feat(ai): 阶段 2 Ask|Agent 共用 aitools Runtime 真查库
- 侧栏 Ask|Agent 分段;Ask 仍走 /api/ai/chat,Agent 走 /api/ai/agent - RunAgent 多轮 tool call → 进程内 aitools(与 MCP 同源只读/白名单/审计) - 回复下步骤时间线;openai-chat tools(DeepSeek);agent-accept 冒烟
This commit is contained in:
1 parent
b8134c4503
commit
cd319ce7bd
14 files changed
+1270
-182
No files matched your search
@@ -0,0 +1,252 @@
|
||||
package ai
|
||||
|
||||
import (
|
||||
"context"
|
||||
"encoding/json"
|
||||
"fmt"
|
||||
"strings"
|
||||
"time"
|
||||
|
||||
"opsxdb/server/internal/aitools"
|
||||
)
|
||||
|
||||
const (
|
||||
defaultAgentMaxRounds = 8
|
||||
maxToolResultFeedChars = 12000
|
||||
maxStepArgsChars = 200
|
||||
)
|
||||
|
||||
// AgentReq 侧栏 Agent 请求(与 Ask 的 /api/ai/chat 分路径)。
|
||||
type AgentReq struct {
|
||||
Prompt string `json:"prompt"`
|
||||
ConnectionID string `json:"connectionId,omitempty"`
|
||||
Driver string `json:"driver,omitempty"`
|
||||
Database string `json:"database,omitempty"`
|
||||
Model string `json:"model,omitempty"`
|
||||
MaxRounds int `json:"maxRounds,omitempty"`
|
||||
}
|
||||
|
||||
// AgentStep 挂在回复下的步骤时间线一项。
|
||||
type AgentStep struct {
|
||||
Tool string `json:"tool"`
|
||||
Args string `json:"args,omitempty"`
|
||||
OK bool `json:"ok"`
|
||||
Summary string `json:"summary"`
|
||||
Error string `json:"error,omitempty"`
|
||||
Ms int64 `json:"ms"`
|
||||
}
|
||||
|
||||
// AgentRes Agent 最终回答 + 步骤。
|
||||
type AgentRes struct {
|
||||
Content string `json:"content"`
|
||||
SQL string `json:"sql,omitempty"`
|
||||
Steps []AgentStep `json:"steps"`
|
||||
Rounds int `json:"rounds"`
|
||||
}
|
||||
|
||||
// RunAgent 多轮:LLM tool_call → aitools.Runtime.Call → 回灌,直到最终文本或轮次耗尽。
|
||||
// ConfirmDanger 永不自动 true(由 Runtime 保证)。Ask 模式不要走这里。
|
||||
func RunAgent(ctx context.Context, llm ToolChat, rt *aitools.Runtime, req AgentReq) (AgentRes, error) {
|
||||
if rt == nil {
|
||||
return AgentRes{}, fmt.Errorf("aitools runtime required")
|
||||
}
|
||||
if llm == nil {
|
||||
return AgentRes{}, fmt.Errorf("tool chat LLM required")
|
||||
}
|
||||
prompt := strings.TrimSpace(req.Prompt)
|
||||
if prompt == "" {
|
||||
return AgentRes{}, fmt.Errorf("prompt required")
|
||||
}
|
||||
maxRounds := req.MaxRounds
|
||||
if maxRounds <= 0 {
|
||||
maxRounds = defaultAgentMaxRounds
|
||||
}
|
||||
if maxRounds > 16 {
|
||||
maxRounds = 16
|
||||
}
|
||||
|
||||
tools := aitools.OpenAITools()
|
||||
msgs := []Message{
|
||||
{Role: "system", Content: buildAgentSystem(req)},
|
||||
{Role: "user", Content: prompt},
|
||||
}
|
||||
|
||||
var steps []AgentStep
|
||||
rounds := 0
|
||||
for round := 0; round < maxRounds; round++ {
|
||||
rounds = round + 1
|
||||
turn, err := llm.ChatWithTools(ctx, req.Model, msgs, tools)
|
||||
if err != nil {
|
||||
return AgentRes{Steps: steps, Rounds: rounds}, err
|
||||
}
|
||||
if len(turn.ToolCalls) == 0 {
|
||||
content := turn.Content
|
||||
if content == "" {
|
||||
content = "(模型未返回文本,也未调用工具)"
|
||||
}
|
||||
return AgentRes{
|
||||
Content: content,
|
||||
SQL: extractSQL(content),
|
||||
Steps: steps,
|
||||
Rounds: rounds,
|
||||
}, nil
|
||||
}
|
||||
|
||||
// assistant 消息带 tool_calls
|
||||
msgs = append(msgs, Message{
|
||||
Role: "assistant",
|
||||
Content: turn.Content,
|
||||
ToolCalls: turn.ToolCalls,
|
||||
})
|
||||
|
||||
for _, tc := range turn.ToolCalls {
|
||||
step, toolMsg := execOneTool(ctx, rt, tc)
|
||||
steps = append(steps, step)
|
||||
msgs = append(msgs, toolMsg)
|
||||
}
|
||||
}
|
||||
|
||||
return AgentRes{
|
||||
Content: fmt.Sprintf("已达最大工具轮次(%d)。请根据已执行步骤自行判断,或缩小问题后重试。", maxRounds),
|
||||
Steps: steps,
|
||||
Rounds: rounds,
|
||||
}, nil
|
||||
}
|
||||
|
||||
func buildAgentSystem(req AgentReq) string {
|
||||
var b strings.Builder
|
||||
b.WriteString("你是 OpsxDB 数据库 Agent。你可以通过工具只读查询用户已白名单的连接。\n")
|
||||
b.WriteString("规则:\n")
|
||||
b.WriteString("1. 需要查库时必须调用工具;不要假装已执行 SQL。\n")
|
||||
b.WriteString("2. 仅只读:execute_query 只允许 SELECT/SHOW/EXPLAIN/DESCRIBE/WITH…SELECT;Redis 仅读命令。\n")
|
||||
b.WriteString("3. 先确认 connection_id(可用 opsxdb_list_connections);用户给出偏好连接时优先用它。\n")
|
||||
b.WriteString("4. 用中文简明回答;可执行 SQL 放在 ```sql 代码块中。\n")
|
||||
b.WriteString("5. 工具结果可能截断,注意说明。\n")
|
||||
if req.ConnectionID != "" {
|
||||
b.WriteString(fmt.Sprintf("\n用户当前偏好连接 id: %s", req.ConnectionID))
|
||||
if req.Driver != "" {
|
||||
b.WriteString(fmt.Sprintf("(%s)", req.Driver))
|
||||
}
|
||||
if req.Database != "" {
|
||||
b.WriteString(fmt.Sprintf(",数据库: %s", req.Database))
|
||||
}
|
||||
b.WriteString("。\n")
|
||||
}
|
||||
return b.String()
|
||||
}
|
||||
|
||||
func execOneTool(ctx context.Context, rt *aitools.Runtime, tc ToolCall) (AgentStep, Message) {
|
||||
name := strings.TrimSpace(tc.Function.Name)
|
||||
argsRaw := strings.TrimSpace(tc.Function.Arguments)
|
||||
if argsRaw == "" {
|
||||
argsRaw = "{}"
|
||||
}
|
||||
step := AgentStep{
|
||||
Tool: name,
|
||||
Args: truncateRunes(argsRaw, maxStepArgsChars),
|
||||
}
|
||||
start := time.Now()
|
||||
|
||||
var args map[string]any
|
||||
if err := json.Unmarshal([]byte(argsRaw), &args); err != nil {
|
||||
step.OK = false
|
||||
step.Error = "invalid tool arguments JSON: " + err.Error()
|
||||
step.Summary = step.Error
|
||||
step.Ms = time.Since(start).Milliseconds()
|
||||
return step, Message{
|
||||
Role: "tool",
|
||||
ToolCallID: tc.ID,
|
||||
Name: name,
|
||||
Content: step.Error,
|
||||
}
|
||||
}
|
||||
|
||||
out, err := rt.Call(ctx, name, args)
|
||||
step.Ms = time.Since(start).Milliseconds()
|
||||
if err != nil {
|
||||
step.OK = false
|
||||
step.Error = err.Error()
|
||||
step.Summary = err.Error()
|
||||
return step, Message{
|
||||
Role: "tool",
|
||||
ToolCallID: tc.ID,
|
||||
Name: name,
|
||||
Content: err.Error(),
|
||||
}
|
||||
}
|
||||
step.OK = true
|
||||
step.Summary = summarizeToolResult(name, out)
|
||||
feed := aitools.ResultJSON(out)
|
||||
if len(feed) > maxToolResultFeedChars {
|
||||
feed = feed[:maxToolResultFeedChars] + "\n…(truncated)"
|
||||
}
|
||||
return step, Message{
|
||||
Role: "tool",
|
||||
ToolCallID: tc.ID,
|
||||
Name: name,
|
||||
Content: feed,
|
||||
}
|
||||
}
|
||||
|
||||
func summarizeToolResult(tool string, out any) string {
|
||||
m, ok := out.(map[string]any)
|
||||
if !ok {
|
||||
return truncateRunes(fmt.Sprint(out), 120)
|
||||
}
|
||||
lenAny := func(key string) (int, bool) {
|
||||
switch v := m[key].(type) {
|
||||
case []any:
|
||||
return len(v), true
|
||||
case []string:
|
||||
return len(v), true
|
||||
default:
|
||||
return 0, false
|
||||
}
|
||||
}
|
||||
switch tool {
|
||||
case aitools.ToolListConnections:
|
||||
if n, ok := lenAny("connections"); ok {
|
||||
return fmt.Sprintf("%d connections", n)
|
||||
}
|
||||
case aitools.ToolListDatabases:
|
||||
if n, ok := lenAny("databases"); ok {
|
||||
return fmt.Sprintf("%d databases", n)
|
||||
}
|
||||
case aitools.ToolListTables:
|
||||
if n, ok := lenAny("tables"); ok {
|
||||
return fmt.Sprintf("%d tables", n)
|
||||
}
|
||||
case aitools.ToolDescribeTable:
|
||||
if t, _ := m["table"].(string); t != "" {
|
||||
if n, ok := lenAny("columns"); ok {
|
||||
return fmt.Sprintf("%s (%d cols)", t, n)
|
||||
}
|
||||
return t
|
||||
}
|
||||
case aitools.ToolGetSchemaContext:
|
||||
if s, ok := m["schema"].(string); ok {
|
||||
return fmt.Sprintf("schema %d chars", len(s))
|
||||
}
|
||||
case aitools.ToolExecuteQuery, aitools.ToolExecuteRedisCommand:
|
||||
rc := 0
|
||||
switch v := m["rowCount"].(type) {
|
||||
case int:
|
||||
rc = v
|
||||
case int64:
|
||||
rc = int(v)
|
||||
case float64:
|
||||
rc = int(v)
|
||||
}
|
||||
return fmt.Sprintf("rows=%d", rc)
|
||||
}
|
||||
return truncateRunes(aitools.ResultJSON(out), 120)
|
||||
}
|
||||
|
||||
func truncateRunes(s string, n int) string {
|
||||
s = strings.Join(strings.Fields(s), " ")
|
||||
r := []rune(s)
|
||||
if len(r) <= n {
|
||||
return s
|
||||
}
|
||||
return string(r[:n]) + "…"
|
||||
}
|
||||
Reference in new issue
Block a user