Harrison/tool decorator (#790)

Co-authored-by: Jason Liu <jxnl@users.noreply.github.com>
Co-authored-by: Jason Liu <jason@jxnl.coA>
This commit is contained in:
Harrison Chase
2023-01-28 18:26:24 -08:00
committed by GitHub
parent 5f73d06502
commit 1ad7973cc6
4 changed files with 226 additions and 5 deletions

View File

@@ -10,15 +10,17 @@
"When constructing your own agent, you will need to provide it with a list of Tools that it can use. A Tool is defined as below.\n",
"\n",
"```python\n",
"class Tool(NamedTuple):\n",
"@dataclass \n",
"class Tool:\n",
" \"\"\"Interface for tools.\"\"\"\n",
"\n",
" name: str\n",
" func: Callable[[str], str]\n",
" description: Optional[str] = None\n",
" return_direct: bool = True\n",
"```\n",
"\n",
"The two required components of a Tool are the name and then the tool itself. A tool description is optional, as it is needed for some agents but not all."
"The two required components of a Tool are the name and then the tool itself. A tool description is optional, as it is needed for some agents but not all. You can create these tools directly, but we also provide a decorator to easily convert any function into a tool."
]
},
{
@@ -151,6 +153,94 @@
"agent.run(\"Who is Olivia Wilde's boyfriend? What is his current age raised to the 0.23 power?\")"
]
},
{
"cell_type": "markdown",
"id": "824eaf74",
"metadata": {},
"source": [
"## Using the `tool` decorator\n",
"\n",
"To make it easier to define custom tools, a `@tool` decorator is provided. This decorator can be used to quickly create a `Tool` from a simple function. The decorator uses the function name as the tool name by default, but this can be overridden by passing a string as the first argument. Additionally, the decorator will use the function's docstring as the tool's description."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8f15307d",
"metadata": {},
"outputs": [],
"source": [
"from langchain.agents import tool\n",
"\n",
"@tool\n",
"def search_api(query: str) -> str:\n",
" \"\"\"Searches the API for the query.\"\"\"\n",
" return \"Results\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0a23b91b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Tool(name='search_api', func=<function search_api at 0x10dad7d90>, description='search_api(query: str) -> str - Searches the API for the query.', return_direct=False)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"search_api"
]
},
{
"cell_type": "markdown",
"id": "cc6ee8c1",
"metadata": {},
"source": [
"You can also provide arguments like the tool name and whether to return directly."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "28cdf04d",
"metadata": {},
"outputs": [],
"source": [
"@tool(\"search\", return_direct=True)\n",
"def search_api(query: str) -> str:\n",
" \"\"\"Searches the API for the query.\"\"\"\n",
" return \"Results\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1085a4bd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Tool(name='search', func=<function search_api at 0x112301bd0>, description='search(query: str) -> str - Searches the API for the query.', return_direct=True)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"search_api"
]
},
{
"cell_type": "markdown",
"id": "1d0430d6",
@@ -432,7 +522,7 @@
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