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	docs, google-vertex[patch]: function docs (#16231)
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		| @@ -34,28 +34,18 @@ | |||||||
|   }, |   }, | ||||||
|   { |   { | ||||||
|    "cell_type": "code", |    "cell_type": "code", | ||||||
|    "execution_count": 1, |    "execution_count": null, | ||||||
|    "metadata": { |    "metadata": { | ||||||
|     "tags": [] |     "tags": [] | ||||||
|    }, |    }, | ||||||
|    "outputs": [ |    "outputs": [], | ||||||
|     { |  | ||||||
|      "name": "stdout", |  | ||||||
|      "output_type": "stream", |  | ||||||
|      "text": [ |  | ||||||
|       "^C\n", |  | ||||||
|       "\u001b[31mERROR: Operation cancelled by user\u001b[0m\u001b[31m\n", |  | ||||||
|       "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n" |  | ||||||
|      ] |  | ||||||
|     } |  | ||||||
|    ], |  | ||||||
|    "source": [ |    "source": [ | ||||||
|     "%pip install --upgrade --quiet  langchain-google-vertexai" |     "%pip install --upgrade --quiet  langchain-google-vertexai" | ||||||
|    ] |    ] | ||||||
|   }, |   }, | ||||||
|   { |   { | ||||||
|    "cell_type": "code", |    "cell_type": "code", | ||||||
|    "execution_count": null, |    "execution_count": 2, | ||||||
|    "metadata": {}, |    "metadata": {}, | ||||||
|    "outputs": [], |    "outputs": [], | ||||||
|    "source": [ |    "source": [ | ||||||
| @@ -352,6 +342,47 @@ | |||||||
|     "pprint(result.generations[0][0].generation_info)" |     "pprint(result.generations[0][0].generation_info)" | ||||||
|    ] |    ] | ||||||
|   }, |   }, | ||||||
|  |   { | ||||||
|  |    "cell_type": "markdown", | ||||||
|  |    "metadata": {}, | ||||||
|  |    "source": [ | ||||||
|  |     "## Function Calling with Gemini\n", | ||||||
|  |     "\n", | ||||||
|  |     "We can call Gemini models with tools." | ||||||
|  |    ] | ||||||
|  |   }, | ||||||
|  |   { | ||||||
|  |    "cell_type": "code", | ||||||
|  |    "execution_count": 3, | ||||||
|  |    "metadata": {}, | ||||||
|  |    "outputs": [ | ||||||
|  |     { | ||||||
|  |      "data": { | ||||||
|  |       "text/plain": [ | ||||||
|  |        "MyModel(name='Erick', age=27)" | ||||||
|  |       ] | ||||||
|  |      }, | ||||||
|  |      "execution_count": 3, | ||||||
|  |      "metadata": {}, | ||||||
|  |      "output_type": "execute_result" | ||||||
|  |     } | ||||||
|  |    ], | ||||||
|  |    "source": [ | ||||||
|  |     "from langchain.pydantic_v1 import BaseModel\n", | ||||||
|  |     "from langchain_google_vertexai import create_structured_runnable\n", | ||||||
|  |     "\n", | ||||||
|  |     "llm = ChatVertexAI(model_name=\"gemini-pro\")\n", | ||||||
|  |     "\n", | ||||||
|  |     "\n", | ||||||
|  |     "class MyModel(BaseModel):\n", | ||||||
|  |     "    name: str\n", | ||||||
|  |     "    age: int\n", | ||||||
|  |     "\n", | ||||||
|  |     "\n", | ||||||
|  |     "chain = create_structured_runnable(MyModel, llm)\n", | ||||||
|  |     "chain.invoke(\"My name is Erick and I'm 27 years old\")" | ||||||
|  |    ] | ||||||
|  |   }, | ||||||
|   { |   { | ||||||
|    "cell_type": "markdown", |    "cell_type": "markdown", | ||||||
|    "metadata": {}, |    "metadata": {}, | ||||||
| @@ -386,7 +417,7 @@ | |||||||
|        "AIMessage(content=' Why do you love programming?')" |        "AIMessage(content=' Why do you love programming?')" | ||||||
|       ] |       ] | ||||||
|      }, |      }, | ||||||
|      "execution_count": 7, |      "execution_count": 6, | ||||||
|      "metadata": {}, |      "metadata": {}, | ||||||
|      "output_type": "execute_result" |      "output_type": "execute_result" | ||||||
|     } |     } | ||||||
|   | |||||||
| @@ -24,7 +24,7 @@ def _format_pydantic_to_vertex_function( | |||||||
|  |  | ||||||
|     return { |     return { | ||||||
|         "name": schema["title"], |         "name": schema["title"], | ||||||
|         "description": schema["description"], |         "description": schema.get("description", ""), | ||||||
|         "parameters": { |         "parameters": { | ||||||
|             "properties": { |             "properties": { | ||||||
|                 k: { |                 k: { | ||||||
|   | |||||||
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