文本生成
Gemini 适合生成、总结、改写、分类、抽取和多轮问答。接入时统一使用 Generate Content API:
text
https://xikapi.com/v1beta/models/{model}:generateContent基础文本生成
bash
curl "https://xikapi.com/v1beta/models/gemini-3.5-flash:generateContent?key=$XIKAPI_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"contents": [
{
"parts": [
{ "text": "Write a product description in fewer than 100 words" }
]
}
]
}'长文本总结
长文本总结适合合同、会议纪要、报告、客服记录和知识库文档。
json
{
"systemInstruction": {
"parts": [
{
"text": "You are a document summarization assistant. Preserve key facts, amounts, dates, responsible parties, and risks."
}
]
},
"generationConfig": {
"maxOutputTokens": 1200
},
"contents": [
{
"parts": [
{ "text": "Summarize the following contract content: ..." }
]
}
]
}改写与润色
改写任务建议明确目标语气、长度和保留信息。
text
Rewrite the following support reply to be more polite and clear. Preserve the refund rules and processing timeline, and do not promise anything not stated.分类与抽取
分类和抽取适合客服工单、反馈归因、内容审核、订单备注识别等场景。
json
{
"generationConfig": {
"temperature": 0,
"maxOutputTokens": 500
},
"contents": [
{
"parts": [
{
"text": "Classify the text as complaint, inquiry, or praise. Text: I paid, but the order has not arrived."
}
]
}
]
}多轮问答
多轮问答需要服务端维护必要历史。历史越长,成本越高,也越容易引入无关上下文。
json
{
"contents": [
{ "role": "user", "parts": [{ "text": "I want to build a document Q&A system" }] },
{ "role": "model", "parts": [{ "text": "Start with document chunking and vector retrieval." }] },
{ "role": "user", "parts": [{ "text": "What should I consider when chunking?" }] }
]
}控制输出长度
可以同时用 maxOutputTokens 和提示词约束输出长度。
text
Answer in no more than five bullet points, each under 30 words.生产环境建议:
- 短回复使用较小
maxOutputTokens - 总结和分析任务给足输出空间
- 对必须短输出的场景增加服务端截断或校验
控制语气和格式
把稳定要求放在 systemInstruction 中,把本轮任务放在 contents 中。
json
{
"systemInstruction": {
"parts": [
{ "text": "You are an enterprise support assistant. Be polite and concise, and do not invent policies." }
]
},
"contents": [
{
"parts": [
{ "text": "The user says a top-up has not arrived. Draft a support reply." }
]
}
]
}常见 Prompt 模板
文章生成:
text
Write an article about the topic with these requirements:
1. Start with a title
2. Use three sections
3. Keep the tone professional but not exaggerated
4. Do not use unverified data合同总结:
text
Summarize the contract using this structure:
- Parties
- Scope of services
- Payment terms
- Breach liability
- Risks requiring manual review字段抽取:
text
Extract name, phone number, order ID, and issue type from the text. Use null for unknown fields.最佳实践
- 把稳定角色和边界放入
systemInstruction - 对分类、抽取等任务降低
temperature - 输出 JSON 时配合服务端解析和校验
- 长文档先切分,再总结或检索
- 不要把 API Key 暴露在浏览器前端