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Bagatur/docs smith context (#13139)

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Bagatur
2023-11-09 10:22:49 -08:00
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parent 58da6e0d47
commit 8b2a82b5ce
18 changed files with 386 additions and 283 deletions
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45
cookbook/openai_v1_cookbook.ipynb
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@@ -134,7 +134,7 @@
" name=\"langchain assistant\",\n",
" instructions=\"You are a personal math tutor. Write and run code to answer math questions.\",\n",
" tools=[{\"type\": \"code_interpreter\"}],\n",
" model=\"gpt-4-1106-preview\"\n",
" model=\"gpt-4-1106-preview\",\n",
")\n",
"output = interpreter_assistant.invoke({\"content\": \"What's 10 - 4 raised to the 2.7\"})\n",
"output"
@@ -184,7 +184,7 @@
" instructions=\"You are a personal math tutor. Write and run code to answer math questions. You can also search the internet.\",\n",
" tools=tools,\n",
" model=\"gpt-4-1106-preview\",\n",
" as_agent=True\n",
" as_agent=True,\n",
")"
]
},
@@ -241,7 +241,7 @@
" instructions=\"You are a personal math tutor. Write and run code to answer math questions.\",\n",
" tools=tools,\n",
" model=\"gpt-4-1106-preview\",\n",
" as_agent=True\n",
" as_agent=True,\n",
")"
]
},
@@ -254,6 +254,7 @@
"source": [
"from langchain.schema.agent import AgentFinish\n",
"\n",
"\n",
"def execute_agent(agent, tools, input):\n",
" tool_map = {tool.name: tool for tool in tools}\n",
" response = agent.invoke(input)\n",
@@ -262,9 +263,17 @@
" for action in response:\n",
" tool_output = tool_map[action.tool].invoke(action.tool_input)\n",
" print(action.tool, action.tool_input, tool_output, end=\"\\n\\n\")\n",
" tool_outputs.append({\"output\": tool_output, \"tool_call_id\": action.tool_call_id})\n",
" response = agent.invoke({\"tool_outputs\": tool_outputs, \"run_id\": action.run_id, \"thread_id\": action.thread_id})\n",
" \n",
" tool_outputs.append(\n",
" {\"output\": tool_output, \"tool_call_id\": action.tool_call_id}\n",
" )\n",
" response = agent.invoke(\n",
" {\n",
" \"tool_outputs\": tool_outputs,\n",
" \"run_id\": action.run_id,\n",
" \"thread_id\": action.thread_id,\n",
" }\n",
" )\n",
"\n",
" return response"
]
},
@@ -306,7 +315,9 @@
}
],
"source": [
"next_response = execute_agent(agent, tools, {\"content\": \"now add 17.241\", \"thread_id\": response.thread_id})\n",
"next_response = execute_agent(\n",
" agent, tools, {\"content\": \"now add 17.241\", \"thread_id\": response.thread_id}\n",
")\n",
"print(next_response.return_values[\"output\"])"
]
},
@@ -449,16 +460,22 @@
"from langchain.prompts import ChatPromptTemplate\n",
"from langchain.pydantic_v1 import BaseModel, Field\n",
"\n",
"\n",
"class GetCurrentWeather(BaseModel):\n",
" \"\"\"Get the current weather in a location.\"\"\"\n",
"\n",
" location: str = Field(description=\"The city and state, e.g. San Francisco, CA\")\n",
" unit: Literal[\"celsius\", \"fahrenheit\"] = Field(default=\"fahrenheit\", description=\"The temperature unit, default to fahrenheit\")\n",
" \n",
"prompt = ChatPromptTemplate.from_messages([\n",
" (\"system\", \"You are a helpful assistant\"),\n",
" (\"user\", \"{input}\")\n",
"])\n",
"model = ChatOpenAI(model=\"gpt-3.5-turbo-1106\").bind(tools=[convert_pydantic_to_openai_tool(GetCurrentWeather)])\n",
" unit: Literal[\"celsius\", \"fahrenheit\"] = Field(\n",
" default=\"fahrenheit\", description=\"The temperature unit, default to fahrenheit\"\n",
" )\n",
"\n",
"\n",
"prompt = ChatPromptTemplate.from_messages(\n",
" [(\"system\", \"You are a helpful assistant\"), (\"user\", \"{input}\")]\n",
")\n",
"model = ChatOpenAI(model=\"gpt-3.5-turbo-1106\").bind(\n",
" tools=[convert_pydantic_to_openai_tool(GetCurrentWeather)]\n",
")\n",
"chain = prompt | model | PydanticToolsParser(tools=[GetCurrentWeather])\n",
"\n",
"chain.invoke({\"input\": \"what's the weather in NYC, LA, and SF\"})"