ai-prompt-decorator
描述#
ai-prompt-decorator 插件通过在用户输入提示前后添加预设提示来修改用户输入,以在内容生成中设定上下文。这种做法有助于模型在交互过程中按照预期的指导方针运行。
插件属性#
| 名称 | 类型 | 必选项 | 默认值 | 有效值 | 描述 |
|---|---|---|---|---|---|
prepend | array | 条件必选* | 要前置的提示对象数组。 | ||
prepend.role | string | 是 | [system, user, assistant] | 消息的角色。 | |
prepend.content | string | 是 | 长度 >= 1 | 消息的内容(提示)。 | |
append | array | 条件必选* | 要追加的提示对象数组。 | ||
append.role | string | 是 | [system, user, assistant] | 消息的角色。 | |
append.content | string | 是 | 长度 >= 1 | 消息的内容(提示)。 |
* 条件必选:必须提供 prepend 或 append 中的至少一个。
示例#
以下示例将使用 OpenAI 作为上游服务提供商。在开始之前,请创建一个 OpenAI 账户 和一个 API 密钥。你可以选择将密钥保存到环境变量中:
export OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>
如果你使用的是其他 LLM 提供商,请参阅该提供商的文档以获取 API 密钥。
前置和追加消息#
以下示例演示了如何配置 ai-prompt-decorator 插件,在用户输入消息前添加一条系统消息,并在其后追加一条用户消息。该插件与 ai-proxy 插件配合使用,将请求转发到 OpenAI。
note
你可以使用以下命令从 config.yaml 中获取 admin_key 并保存到环境变量中:
admin_key=$(yq '.deployment.admin.admin_key[0].key' conf/config.yaml | sed 's/"//g')
- Admin API
- ADC
- Ingress Controller
创建一个路由到聊天补全端点,并配置预设提示装饰器:
curl "http://127.0.0.1:9180/apisix/admin/routes/1" -X PUT \
-H "X-API-KEY: ${admin_key}" \
-d '{
"uri": "/openai-chat",
"methods": ["POST"],
"plugins": {
"ai-proxy": {
"provider": "openai",
"auth": {
"header": {
"Authorization": "Bearer '"$OPENAI_API_KEY"'"
}
}
},
"ai-prompt-decorator": {
"prepend":[
{
"role": "system",
"content": "Answer briefly and conceptually."
}
],
"append":[
{
"role": "user",
"content": "End the answer with a simple analogy."
}
]
}
}
}'
创建一个配置了 ai-proxy 和 ai-prompt-decorator 插件的路由:
adc.yaml
services:
- name: prompt-decorator-service
routes:
- name: prompt-decorator-route
uris:
- /openai-chat
methods:
- POST
plugins:
ai-proxy:
provider: openai
auth:
header:
Authorization: "Bearer ${OPENAI_API_KEY}"
ai-prompt-decorator:
prepend:
- role: system
content: "Answer briefly and conceptually."
append:
- role: user
content: "End the answer with a simple analogy."
将配置同步到网关:
adc sync -f adc.yaml
- Gateway API
- APISIX Ingress Controller
创建一个配置了 ai-proxy 和 ai-prompt-decorator 插件的路由:
ai-prompt-decorator-ic.yaml
apiVersion: apisix.apache.org/v1alpha1
kind: PluginConfig
metadata:
namespace: aic
name: ai-prompt-decorator-plugin-config
spec:
plugins:
- name: ai-proxy
config:
provider: openai
auth:
header:
Authorization: "Bearer your-api-key"
- name: ai-prompt-decorator
config:
prepend:
- role: system
content: "Answer briefly and conceptually."
append:
- role: user
content: "End the answer with a simple analogy."
---
apiVersion: gateway.networking.k8s.io/v1
kind: HTTPRoute
metadata:
namespace: aic
name: prompt-decorator-route
spec:
parentRefs:
- name: apisix
rules:
- matches:
- path:
type: Exact
value: /openai-chat
method: POST
filters:
- type: ExtensionRef
extensionRef:
group: apisix.apache.org
kind: PluginConfig
name: ai-prompt-decorator-plugin-config
创建一个配置了 ai-proxy 和 ai-prompt-decorator 插件的路由:
ai-prompt-decorator-ic.yaml
apiVersion: apisix.apache.org/v2
kind: ApisixRoute
metadata:
namespace: aic
name: prompt-decorator-route
spec:
ingressClassName: apisix
http:
- name: prompt-decorator-route
match:
paths:
- /openai-chat
methods:
- POST
plugins:
- name: ai-proxy
enable: true
config:
provider: openai
auth:
header:
Authorization: "Bearer your-api-key"
- name: ai-prompt-decorator
enable: true
config:
prepend:
- role: system
content: "Answer briefly and conceptually."
append:
- role: user
content: "End the answer with a simple analogy."
将配置应用到集群:
kubectl apply -f ai-prompt-decorator-ic.yaml
向路由发送 POST 请求,在请求体中指定模型和示例消息:
curl "http://127.0.0.1:9080/openai-chat" -X POST \
-H "Content-Type: application/json" \
-d '{
"model": "gpt-4",
"messages": [{ "role": "user", "content": "What is mTLS authentication?" }]
}'
你应该会收到类似以下的响应:
{
"choices": [
{
"finish_reason": "stop",
"index": 0,
"message": {
"content": "Mutual TLS (mTLS) authentication is a security protocol that ensures both the client and server authenticate each other's identity before establishing a connection. This mutual authentication is achieved through the exchange and verification of digital certificates, which are cryptographically signed credentials proving each party's identity. In contrast to standard TLS, where only the server is authenticated, mTLS adds an additional layer of trust by verifying the client as well, providing enhanced security for sensitive communications.\n\nThink of mTLS as a secret handshake between two friends meeting at a club. Both must know the handshake to get in, ensuring they recognize and trust each other before entering.",
"role": "assistant"
}
}
],
"created": 1723193502,
"id": "chatcmpl-9uFdWDlwKif6biCt9DpG0xgedEamg",
"model": "gpt-4o-2024-05-13",
"object": "chat.completion",
"system_fingerprint": "fp_abc28019ad",
"usage": {
"completion_tokens": 124,
"prompt_tokens": 31,
"total_tokens": 155
}
}