調整函式呼叫

函式呼叫 可讓您建立以 Gemini 為基礎的應用程式和代理程式， 與資料庫、客戶關係管理系統和文件存放區等即時資訊和服務互動。這有助於應用程式提供相關且符合情境的回覆。

透過監督式微調，您可以使用自己的微調資料集，提升應用程式函式呼叫式回應的整體準確度。

調整用資料集格式

微調資料集的 fileUri 可以是 Cloud Storage 值區中檔案的 URI，也可以是公開的 HTTP 或 HTTPS 網址。

如要查看一般格式範例，請參閱 Gemini 的資料集範例。

以下各節提供函式呼叫資料集範例，可用於建立函式呼叫的微調工作。

調整函式呼叫，生成文字

以下是微調資料集的範例，可呼叫函式來產生單一文字回應。

{
  "system_instruction": {
    "role": "system",
    "parts": [
      {
        "text": "You are an assistant that helps users find the best product for them."
      }
    ]
  },
  "contents": [
    {
      "role": "user",
      "parts": [
        {
          "text": "Do you have the White Pixel 8 Pro 128GB in stock in the US?"
        }
      ]
    },
    {
      "role": "model",
      "parts": [
        {
          "functionCall": {
            "name": "get_product_sku",
            "args": {
              "product_name": "Pixel 8 Pro 128GB"
            }
          }
        }
      ]
    }
  ],
  "tools": [
    {
      "functionDeclarations": [
        {
          "name": "get_product_sku",
          "description": "Get the available inventory for a Google products, e.g: Pixel phones, Pixel Watches, Google Home etc",
          "parameters": {
            "type": "OBJECT",
            "properties": {
              "product_name": {
                "type": "STRING",
                "description": "Product name",
                "enum": [
                  "Pixel 8 Pro 128GB",
                  "Pixel 8 Pro 256GB",
                  "Pixel 8 Pro 512GB",
                  "Pixel 8 Pro 1TB"
                ]
              }
            }
          }
        },
        {
          "name": "get_store_location",
          "description": "Get the location of the closest store",
          "parameters": {
            "type": "OBJECT",
            "properties": {
              "location": {
                "type": "STRING",
                "description": "Location"
              }
            }
          }
        }
      ]
    }
  ]
}

調整函式呼叫功能，支援對話工作階段

以下是微調函式呼叫的資料集範例，可支援即時通訊工作階段。

{
  "system_instruction": {
    "role": "system",
    "parts": [
      {
        "text": "You are an assistant that helps users find the best product for them."
      }
    ]
  },
  "contents": [
    {
      "role": "user",
      "parts": [
        {
          "text": "Do you have the Porcelain Pixel 8 Pro 128GB in stock in the US?"
        }
      ]
    },
    {
      "role": "model",
      "parts": [
        {
          "functionCall": {
            "name": "get_product_sku",
            "args": {
              "product_name": "Pixel 8 Pro 128GB"
            }
          }
        }
      ]
    },
    {
      "parts": [
        {
          "functionResponse": {
            "name": "get_product_sku",
            "response": {
              "output": "True"
            }
          }
        }
      ]
    },
    {
      "role": "model",
      "parts": [
        {
          "text": "Yes, we have the Porcelain Pixel 8 Pro 128GB in stock in the US."
        }
      ]
    }
  ],
  "tools": [
    {
      "functionDeclarations": [
        {
          "name": "get_product_sku",
          "description": "Get the available inventory for a Google products, e.g: Pixel phones, Pixel Watches, Google Home etc",
          "parameters": {
            "type": "OBJECT",
            "properties": {
              "product_name": {
                "type": "STRING",
                "description": "Product name",
                "enum": [
                  "Pixel 8 Pro 128GB",
                  "Pixel 8 Pro 256GB",
                  "Pixel 8 Pro 512GB",
                  "Pixel 8 Pro 1TB"
                ]
              }
            }
          }
        },
        {
          "name": "get_store_location",
          "description": "Get the location of the closest store",
          "parameters": {
            "type": "OBJECT",
            "properties": {
              "location": {
                "type": "STRING",
                "description": "Location"
              }
            }
          }
        }
      ]
    }
  ]
}

調整並行函式呼叫

以下是微調平行函式呼叫的資料集範例。

{
  "system_instruction": {
    "role": "system",
    "parts": [
      {
        "text": "You are an assistant that helps users find the best product for them."
      }
    ]
  },
  "contents": [
    {
      "role": "user",
      "parts": [
        {
          "text": "Where is the closest Google Store to Mountain View, CA that has Pixel 8 Pro 128GB in stock?"
        }
      ]
    },
    {
      "role": "model",
      "parts": [
        {
          "functionCall": {
            "name": "get_product_sku",
            "args": {
              "product_name": "Pixel 8 Pro 128GB"
            }
          }
        },
        {
          "functionCall": {
            "name": "get_store_location",
            "args": {
              "location": "Mountain View, CA"
            }
          }
        }
      ]
    }
  ],
  "tools": [
    {
      "functionDeclarations": [
        {
          "name": "get_product_sku",
          "description": "Get the available inventory for a Google products, e.g: Pixel phones, Pixel Watches, Google Home etc",
          "parameters": {
            "type": "OBJECT",
            "properties": {
              "product_name": {
                "type": "STRING",
                "description": "Product name",
                "enum": [
                  "Pixel 8 Pro 128GB",
                  "Pixel 8 Pro 256GB",
                  "Pixel 8 Pro 512GB",
                  "Pixel 8 Pro 1TB"
                ]
              }
            }
          }
        },
        {
          "name": "get_store_location",
          "description": "Get the location of the closest store",
          "parameters": {
            "type": "OBJECT",
            "properties": {
              "location": {
                "type": "STRING",
                "description": "Location"
              }
            }
          }
        }
      ]
    }
  ]
}

後續步驟