logan
cd319ce7bd
- 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
253 lines
6.7 KiB
Go
253 lines
6.7 KiB
Go
package ai
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import (
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"context"
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"encoding/json"
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"fmt"
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"strings"
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"time"
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"opsxdb/server/internal/aitools"
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)
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const (
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defaultAgentMaxRounds = 8
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maxToolResultFeedChars = 12000
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maxStepArgsChars = 200
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)
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// AgentReq 侧栏 Agent 请求（与 Ask 的 /api/ai/chat 分路径）。
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type AgentReq struct {
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Prompt string `json:"prompt"`
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ConnectionID string `json:"connectionId,omitempty"`
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Driver string `json:"driver,omitempty"`
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Database string `json:"database,omitempty"`
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Model string `json:"model,omitempty"`
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MaxRounds int `json:"maxRounds,omitempty"`
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}
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// AgentStep 挂在回复下的步骤时间线一项。
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type AgentStep struct {
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Tool string `json:"tool"`
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Args string `json:"args,omitempty"`
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OK bool `json:"ok"`
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Summary string `json:"summary"`
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Error string `json:"error,omitempty"`
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Ms int64 `json:"ms"`
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}
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// AgentRes Agent 最终回答 + 步骤。
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type AgentRes struct {
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Content string `json:"content"`
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SQL string `json:"sql,omitempty"`
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Steps []AgentStep `json:"steps"`
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Rounds int `json:"rounds"`
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}
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// RunAgent 多轮：LLM tool_call → aitools.Runtime.Call → 回灌，直到最终文本或轮次耗尽。
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// ConfirmDanger 永不自动 true（由 Runtime 保证）。Ask 模式不要走这里。
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func RunAgent(ctx context.Context, llm ToolChat, rt *aitools.Runtime, req AgentReq) (AgentRes, error) {
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if rt == nil {
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return AgentRes{}, fmt.Errorf("aitools runtime required")
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}
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if llm == nil {
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return AgentRes{}, fmt.Errorf("tool chat LLM required")
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}
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prompt := strings.TrimSpace(req.Prompt)
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if prompt == "" {
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return AgentRes{}, fmt.Errorf("prompt required")
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}
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maxRounds := req.MaxRounds
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if maxRounds <= 0 {
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maxRounds = defaultAgentMaxRounds
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}
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if maxRounds > 16 {
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maxRounds = 16
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}
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tools := aitools.OpenAITools()
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msgs := []Message{
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{Role: "system", Content: buildAgentSystem(req)},
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{Role: "user", Content: prompt},
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}
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var steps []AgentStep
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rounds := 0
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for round := 0; round < maxRounds; round++ {
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rounds = round + 1
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turn, err := llm.ChatWithTools(ctx, req.Model, msgs, tools)
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if err != nil {
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return AgentRes{Steps: steps, Rounds: rounds}, err
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}
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if len(turn.ToolCalls) == 0 {
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content := turn.Content
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if content == "" {
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content = "（模型未返回文本，也未调用工具）"
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}
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return AgentRes{
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Content: content,
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SQL: extractSQL(content),
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Steps: steps,
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Rounds: rounds,
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}, nil
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}
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// assistant 消息带 tool_calls
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msgs = append(msgs, Message{
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Role: "assistant",
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Content: turn.Content,
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ToolCalls: turn.ToolCalls,
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})
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for _, tc := range turn.ToolCalls {
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step, toolMsg := execOneTool(ctx, rt, tc)
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steps = append(steps, step)
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msgs = append(msgs, toolMsg)
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}
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}
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return AgentRes{
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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),
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Steps: steps,
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Rounds: rounds,
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}, nil
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}
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func buildAgentSystem(req AgentReq) string {
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var b strings.Builder
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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")
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b.WriteString("规则：\n")
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b.WriteString("1. 需要查库时必须调用工具；不要假装已执行 SQL。\n")
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b.WriteString("2. 仅只读：execute_query 只允许 SELECT/SHOW/EXPLAIN/DESCRIBE/WITH…SELECT；Redis 仅读命令。\n")
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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")
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b.WriteString("4. 用中文简明回答；可执行 SQL 放在 ```sql 代码块中。\n")
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b.WriteString("5. 工具结果可能截断，注意说明。\n")
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if req.ConnectionID != "" {
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b.WriteString(fmt.Sprintf("\n用户当前偏好连接 id: %s", req.ConnectionID))
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if req.Driver != "" {
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b.WriteString(fmt.Sprintf("（%s）", req.Driver))
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}
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if req.Database != "" {
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b.WriteString(fmt.Sprintf("，数据库: %s", req.Database))
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}
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b.WriteString("。\n")
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}
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return b.String()
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}
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func execOneTool(ctx context.Context, rt *aitools.Runtime, tc ToolCall) (AgentStep, Message) {
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name := strings.TrimSpace(tc.Function.Name)
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argsRaw := strings.TrimSpace(tc.Function.Arguments)
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if argsRaw == "" {
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argsRaw = "{}"
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}
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step := AgentStep{
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Tool: name,
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Args: truncateRunes(argsRaw, maxStepArgsChars),
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}
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start := time.Now()
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var args map[string]any
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if err := json.Unmarshal([]byte(argsRaw), &args); err != nil {
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step.OK = false
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step.Error = "invalid tool arguments JSON: " + err.Error()
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step.Summary = step.Error
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step.Ms = time.Since(start).Milliseconds()
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return step, Message{
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Role: "tool",
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ToolCallID: tc.ID,
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Name: name,
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Content: step.Error,
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}
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}
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out, err := rt.Call(ctx, name, args)
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step.Ms = time.Since(start).Milliseconds()
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if err != nil {
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step.OK = false
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step.Error = err.Error()
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step.Summary = err.Error()
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return step, Message{
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Role: "tool",
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ToolCallID: tc.ID,
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Name: name,
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Content: err.Error(),
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}
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}
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step.OK = true
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step.Summary = summarizeToolResult(name, out)
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feed := aitools.ResultJSON(out)
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if len(feed) > maxToolResultFeedChars {
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feed = feed[:maxToolResultFeedChars] + "\n…(truncated)"
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}
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return step, Message{
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Role: "tool",
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ToolCallID: tc.ID,
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Name: name,
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Content: feed,
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}
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}
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func summarizeToolResult(tool string, out any) string {
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m, ok := out.(map[string]any)
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if !ok {
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return truncateRunes(fmt.Sprint(out), 120)
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}
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lenAny := func(key string) (int, bool) {
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switch v := m[key].(type) {
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case []any:
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return len(v), true
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case []string:
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return len(v), true
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default:
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return 0, false
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}
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}
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switch tool {
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case aitools.ToolListConnections:
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if n, ok := lenAny("connections"); ok {
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return fmt.Sprintf("%d connections", n)
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}
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case aitools.ToolListDatabases:
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if n, ok := lenAny("databases"); ok {
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return fmt.Sprintf("%d databases", n)
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}
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case aitools.ToolListTables:
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if n, ok := lenAny("tables"); ok {
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return fmt.Sprintf("%d tables", n)
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}
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case aitools.ToolDescribeTable:
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if t, _ := m["table"].(string); t != "" {
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if n, ok := lenAny("columns"); ok {
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return fmt.Sprintf("%s (%d cols)", t, n)
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}
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return t
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}
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case aitools.ToolGetSchemaContext:
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if s, ok := m["schema"].(string); ok {
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return fmt.Sprintf("schema %d chars", len(s))
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}
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case aitools.ToolExecuteQuery, aitools.ToolExecuteRedisCommand:
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rc := 0
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switch v := m["rowCount"].(type) {
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case int:
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rc = v
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case int64:
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rc = int(v)
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case float64:
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rc = int(v)
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}
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return fmt.Sprintf("rows=%d", rc)
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}
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return truncateRunes(aitools.ResultJSON(out), 120)
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}
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func truncateRunes(s string, n int) string {
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s = strings.Join(strings.Fields(s), " ")
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r := []rune(s)
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if len(r) <= n {
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return s
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}
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return string(r[:n]) + "…"
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}
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