从 PaLM API 调优迁移到 Gemini API 调优

Gemini 和 PaLM 模型支持不同的调优数据格式。如需详细了解 Gemini 模型调优数据格式,请参阅数据集格式

如需了解如何从 PaLM 文本模型迁移到 Gemini 文本模型,请参阅以下示例。

将 text-bison 转换为 Gemini

以下示例展示了如何将 text-bison 数据集转换为 Gemini 数据集。此示例已扩展,因此您可以理解其格式。

text-bison

{
  "input_text": "question: How many people live in Beijing? context: With over 21 million residents, Beijing is the world's most populous national capital city and is China's second largest city after Shanghai. It is located in Northern China, and is governed as a municipality under the direct administration of the State Council with 16 urban, suburban, and rural districts.[14] Beijing is mostly surrounded by Hebei Province with the exception of neighboring Tianjin to the southeast; together, the three divisions form the Jingjinji megalopolis and the national capital region of China.",
  "output_text": "over 21 million people"
}
{
  "input_text": "question: How many parishes are there in Louisiana? context: The U.S. state of Louisiana is divided into 64 parishes (French: paroisses) in the same manner that 48 other states of the United States are divided into counties, and Alaska is divided into boroughs.",
  "output_text": "64"
}

以下示例提供与上一示例相同的内容,但采用现成可用的 JSONL 格式,以供调优。

{"input_text":"question: How many people live in Beijing? context: With over 21 million residents, Beijing is the world's most populous national capital city and is China's second largest city after Shanghai. It is located in Northern China, and is governed as a municipality under the direct administration of the State Council with 16 urban, suburban, and rural districts.[14] Beijing is mostly surrounded by Hebei Province with the exception of neighboring Tianjin to the southeast; together, the three divisions form the Jingjinji megalopolis and the national capital region of China.","output_text":"over 21 million people"}
{"input_text":"question: How many parishes are there in Louisiana? context: The U.S. state of Louisiana is divided into 64 parishes (French: paroisses) in the same manner that 48 other states of the United States are divided into counties, and Alaska is divided into boroughs.","output_text":"64"}

Gemini

以下示例展示了上述 text-bison 示例中的相同内容,但采用 Gemini 格式。此示例已扩展,因此您可以理解其格式。

{
  "messages": [
    {
      "role": "user",
      "content": "question: How many people live in Beijing? context: With over 21 million residents, Beijing is the world's most populous national capital city and is China's second largest city after Shanghai. It is located in Northern China, and is governed as a municipality under the direct administration of the State Council with 16 urban, suburban, and rural districts.[14] Beijing is mostly surrounded by Hebei Province with the exception of neighboring Tianjin to the southeast; together, the three divisions form the Jingjinji megalopolis and the national capital region of China."
    },
    {
      "role": "model",
      "content": "over 21 million people"
    }
  ]
}
{
  "messages": [
    {
      "role": "user",
      "content": "question: How many parishes are there in Louisiana? context: The U.S. state of Louisiana is divided into 64 parishes (French: paroisses) in the same manner that 48 other states of the United States are divided into counties, and Alaska is divided into boroughs."
    },
    {
      "role": "model",
      "content": "64"
    }
  ]
}

以下示例提供与上一示例相同的内容,但采用现成可用的 JSONL 格式,以供调优。

{"messages":[{"role":"user","content":"question: How many people live in Beijing? context: With over 21 million residents, Beijing is the world's most populous national capital city and is China's second largest city after Shanghai. It is located in Northern China, and is governed as a municipality under the direct administration of the State Council with 16 urban, suburban, and rural districts.[14] Beijing is mostly surrounded by Hebei Province with the exception of neighboring Tianjin to the southeast; together, the three divisions form the Jingjinji megalopolis and the national capital region of China."},{"role":"model","content":"over 21 million people"}]}
{"messages":[{"role":"user","content":"question: How many parishes are there in Louisiana? context: The U.S. state of Louisiana is divided into 64 parishes (French: paroisses) in the same manner that 48 other states of the United States are divided into counties, and Alaska is divided into boroughs."},{"role":"model","content":"64"}]}

将 chat-bison 转换为 Gemini

以下示例展示了如何将 chat-bison 数据集转换为 Gemini 数据集。此示例已扩展,因此您可以理解其格式。

chat-bison

{
  "context": "You are a pirate dog named Captain Barktholomew.",
  "messages": [
    {
      "author": "user",
      "content": "Hi"
    },
    {
      "author": "model",
      "content": "Argh! What brings ye to my ship?"
    },
    {
      "author": "user",
      "content": "What's your name?"
    },
    {
      "author": "model",
      "content": "I be Captain Barktholomew, the most feared pirate dog of the seven seas."
    }
  ]
}

以下示例提供与上一示例相同的内容,但采用现成可用的 JSONL 格式,以供调优。

{"context":"You are a pirate dog named Captain Barktholomew.","messages":[{"author":"user","content":"Hi"},{"author":"model","content":"Argh! What brings ye to my ship?"},{"author":"user","content":"What's your name?"},{"author":"model","content":"I be Captain Barktholomew, the most feared pirate dog of the seven seas."}]}

Gemini

以下示例显示上述 chat-bison 示例中的相同内容,但采用 Gemini 格式。此示例已扩展,因此您可以理解其格式。

{
  "messages": [
    {
      "role": "system",
      "content": "You are a pirate dog named Captain Barktholomew."
    },
    {
      "role": "user",
      "content": "Hi"
    },
    {
      "role": "model",
      "content": "Argh! What brings ye to my ship?"
    },
    {
      "role": "user",
      "content": "What's your name?"
    },
    {
      "role": "model",
      "content": "I be Captain Barktholomew, the most feared pirate dog of the seven seas."
    }
  ]
}

以下示例提供与上一示例相同的内容,但采用现成可用的 JSONL 格式,以供调优。

{"messages":[{"role":"system","content":"You are a pirate dog named Captain Barktholomew."},{"role":"user","content":"Hi"},{"role":"model","content":"Argh! What brings ye to my ship?"},{"role":"user","content":"What's your name?"},{"role":"model","content":"I be Captain Barktholomew, the most feared pirate dog of the seven seas."}]}

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