anthropic[patch]: Release 0.1.13, tool_choice support (#21773)

This commit is contained in:
Bagatur
2024-05-16 10:56:29 -07:00
committed by GitHub
parent 040597e832
commit 6416d16d39
6 changed files with 179 additions and 24 deletions

View File

@@ -80,7 +80,7 @@
},
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"execution_count": 1,
"id": "238bdbaa-526a-4130-89e9-523aa44bb196",
"metadata": {},
"outputs": [],
@@ -250,16 +250,7 @@
"execution_count": 3,
"id": "42f87466-cb8e-490d-a9f8-aa0f8e9b4217",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/bagatur/langchain/libs/core/langchain_core/_api/beta_decorator.py:87: LangChainBetaWarning: The function `bind_tools` is in beta. It is actively being worked on, so the API may change.\n",
" warn_beta(\n"
]
}
],
"outputs": [],
"source": [
"from langchain_core.pydantic_v1 import BaseModel, Field\n",
"\n",
@@ -369,13 +360,49 @@
"id": "90e015e0-c6e5-4ff5-8fb9-be0cd3c86395",
"metadata": {},
"source": [
"::: {.callout-tip}\n",
":::tip\n",
"\n",
"ChatAnthropic model outputs are always a single AI message that can have either a single string or a list of content blocks. The content blocks can be text blocks or tool-duse blocks. There can be multiple of each and they can be interspersed.\n",
"\n",
":::"
]
},
{
"cell_type": "markdown",
"id": "b5145dea-0183-4cab-b9e2-0e35fb8370cf",
"metadata": {},
"source": [
"### Forcing tool calls\n",
"\n",
"By default the model can choose whether to call any tools. To force the model to call at least one tool we can specify `bind_tools(..., tool_choice=\"any\")` and to force the model to call a specific tool we can pass in that tool name `bind_tools(..., tool_choice=\"GetWeather\")`"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "05993626-060c-449f-8069-e52d31442977",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'name': 'GetWeather',\n",
" 'args': {'location': '<UNKNOWN>'},\n",
" 'id': 'toolu_01DwWjKzHPs6EHCUPxsGm9bN'}]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"llm_with_force_tools = llm.bind_tools([GetWeather], tool_choice=\"GetWeather\")\n",
"# Notice the model will still return tool calls despite a message that\n",
"# doesn't have anything to do with the tools.\n",
"llm_with_force_tools.invoke(\"this doesn't really require tool use\").tool_calls"
]
},
{
"cell_type": "markdown",
"id": "8652ee98-814c-4ed6-9def-275eeaa9651e",
@@ -656,9 +683,9 @@
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"display_name": "poetry-venv-2",
"language": "python",
"name": "python3"
"name": "poetry-venv-2"
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"language_info": {
"codemirror_mode": {
@@ -670,7 +697,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
"version": "3.9.1"
}
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