', id='74d4d3c2-8b68-4969-95b1-5e42b27dc2dd', tool_call_id='call_AVFKkkU9A6q5n5aEKBH1mHXR'),\n", - " AIMessage(content=\"The TinyBirds Wool Runners in Natural Black are available in little kids' sizes. Could you please let me know what size you need? Also, do you have any other preferences like color or style?\", additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 43, 'prompt_tokens': 565, 'total_tokens': 608, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}, 'model_name': 'gpt-4o-mini-2024-07-18', 'system_fingerprint': 'fp_0705bf87c0', 'finish_reason': 'stop', 'logprobs': None}, id='run-70106127-cb1d-46b4-8c7a-80bd3ac9e454-0', usage_metadata={'input_tokens': 565, 'output_tokens': 43, 'total_tokens': 608, 'input_token_details': {'audio': 0, 'cache_read': 0}, 'output_token_details': {'audio': 0, 'reasoning': 0}})],\n", - " 'user_name': 'jess',\n", - " 'user_node_uuid': '1dd451d6-8305-47eb-b5c1-8bab799592f1'}" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], + "execution_count": null, "source": [ "await graph.ainvoke(\n", " {\n", @@ -518,8 +465,8 @@ ] }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Viewing the Graph\n", "\n", @@ -527,32 +474,15 @@ ] }, { + "metadata": {}, "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 850 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "display(Image(filename='tinybirds-jess.png', width=850))" - ] + "outputs": [], + "execution_count": null, + "source": "display(Image(filename='tinybirds-jess.png', width=850))" }, { - "cell_type": "markdown", "metadata": {}, + "cell_type": "markdown", "source": [ "## Running the Agent interactively\n", "\n", @@ -560,10 +490,10 @@ ] }, { - "cell_type": "code", - "execution_count": 17, "metadata": {}, + "cell_type": "code", "outputs": [], + "execution_count": null, "source": [ "conversation_output = widgets.Output()\n", "config = {'configurable': {'thread_id': uuid.uuid4().hex}}\n", @@ -582,14 +512,14 @@ "\n", " try:\n", " async for event in graph.astream(\n", - " graph_state,\n", - " config=config,\n", + " graph_state,\n", + " config=config,\n", " ):\n", " for value in event.values():\n", " if 'messages' in value:\n", " last_message = value['messages'][-1]\n", " if isinstance(last_message, AIMessage) and isinstance(\n", - " last_message.content, str\n", + " last_message.content, str\n", " ):\n", " conversation_output.append_stdout(last_message.content)\n", " except Exception as e:\n", @@ -633,7 +563,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.7" + "version": "3.12.4" } }, "nbformat": 4, diff --git a/graphiti_core/llm_client/openai_generic_client.py b/graphiti_core/llm_client/openai_generic_client.py new file mode 100644 index 00000000..2b3a682e --- /dev/null +++ b/graphiti_core/llm_client/openai_generic_client.py @@ -0,0 +1,162 @@ +""" +Copyright 2024, Zep Software, Inc. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +""" + +import json +import logging +import typing +from typing import ClassVar + +import openai +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletionMessageParam +from pydantic import BaseModel + +from ..prompts.models import Message +from .client import LLMClient +from .config import LLMConfig +from .errors import RateLimitError, RefusalError + +logger = logging.getLogger(__name__) + +DEFAULT_MODEL = 'gpt-4o-mini' + + +class OpenAIGenericClient(LLMClient): + """ + OpenAIClient is a client class for interacting with OpenAI's language models. + + This class extends the LLMClient and provides methods to initialize the client, + get an embedder, and generate responses from the language model. + + Attributes: + client (AsyncOpenAI): The OpenAI client used to interact with the API. + model (str): The model name to use for generating responses. + temperature (float): The temperature to use for generating responses. + max_tokens (int): The maximum number of tokens to generate in a response. + + Methods: + __init__(config: LLMConfig | None = None, cache: bool = False, client: typing.Any = None): + Initializes the OpenAIClient with the provided configuration, cache setting, and client. + + _generate_response(messages: list[Message]) -> dict[str, typing.Any]: + Generates a response from the language model based on the provided messages. + """ + + # Class-level constants + MAX_RETRIES: ClassVar[int] = 2 + + def __init__( + self, config: LLMConfig | None = None, cache: bool = False, client: typing.Any = None + ): + """ + Initialize the OpenAIClient with the provided configuration, cache setting, and client. + + Args: + config (LLMConfig | None): The configuration for the LLM client, including API key, model, base URL, temperature, and max tokens. + cache (bool): Whether to use caching for responses. Defaults to False. + client (Any | None): An optional async client instance to use. If not provided, a new AsyncOpenAI client is created. + + """ + # removed caching to simplify the `generate_response` override + if cache: + raise NotImplementedError('Caching is not implemented for OpenAI') + + if config is None: + config = LLMConfig() + + super().__init__(config, cache) + + if client is None: + self.client = AsyncOpenAI(api_key=config.api_key, base_url=config.base_url) + else: + self.client = client + + async def _generate_response( + self, messages: list[Message], response_model: type[BaseModel] | None = None + ) -> dict[str, typing.Any]: + openai_messages: list[ChatCompletionMessageParam] = [] + for m in messages: + if m.role == 'user': + openai_messages.append({'role': 'user', 'content': m.content}) + elif m.role == 'system': + openai_messages.append({'role': 'system', 'content': m.content}) + try: + response = await self.client.chat.completions.create( + model=self.model or DEFAULT_MODEL, + messages=openai_messages, + temperature=self.temperature, + max_tokens=self.max_tokens, + response_format={'type': 'json_object'}, + ) + result = response.choices[0].message.content or '' + return json.loads(result) + except openai.RateLimitError as e: + raise RateLimitError from e + except Exception as e: + logger.error(f'Error in generating LLM response: {e}') + raise + + async def generate_response( + self, messages: list[Message], response_model: type[BaseModel] | None = None + ) -> dict[str, typing.Any]: + retry_count = 0 + last_error = None + + if response_model is not None: + serialized_model = json.dumps(response_model.model_json_schema()) + messages[ + -1 + ].content += ( + f'\n\nRespond with a JSON object in the following format:\n\n{serialized_model}' + ) + + while retry_count <= self.MAX_RETRIES: + try: + response = await self._generate_response(messages, response_model) + return response + except (RateLimitError, RefusalError): + # These errors should not trigger retries + raise + except (openai.APITimeoutError, openai.APIConnectionError, openai.InternalServerError): + # Let OpenAI's client handle these retries + raise + except Exception as e: + last_error = e + + # Don't retry if we've hit the max retries + if retry_count >= self.MAX_RETRIES: + logger.error(f'Max retries ({self.MAX_RETRIES}) exceeded. Last error: {e}') + raise + + retry_count += 1 + + # Construct a detailed error message for the LLM + error_context = ( + f'The previous response attempt was invalid. ' + f'Error type: {e.__class__.__name__}. ' + f'Error details: {str(e)}. ' + f'Please try again with a valid response, ensuring the output matches ' + f'the expected format and constraints.' + ) + + error_message = Message(role='user', content=error_context) + messages.append(error_message) + logger.warning( + f'Retrying after application error (attempt {retry_count}/{self.MAX_RETRIES}): {e}' + ) + + # If we somehow get here, raise the last error + raise last_error or Exception('Max retries exceeded with no specific error')