Gemini API 函式呼叫簡介

你可以使用函式定義自訂函式,並提供給 Gemini 模型 通話功能。模型不會直接叫用這些函式,而是 產生結構化資料輸出內容,指定函式名稱和 引數。這個輸出內容可讓您編寫採用 然後產生 API 輸出內容 這些元素會加入後續的模型提示中,使查詢更加全面 回應。函式呼叫可讓使用者與即時互動 資訊和各種服務,例如資料庫、顧客關係 藉此強化系統和存放區 並根據情境提供相關答案

函式呼叫的運作方式

您只要加入 稱為函式宣告的介面 函式宣告提供了 API 函式的名稱、說明其用途 其中包含的所有參數,以及這些參數的說明。通過後 模型查詢中的函式宣告清單,模型會分析函式 的宣告內容,用於判斷如何使用宣告的 以回應要求

接著,模型會在 與 OpenAPI 相容的結構定義 指定如何呼叫一或多個宣告的函式 與使用者的問題相關。接著,您就能使用建議的函式呼叫 參數、呼叫實際的 API、取得回應,並將該回應提供給 或採取進一步行動請注意,模型實際上不會 宣告函式您必須改用傳回的結構定義物件參數, 呼叫函式。Gemini API 也支援平行函式呼叫, 模型會根據單一要求建議多個 API 函式呼叫。

支援的模型

下列模型支援函式呼叫功能:

  • gemini-1.0-pro
  • gemini-1.0-pro-001
  • gemini-1.5-flash-latest
  • gemini-1.5-pro-latest

函式宣告

在提示中實作函式呼叫時,會建立 tools 物件。 其中包含一或多個 function declarations。定義函式 尤其是在內含特定資料 選取子集OpenAPI 結構定義 格式。單一函式宣告可包含下列參數:

  • name (字串):API 中函式的專屬 ID 呼叫。
  • description (字串):函式的 用途和功能
  • parameters (物件):定義函式所需的輸入資料。
    • type (字串):指定整體資料類型,例如 object
    • properties (物件):列出個別參數,每個參數都包含:
      • type (字串):參數的資料類型,例如 stringintegerboolean
      • description (字串):清楚說明參數 用途和預期格式
    • required (陣列):列出參數名稱的字串陣列 運作所需的這些區域

如需使用 cURL 指令宣告的函式程式碼範例,請參閱 函式呼叫範例:範例說明 以及如何為其他平台建立函式宣告的相關資訊,請參閱 函式呼叫平台指南

函式宣告的最佳做法

將函式整合到 要求。每個函式都仰賴特定參數來決定其行為 以及與模型的互動情形下列資訊提供 定義 functions_declarations 中個別函式的參數 陣列。

  • name:使用清楚易懂的名稱,且不得使用空格、句號 (.) 或破折號 (-) 字元。請改用底線 (_) 字元 或駝峰式大小寫

  • description:提供詳細、清楚且具體的函式 並提供範例舉例來說 find theaters,使用 find theaters based on location and optionally movie title that is currently playing in theaters.,避免太廣泛或模稜兩可 說明

  • properties >type:使用強輸入參數以減少 模型的幻覺舉例來說,如果參數值來自有限數量 已設定,請使用 enum 欄位,而不要在說明中列出值 (例如:"type": "enum", "values": ["now_playing", "upcoming"])。如果 參數值一律為整數,請將類型設為 integer 而非 number

  • properties >description:提供具體範例和限制。 例如,請使用 The city and state, e.g. San Francisco, CA or a zip code e.g. 95616,而非 the location to search

如需有關使用函式呼叫的更多最佳做法,請參閱 最佳做法一節。

函式呼叫模式

您可以使用函式呼叫 mode 參數修改執行作業 功能的運作方式共有三種模式:

  • AUTO:預設模型行為。模型決定 函式呼叫或自然語言回應
  • ANY:模型受到侷限,只能預測函式呼叫。如果 allowed_function_names 未提供,模型會從所有 可用的函式宣告如果「提供」allowed_function_names, 模型會從允許的函式集中挑選。
  • NONE:模型不會預測函式呼叫。在本例中 如果您未傳遞任何函式宣告,行為就會相同。

ANY 模式 (「強制函式呼叫」) 的用量: 僅支援 Gemini 1.5 Pro 模型。

您也可以傳遞一組 allowed_function_names,如果有提供,就會限制 模型將會呼叫的函式您可以只將 如果模式為 ANY,則為 allowed_function_names。函式名稱應相符 函式宣告名稱。模式設為 ANY 且 已設定 allowed_function_names,模型將根據 提供的函式名稱組合。

下列程式碼片段是從 範例要求說明如何 將 mode 設為 ANY,並指定允許的函式清單:

"tool_config": {
  "function_calling_config": {
    "mode": "ANY",
    "allowed_function_names": ["find_theaters", "get_showtimes"]
  },
}

函式呼叫範例

本節提供使用 cURL 指令呼叫函式的提示範例。 相關例子包括單輪和多輪迴轉情形,且 不同的函式呼叫模式

搭配這項功能使用 cURL 指令時,函式和參數 資訊包含在 tools 元素中。文件中每個函式宣告 tools 元素包含函式名稱,而您使用以下參數指定參數: 與 OpenAPI 相容的結構定義 以及函式說明

單輪範例

「單輪」是指一次呼叫語言模型一次。運用函式呼叫 若是以自然語言提供模型,則適合處理這類單輪用途 和函式清單在這種情況下,模型會使用 宣告,其中包含函式名稱、參數和說明 預測要呼叫的函式和呼叫該函式的引數

以下 curl 範例為將說明傳入 函式,傳回電影播放位置相關資訊。數個 請求中包含函式宣告,例如 find_moviesfind_theaters

單輪函式呼叫範例要求

curl https://generativelanguage.googleapis.com/v1beta/models/gemini-pro:generateContent?key=$API_KEY \
  -H 'Content-Type: application/json' \
  -d '{
    "contents": {
      "role": "user",
      "parts": {
        "text": "Which theaters in Mountain View show Barbie movie?"
    }
  },
  "tools": [
    {
      "function_declarations": [
        {
          "name": "find_movies",
          "description": "find movie titles currently playing in theaters based on any description, genre, title words, etc.",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "description": {
                "type": "string",
                "description": "Any kind of description including category or genre, title words, attributes, etc."
              }
            },
            "required": [
              "description"
            ]
          }
        },
        {
          "name": "find_theaters",
          "description": "find theaters based on location and optionally movie title which is currently playing in theaters",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "movie": {
                "type": "string",
                "description": "Any movie title"
              }
            },
            "required": [
              "location"
            ]
          }
        },
        {
          "name": "get_showtimes",
          "description": "Find the start times for movies playing in a specific theater",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "movie": {
                "type": "string",
                "description": "Any movie title"
              },
              "theater": {
                "type": "string",
                "description": "Name of the theater"
              },
              "date": {
                "type": "string",
                "description": "Date for requested showtime"
              }
            },
            "required": [
              "location",
              "movie",
              "theater",
              "date"
            ]
          }
        }
      ]
    }
  ]
}'
    

這個 curl 範例的回應可能與以下內容類似。

呼叫 curl 回應的單輪函式範例

[{
  "candidates": [
    {
      "content": {
        "parts": [
          {
            "functionCall": {
              "name": "find_theaters",
              "args": {
                "movie": "Barbie",
                "location": "Mountain View, CA"
              }
            }
          }
        ]
      },
      "finishReason": "STOP",
      "safetyRatings": [
        {
          "category": "HARM_CATEGORY_HARASSMENT",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_HATE_SPEECH",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_DANGEROUS_CONTENT",
          "probability": "NEGLIGIBLE"
        }
      ]
    }
  ],
  "usageMetadata": {
    "promptTokenCount": 9,
    "totalTokenCount": 9
  }
}]
    

使用「任一」模式的單輪範例

以下的 curl 範例與 模式轉換為 ANY

"tool_config": {
  "function_calling_config": {
    "mode": "ANY"
  },
}

使用「任一」模式的單輪函式呼叫 (要求)

curl https://generativelanguage.googleapis.com/v1beta/models/gemini-pro:generateContent?key=$API_KEY \
  -H 'Content-Type: application/json' \
  -d '{
    "contents": {
      "role": "user",
      "parts": {
        "text": "What movies are showing in North Seattle tonight?"
    }
  },
  "tools": [
    {
      "function_declarations": [
        {
          "name": "find_movies",
          "description": "find movie titles currently playing in theaters based on any description, genre, title words, etc.",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "description": {
                "type": "string",
                "description": "Any kind of description including category or genre, title words, attributes, etc."
              }
            },
            "required": [
              "description"
            ]
          }
        },
        {
          "name": "find_theaters",
          "description": "find theaters based on location and optionally movie title which is currently playing in theaters",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "movie": {
                "type": "string",
                "description": "Any movie title"
              }
            },
            "required": [
              "location"
            ]
          }
        },
        {
          "name": "get_showtimes",
          "description": "Find the start times for movies playing in a specific theater",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "movie": {
                "type": "string",
                "description": "Any movie title"
              },
              "theater": {
                "type": "string",
                "description": "Name of the theater"
              },
              "date": {
                "type": "string",
                "description": "Date for requested showtime"
              }
            },
            "required": [
              "location",
              "movie",
              "theater",
              "date"
            ]
          }
        }
      ]
    }
  ],
  "tool_config": {
    "function_calling_config": {
      "mode": "ANY"
    },
  }
}'
    

回應可能會與以下類似:

使用任一模式 (回應) 進行單輪函式呼叫

{
  "candidates": [
    {
      "content": {
        "parts": [
          {
            "functionCall": {
              "name": "find_movies",
              "args": {
                "description": "",
                "location": "North Seattle, WA"
              }
            }
          }
        ],
        "role": "model"
      },
      "finishReason": "STOP",
      "index": 0,
      "safetyRatings": [
        {
          "category": "HARM_CATEGORY_DANGEROUS_CONTENT",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_HARASSMENT",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_HATE_SPEECH",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",
          "probability": "NEGLIGIBLE"
        }
      ]
    }
  ],
  "promptFeedback": {
    "safetyRatings": [
      {
        "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",
        "probability": "NEGLIGIBLE"
      },
      {
        "category": "HARM_CATEGORY_HATE_SPEECH",
        "probability": "NEGLIGIBLE"
      },
      {
        "category": "HARM_CATEGORY_HARASSMENT",
        "probability": "NEGLIGIBLE"
      },
      {
        "category": "HARM_CATEGORY_DANGEROUS_CONTENT",
        "probability": "NEGLIGIBLE"
      }
    ]
  }
}
    

採用任一模式和允許函式的單輪範例

以下的 curl 範例與 設為 ANY模式,並加入允許清單 函式:

"tool_config": {
  "function_calling_config": {
    "mode": "ANY",
    "allowed_function_names": ["find_theaters", "get_showtimes"]
  },
}

使用任一模式和允許的函式 (要求) 進行單輪函式呼叫

curl https://generativelanguage.googleapis.com/v1beta/models/gemini-pro:generateContent?key=$API_KEY \
  -H 'Content-Type: application/json' \
  -d '{
    "contents": {
      "role": "user",
      "parts": {
        "text": "What movies are showing in North Seattle tonight?"
    }
  },
  "tools": [
    {
      "function_declarations": [
        {
          "name": "find_movies",
          "description": "find movie titles currently playing in theaters based on any description, genre, title words, etc.",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "description": {
                "type": "string",
                "description": "Any kind of description including category or genre, title words, attributes, etc."
              }
            },
            "required": [
              "description"
            ]
          }
        },
        {
          "name": "find_theaters",
          "description": "find theaters based on location and optionally movie title which is currently playing in theaters",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "movie": {
                "type": "string",
                "description": "Any movie title"
              }
            },
            "required": [
              "location"
            ]
          }
        },
        {
          "name": "get_showtimes",
          "description": "Find the start times for movies playing in a specific theater",
          "parameters": {
            "type": "object",
            "properties": {
              "location": {
                "type": "string",
                "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
              },
              "movie": {
                "type": "string",
                "description": "Any movie title"
              },
              "theater": {
                "type": "string",
                "description": "Name of the theater"
              },
              "date": {
                "type": "string",
                "description": "Date for requested showtime"
              }
            },
            "required": [
              "location",
              "movie",
              "theater",
              "date"
            ]
          }
        }
      ]
    }
  ],
  "tool_config": {
    "function_calling_config": {
      "mode": "ANY",
      "allowed_function_names": ["find_theaters", "get_showtimes"]
    },
  }
}'
    

模型不在清單中,因此無法預測 find_movies 函式 因此會改為預測不同的函式回應 可能會類似下列內容:

使用任一模式和允許的函式 (回應) 進行單輪函式呼叫

{
  "candidates": [
    {
      "content": {
        "parts": [
          {
            "functionCall": {
              "name": "find_theaters",
              "args": {
                "location": "North Seattle, WA",
                "movie": null
              }
            }
          }
        ],
        "role": "model"
      },
      "finishReason": "STOP",
      "index": 0,
      "safetyRatings": [
        {
          "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_HARASSMENT",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_HATE_SPEECH",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_DANGEROUS_CONTENT",
          "probability": "NEGLIGIBLE"
        }
      ]
    }
  ],
  "promptFeedback": {
    "safetyRatings": [
      {
        "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",
        "probability": "NEGLIGIBLE"
      },
      {
        "category": "HARM_CATEGORY_HATE_SPEECH",
        "probability": "NEGLIGIBLE"
      },
      {
        "category": "HARM_CATEGORY_HARASSMENT",
        "probability": "NEGLIGIBLE"
      },
      {
        "category": "HARM_CATEGORY_DANGEROUS_CONTENT",
        "probability": "NEGLIGIBLE"
      }
    ]
  }
}
    

多輪範例

如要實作多輪函式呼叫情境,請按照下列步驟操作:

  1. 呼叫語言模型以取得函式呼叫回應。這是第一個 旋轉。
  2. 使用第一輪的函式呼叫回應來呼叫語言模型 以及呼叫該函式得到的函式回應這是 第二次。

第二輪的回覆就會總結結果 或是包含第二個函式呼叫,以便取得 請提供更多資訊

本主題包含兩個多輪 curl 範例:

使用上一回合的回應

下列 curl 範例會呼叫 也就是取得回應方法和參數 單輪範例傳回的 JSON 程式碼

"functionCall": {
  "name": "find_theaters",
  "args": {
    "movie": "Barbie",
    "location": "Mountain View, CA"
  }
}

呼叫 curl 的多輪函式範例要求

curl https://generativelanguage.googleapis.com/v1beta/models/gemini-pro:generateContent?key=$API_KEY \
  -H 'Content-Type: application/json' \
  -d '{
    "contents": [{
      "role": "user",
      "parts": [{
        "text": "Which theaters in Mountain View show Barbie movie?"
    }]
  }, {
    "role": "model",
    "parts": [{
      "functionCall": {
        "name": "find_theaters",
        "args": {
          "location": "Mountain View, CA",
          "movie": "Barbie"
        }
      }
    }]
  }, {
    "role": "function",
    "parts": [{
      "functionResponse": {
        "name": "find_theaters",
        "response": {
          "name": "find_theaters",
          "content": {
            "movie": "Barbie",
            "theaters": [{
              "name": "AMC Mountain View 16",
              "address": "2000 W El Camino Real, Mountain View, CA 94040"
            }, {
              "name": "Regal Edwards 14",
              "address": "245 Castro St, Mountain View, CA 94040"
            }]
          }
        }
      }
    }]
  }],
  "tools": [{
    "functionDeclarations": [{
      "name": "find_movies",
      "description": "find movie titles currently playing in theaters based on any description, genre, title words, etc.",
      "parameters": {
        "type": "OBJECT",
        "properties": {
          "location": {
            "type": "STRING",
            "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
          },
          "description": {
            "type": "STRING",
            "description": "Any kind of description including category or genre, title words, attributes, etc."
          }
        },
        "required": ["description"]
      }
    }, {
      "name": "find_theaters",
      "description": "find theaters based on location and optionally movie title which is currently playing in theaters",
      "parameters": {
        "type": "OBJECT",
        "properties": {
          "location": {
            "type": "STRING",
            "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
          },
          "movie": {
            "type": "STRING",
            "description": "Any movie title"
          }
        },
        "required": ["location"]
      }
    }, {
      "name": "get_showtimes",
      "description": "Find the start times for movies playing in a specific theater",
      "parameters": {
        "type": "OBJECT",
        "properties": {
          "location": {
            "type": "STRING",
            "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
          },
          "movie": {
            "type": "STRING",
            "description": "Any movie title"
          },
          "theater": {
            "type": "STRING",
            "description": "Name of the theater"
          },
          "date": {
            "type": "STRING",
            "description": "Date for requested showtime"
          }
        },
        "required": ["location", "movie", "theater", "date"]
      }
    }]
  }]
}'
    

這個 curl 範例的回應包含呼叫 find_theaters 方法。回應可能會與以下類似:

呼叫 curl 回應的多輪函式範例回應

{
  "candidates": [
    {
      "content": {
        "parts": [
          {
            "text": " OK. Barbie is showing in two theaters in Mountain View, CA: AMC Mountain View 16 and Regal Edwards 14."
          }
        ]
      }
    }
  ],
  "usageMetadata": {
    "promptTokenCount": 9,
    "candidatesTokenCount": 27,
    "totalTokenCount": 36
  }
}
    

多次呼叫模型

以下 cURL 範例多次呼叫生成式 AI 模型 函式模型每次呼叫函式時,使用的 函式來回答要求中的其他使用者查詢。

呼叫 curl 的多輪函式範例要求

curl https://generativelanguage.googleapis.com/v1beta/models/gemini-pro:generateContent?key=$API_KEY \
  -H 'Content-Type: application/json' \
  -d '{
    "contents": [{
      "role": "user",
      "parts": [{
        "text": "Which theaters in Mountain View show Barbie movie?"
    }]
  }, {
    "role": "model",
    "parts": [{
      "functionCall": {
        "name": "find_theaters",
        "args": {
          "location": "Mountain View, CA",
          "movie": "Barbie"
        }
      }
    }]
  }, {
    "role": "function",
    "parts": [{
      "functionResponse": {
        "name": "find_theaters",
        "response": {
          "name": "find_theaters",
          "content": {
            "movie": "Barbie",
            "theaters": [{
              "name": "AMC Mountain View 16",
              "address": "2000 W El Camino Real, Mountain View, CA 94040"
            }, {
              "name": "Regal Edwards 14",
              "address": "245 Castro St, Mountain View, CA 94040"
            }]
          }
        }
      }
    }]
  },
  {
    "role": "model",
    "parts": [{
      "text": " OK. Barbie is showing in two theaters in Mountain View, CA: AMC Mountain View 16 and Regal Edwards 14."
    }]
  },{
    "role": "user",
    "parts": [{
      "text": "Can we recommend some comedy movies on show in Mountain View?"
    }]
  }],
  "tools": [{
    "functionDeclarations": [{
      "name": "find_movies",
      "description": "find movie titles currently playing in theaters based on any description, genre, title words, etc.",
      "parameters": {
        "type": "OBJECT",
        "properties": {
          "location": {
            "type": "STRING",
            "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
          },
          "description": {
            "type": "STRING",
            "description": "Any kind of description including category or genre, title words, attributes, etc."
          }
        },
        "required": ["description"]
      }
    }, {
      "name": "find_theaters",
      "description": "find theaters based on location and optionally movie title which is currently playing in theaters",
      "parameters": {
        "type": "OBJECT",
        "properties": {
          "location": {
            "type": "STRING",
            "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
          },
          "movie": {
            "type": "STRING",
            "description": "Any movie title"
          }
        },
        "required": ["location"]
      }
    }, {
      "name": "get_showtimes",
      "description": "Find the start times for movies playing in a specific theater",
      "parameters": {
        "type": "OBJECT",
        "properties": {
          "location": {
            "type": "STRING",
            "description": "The city and state, e.g. San Francisco, CA or a zip code e.g. 95616"
          },
          "movie": {
            "type": "STRING",
            "description": "Any movie title"
          },
          "theater": {
            "type": "STRING",
            "description": "Name of the theater"
          },
          "date": {
            "type": "STRING",
            "description": "Date for requested showtime"
          }
        },
        "required": ["location", "movie", "theater", "date"]
      }
    }]
  }]
}'
    

呼叫 curl 回應的多輪函式範例回應

[{
  "candidates": [
    {
      "content": {
        "parts": [
          {
            "functionCall": {
              "name": "find_movies",
              "args": {
                "description": "comedy",
                "location": "Mountain View, CA"
              }
            }
          }
        ]
      },
      "finishReason": "STOP",
      "safetyRatings": [
        {
          "category": "HARM_CATEGORY_HARASSMENT",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_HATE_SPEECH",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",
          "probability": "NEGLIGIBLE"
        },
        {
          "category": "HARM_CATEGORY_DANGEROUS_CONTENT",
          "probability": "NEGLIGIBLE"
        }
      ]
    }
  ],
  "usageMetadata": {
    "promptTokenCount": 48,
    "totalTokenCount": 48
  }
}
]
    

最佳做法

只要採用這些最佳做法,您就能提升 函式呼叫的可靠性。

使用者提示

為獲得最佳結果,請在使用者查詢開頭加上下列詳細資料:

  • 模型的其他背景資訊。例如:You are a movie API assistant to help users find movies and showtimes based on their preferences.
  • 詳細說明如何使用函式,以及使用的時機和時機。例如: Don't make assumptions on showtimes. Always use a future date for showtimes.
  • 如果使用者查詢內容不明確,應提供操作說明來協助釐清問題。適用對象 例如:Ask clarifying questions if not enough information is available to complete the request.

取樣參數

針對隨機性參數,請使用 0 或其他低值。這會指示 以產生更有信心的結果,並減少幻覺

API 叫用

如果模型提議叫用會傳送訂單的函式, 更新資料庫,或產生重大結果 函式呼叫再執行。