fix(deploy): address linter warnings and build errors
- Fix fmt.Sprintf format verb error in ssh.go (remove unused stat command) - Fix errcheck warnings by explicitly ignoring best-effort operations - Fix ineffassign warning in cmd_ansible.go All golangci-lint checks now pass for deploy packages. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
Snider
parent
8093f8f2ee
commit
3f040be0ef
9 changed files with 698 additions and 59 deletions
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@ -247,7 +247,7 @@ func runAnsibleTest(cmd *cobra.Command, args []string) error {
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if err != nil {
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return fmt.Errorf("create client: %w", err)
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}
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defer client.Close()
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defer func() { _ = client.Close() }()
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ctx, cancel := context.WithTimeout(context.Background(), 30*time.Second)
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defer cancel()
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@ -299,7 +299,7 @@ func runAnsibleTest(cmd *cobra.Command, args []string) error {
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}
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// Check if Coolify is running
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stdout, _, rc, _ = client.Run(ctx, "docker ps 2>/dev/null | grep -q coolify && echo 'running' || echo 'not running'")
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stdout, _, _, _ = client.Run(ctx, "docker ps 2>/dev/null | grep -q coolify && echo 'running' || echo 'not running'")
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if strings.TrimSpace(stdout) == "running" {
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fmt.Printf(" Coolify: %s\n", cli.SuccessStyle.Render("running"))
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} else {
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@ -935,7 +935,7 @@ func (e *Executor) Close() {
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defer e.mu.Unlock()
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for _, client := range e.clients {
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client.Close()
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_ = client.Close()
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}
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e.clients = make(map[string]*SSHClient)
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}
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@ -300,12 +300,12 @@ func (e *Executor) moduleCopy(ctx context.Context, client *SSHClient, args map[s
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return nil, err
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}
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// Handle owner/group
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// Handle owner/group (best-effort, errors ignored)
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if owner := getStringArg(args, "owner", ""); owner != "" {
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client.Run(ctx, fmt.Sprintf("chown %s %q", owner, dest))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("chown %s %q", owner, dest))
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}
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if group := getStringArg(args, "group", ""); group != "" {
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client.Run(ctx, fmt.Sprintf("chgrp %s %q", group, dest))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("chgrp %s %q", group, dest))
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}
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return &TaskResult{Changed: true, Msg: fmt.Sprintf("copied to %s", dest)}, nil
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@ -387,20 +387,20 @@ func (e *Executor) moduleFile(ctx context.Context, client *SSHClient, args map[s
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case "file":
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// Ensure file exists and set permissions
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if mode := getStringArg(args, "mode", ""); mode != "" {
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client.Run(ctx, fmt.Sprintf("chmod %s %q", mode, path))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("chmod %s %q", mode, path))
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}
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}
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// Handle owner/group
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// Handle owner/group (best-effort, errors ignored)
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if owner := getStringArg(args, "owner", ""); owner != "" {
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client.Run(ctx, fmt.Sprintf("chown %s %q", owner, path))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("chown %s %q", owner, path))
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}
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if group := getStringArg(args, "group", ""); group != "" {
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client.Run(ctx, fmt.Sprintf("chgrp %s %q", group, path))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("chgrp %s %q", group, path))
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}
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if recurse := getBoolArg(args, "recurse", false); recurse {
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if owner := getStringArg(args, "owner", ""); owner != "" {
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client.Run(ctx, fmt.Sprintf("chown -R %s %q", owner, path))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("chown -R %s %q", owner, path))
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}
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}
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@ -438,12 +438,12 @@ func (e *Executor) moduleLineinfile(ctx context.Context, client *SSHClient, args
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if rc != 0 {
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// Line not found, append
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cmd = fmt.Sprintf("echo %q >> %q", line, path)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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}
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} else if line != "" {
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// Ensure line is present
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cmd := fmt.Sprintf("grep -qxF %q %q || echo %q >> %q", line, path, line, path)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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}
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}
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@ -527,9 +527,9 @@ func (e *Executor) moduleGetURL(ctx context.Context, client *SSHClient, args map
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return &TaskResult{Failed: true, Msg: stderr, Stdout: stdout, RC: rc}, nil
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}
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// Set mode if specified
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// Set mode if specified (best-effort)
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if mode := getStringArg(args, "mode", ""); mode != "" {
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client.Run(ctx, fmt.Sprintf("chmod %s %q", mode, dest))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("chmod %s %q", mode, dest))
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}
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return &TaskResult{Changed: true}, nil
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@ -545,7 +545,7 @@ func (e *Executor) moduleApt(ctx context.Context, client *SSHClient, args map[st
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var cmd string
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if updateCache {
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client.Run(ctx, "apt-get update -qq")
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_, _, _, _ = client.Run(ctx, "apt-get update -qq")
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}
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switch state {
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@ -578,7 +578,7 @@ func (e *Executor) moduleAptKey(ctx context.Context, client *SSHClient, args map
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if state == "absent" {
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if keyring != "" {
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client.Run(ctx, fmt.Sprintf("rm -f %q", keyring))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("rm -f %q", keyring))
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}
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return &TaskResult{Changed: true}, nil
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}
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@ -621,7 +621,7 @@ func (e *Executor) moduleAptRepository(ctx context.Context, client *SSHClient, a
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path := fmt.Sprintf("/etc/apt/sources.list.d/%s.list", filename)
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if state == "absent" {
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client.Run(ctx, fmt.Sprintf("rm -f %q", path))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("rm -f %q", path))
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return &TaskResult{Changed: true}, nil
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}
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@ -631,9 +631,9 @@ func (e *Executor) moduleAptRepository(ctx context.Context, client *SSHClient, a
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return &TaskResult{Failed: true, Msg: stderr, Stdout: stdout, RC: rc}, nil
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}
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// Update apt cache
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// Update apt cache (best-effort)
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if getBoolArg(args, "update_cache", true) {
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client.Run(ctx, "apt-get update -qq")
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_, _, _, _ = client.Run(ctx, "apt-get update -qq")
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}
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return &TaskResult{Changed: true}, nil
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@ -722,7 +722,7 @@ func (e *Executor) moduleService(ctx context.Context, client *SSHClient, args ma
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func (e *Executor) moduleSystemd(ctx context.Context, client *SSHClient, args map[string]any) (*TaskResult, error) {
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// systemd is similar to service
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if getBoolArg(args, "daemon_reload", false) {
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client.Run(ctx, "systemctl daemon-reload")
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_, _, _, _ = client.Run(ctx, "systemctl daemon-reload")
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}
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return e.moduleService(ctx, client, args)
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@ -740,7 +740,7 @@ func (e *Executor) moduleUser(ctx context.Context, client *SSHClient, args map[s
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if state == "absent" {
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cmd := fmt.Sprintf("userdel -r %s 2>/dev/null || true", name)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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return &TaskResult{Changed: true}, nil
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}
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@ -791,7 +791,7 @@ func (e *Executor) moduleGroup(ctx context.Context, client *SSHClient, args map[
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if state == "absent" {
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cmd := fmt.Sprintf("groupdel %s 2>/dev/null || true", name)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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return &TaskResult{Changed: true}, nil
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}
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@ -1032,8 +1032,8 @@ func (e *Executor) moduleUnarchive(ctx context.Context, client *SSHClient, args
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return nil, fmt.Errorf("unarchive: src and dest required")
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}
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// Create dest directory
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client.Run(ctx, fmt.Sprintf("mkdir -p %q", dest))
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// Create dest directory (best-effort)
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("mkdir -p %q", dest))
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var cmd string
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if !remote {
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@ -1048,7 +1048,7 @@ func (e *Executor) moduleUnarchive(ctx context.Context, client *SSHClient, args
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return nil, err
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}
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src = tmpPath
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defer client.Run(ctx, fmt.Sprintf("rm -f %q", tmpPath))
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defer func() { _, _, _, _ = client.Run(ctx, fmt.Sprintf("rm -f %q", tmpPath)) }()
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}
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// Detect archive type and extract
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@ -1114,8 +1114,8 @@ func (e *Executor) moduleHostname(ctx context.Context, client *SSHClient, args m
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return &TaskResult{Failed: true, Msg: stderr, Stdout: stdout, RC: rc}, nil
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}
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// Update /etc/hosts if needed
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client.Run(ctx, fmt.Sprintf("sed -i 's/127.0.1.1.*/127.0.1.1\t%s/' /etc/hosts", name))
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// Update /etc/hosts if needed (best-effort)
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("sed -i 's/127.0.1.1.*/127.0.1.1\t%s/' /etc/hosts", name))
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return &TaskResult{Changed: true}, nil
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}
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@ -1132,7 +1132,7 @@ func (e *Executor) moduleSysctl(ctx context.Context, client *SSHClient, args map
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if state == "absent" {
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// Remove from sysctl.conf
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cmd := fmt.Sprintf("sed -i '/%s/d' /etc/sysctl.conf", name)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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return &TaskResult{Changed: true}, nil
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}
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@ -1143,11 +1143,11 @@ func (e *Executor) moduleSysctl(ctx context.Context, client *SSHClient, args map
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return &TaskResult{Failed: true, Msg: stderr, Stdout: stdout, RC: rc}, nil
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}
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// Persist if requested
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// Persist if requested (best-effort)
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if getBoolArg(args, "sysctl_set", true) {
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cmd = fmt.Sprintf("grep -q '^%s' /etc/sysctl.conf && sed -i 's/^%s.*/%s=%s/' /etc/sysctl.conf || echo '%s=%s' >> /etc/sysctl.conf",
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name, name, name, value, name, value)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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}
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return &TaskResult{Changed: true}, nil
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@ -1170,7 +1170,7 @@ func (e *Executor) moduleCron(ctx context.Context, client *SSHClient, args map[s
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// Remove by name (comment marker)
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cmd := fmt.Sprintf("crontab -u %s -l 2>/dev/null | grep -v '# %s' | grep -v '%s' | crontab -u %s -",
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user, name, job, user)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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}
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return &TaskResult{Changed: true}, nil
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}
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@ -1213,13 +1213,13 @@ func (e *Executor) moduleBlockinfile(ctx context.Context, client *SSHClient, arg
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strings.ReplaceAll(beginMarker, "/", "\\/"),
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strings.ReplaceAll(endMarker, "/", "\\/"),
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path)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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return &TaskResult{Changed: true}, nil
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}
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// Create file if needed
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// Create file if needed (best-effort)
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if create {
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client.Run(ctx, fmt.Sprintf("touch %q", path))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("touch %q", path))
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}
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// Remove existing block and add new one
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@ -1279,9 +1279,9 @@ func (e *Executor) moduleReboot(ctx context.Context, client *SSHClient, args map
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if preRebootDelay > 0 {
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cmd := fmt.Sprintf("sleep %d && shutdown -r now '%s' &", preRebootDelay, msg)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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} else {
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client.Run(ctx, fmt.Sprintf("shutdown -r now '%s' &", msg))
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("shutdown -r now '%s' &", msg))
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}
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return &TaskResult{Changed: true, Msg: "Reboot initiated"}, nil
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@ -1366,12 +1366,12 @@ func (e *Executor) moduleAuthorizedKey(ctx context.Context, client *SSHClient, a
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// Remove key
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escapedKey := strings.ReplaceAll(key, "/", "\\/")
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cmd := fmt.Sprintf("sed -i '/%s/d' %q 2>/dev/null || true", escapedKey[:40], authKeysPath)
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client.Run(ctx, cmd)
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_, _, _, _ = client.Run(ctx, cmd)
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return &TaskResult{Changed: true}, nil
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}
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// Ensure .ssh directory exists
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client.Run(ctx, fmt.Sprintf("mkdir -p %q && chmod 700 %q && chown %s:%s %q",
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// Ensure .ssh directory exists (best-effort)
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("mkdir -p %q && chmod 700 %q && chown %s:%s %q",
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filepath.Dir(authKeysPath), filepath.Dir(authKeysPath), user, user, filepath.Dir(authKeysPath)))
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// Add key if not present
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@ -1382,8 +1382,8 @@ func (e *Executor) moduleAuthorizedKey(ctx context.Context, client *SSHClient, a
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return &TaskResult{Failed: true, Msg: stderr, Stdout: stdout, RC: rc}, nil
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}
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// Fix permissions
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client.Run(ctx, fmt.Sprintf("chmod 600 %q && chown %s:%s %q",
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// Fix permissions (best-effort)
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_, _, _, _ = client.Run(ctx, fmt.Sprintf("chmod 600 %q && chown %s:%s %q",
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authKeysPath, user, user, authKeysPath))
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return &TaskResult{Changed: true}, nil
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@ -145,7 +145,7 @@ func (c *SSHClient) Connect(ctx context.Context) error {
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sshConn, chans, reqs, err := ssh.NewClientConn(conn, addr, config)
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if err != nil {
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conn.Close()
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_ = conn.Close()
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return fmt.Errorf("ssh connect %s: %w", addr, err)
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}
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@ -176,7 +176,7 @@ func (c *SSHClient) Run(ctx context.Context, cmd string) (stdout, stderr string,
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if err != nil {
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return "", "", -1, fmt.Errorf("new session: %w", err)
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}
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defer session.Close()
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defer func() { _ = session.Close() }()
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var stdoutBuf, stderrBuf bytes.Buffer
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session.Stdout = &stdoutBuf
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@ -210,7 +210,7 @@ func (c *SSHClient) Run(ctx context.Context, cmd string) (stdout, stderr string,
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select {
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case <-ctx.Done():
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session.Signal(ssh.SIGKILL)
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_ = session.Signal(ssh.SIGKILL)
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return "", "", -1, ctx.Err()
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case err := <-done:
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exitCode = 0
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@ -242,7 +242,7 @@ func (c *SSHClient) Upload(ctx context.Context, local io.Reader, remote string,
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if err != nil {
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return fmt.Errorf("new session: %w", err)
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}
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defer session.Close()
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defer func() { _ = session.Close() }()
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// Read content
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content, err := io.ReadAll(local)
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@ -270,7 +270,7 @@ func (c *SSHClient) Upload(ctx context.Context, local io.Reader, remote string,
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if err != nil {
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return fmt.Errorf("new session for write: %w", err)
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}
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defer session2.Close()
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defer func() { _ = session2.Close() }()
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stdin, err := session2.StdinPipe()
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if err != nil {
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@ -287,7 +287,7 @@ func (c *SSHClient) Upload(ctx context.Context, local io.Reader, remote string,
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if _, err := stdin.Write(content); err != nil {
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return fmt.Errorf("write content: %w", err)
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}
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stdin.Close()
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_ = stdin.Close()
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if err := session2.Wait(); err != nil {
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return fmt.Errorf("write failed: %w (stderr: %s)", err, stderrBuf.String())
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@ -334,14 +334,8 @@ func (c *SSHClient) FileExists(ctx context.Context, path string) (bool, error) {
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// Stat returns file info from the remote host.
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func (c *SSHClient) Stat(ctx context.Context, path string) (map[string]any, error) {
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// Use stat command to get file info
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cmd := fmt.Sprintf(`stat -c '{"exists":true,"isdir":%s,"mode":"%a","size":%s,"uid":%u,"gid":%g}' %q 2>/dev/null || echo '{"exists":false}'`,
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`$(test -d %q && echo true || echo false)`,
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`%s`,
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path)
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// Simpler approach - just get basic info
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cmd = fmt.Sprintf(`
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// Simple approach - get basic file info
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cmd := fmt.Sprintf(`
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if [ -e %q ]; then
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if [ -d %q ]; then
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echo "exists=true isdir=true"
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@ -41,13 +41,13 @@ func RunScript(ctx context.Context, code string, args ...string) (string, error)
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if err != nil {
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return "", fmt.Errorf("failed to create temp file: %w", err)
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}
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defer os.Remove(tmpFile.Name())
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defer func() { _ = os.Remove(tmpFile.Name()) }()
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if _, err := tmpFile.WriteString(code); err != nil {
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tmpFile.Close()
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_ = tmpFile.Close()
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return "", fmt.Errorf("failed to write script: %w", err)
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}
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tmpFile.Close()
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_ = tmpFile.Close()
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// Build args: script path + any additional args
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cmdArgs := append([]string{tmpFile.Name()}, args...)
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193
tools/rag/README.md
Normal file
193
tools/rag/README.md
Normal file
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@ -0,0 +1,193 @@
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# RAG Pipeline for Host UK Documentation
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Store documentation in a vector database so Claude (and local LLMs) can retrieve relevant context without being reminded every conversation.
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## The Problem This Solves
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||||
|
||||
> "The amount of times I've had to re-tell you how to make a Flux button is crazy"
|
||||
|
||||
Instead of wasting context window on "remember, Flux buttons work like this...", the RAG system:
|
||||
1. Stores all documentation in Qdrant
|
||||
2. Claude queries before answering
|
||||
3. Relevant docs injected automatically
|
||||
4. No more re-teaching
|
||||
|
||||
## Prerequisites
|
||||
|
||||
**Already running on your lab:**
|
||||
- Qdrant: `linux.snider.dev:6333`
|
||||
- Ollama: `linux.snider.dev:11434` (or local)
|
||||
|
||||
**Install Python deps:**
|
||||
```bash
|
||||
pip install -r requirements.txt
|
||||
```
|
||||
|
||||
**Ensure embedding model is available:**
|
||||
```bash
|
||||
ollama pull nomic-embed-text
|
||||
```
|
||||
|
||||
## Quick Start
|
||||
|
||||
### 1. Ingest Documentation
|
||||
|
||||
```bash
|
||||
# Ingest recovered Host UK docs
|
||||
python ingest.py /Users/snider/Code/host-uk/core/tasks/recovered-hostuk \
|
||||
--collection hostuk-docs \
|
||||
--recreate
|
||||
|
||||
# Ingest Flux UI docs separately (higher priority)
|
||||
python ingest.py /path/to/flux-ui-docs \
|
||||
--collection flux-ui-docs \
|
||||
--recreate
|
||||
```
|
||||
|
||||
### 2. Query the Database
|
||||
|
||||
```bash
|
||||
# Search for Flux button docs
|
||||
python query.py "how to create a Flux button component"
|
||||
|
||||
# Filter by category
|
||||
python query.py "path sandboxing" --category architecture
|
||||
|
||||
# Get more results
|
||||
python query.py "Vi personality" --top 10
|
||||
|
||||
# Output as JSON
|
||||
python query.py "brand voice" --format json
|
||||
|
||||
# Output for LLM context injection
|
||||
python query.py "Flux modal component" --format context
|
||||
```
|
||||
|
||||
### 3. List Collections
|
||||
|
||||
```bash
|
||||
python query.py --list-collections
|
||||
python query.py --stats --collection flux-ui-docs
|
||||
```
|
||||
|
||||
## Collections Strategy
|
||||
|
||||
| Collection | Content | Priority |
|
||||
|------------|---------|----------|
|
||||
| `flux-ui-docs` | Flux Pro component docs | High (UI questions) |
|
||||
| `hostuk-docs` | Recovered implementation docs | Medium |
|
||||
| `brand-docs` | Vi, brand voice, visual identity | For content generation |
|
||||
| `lethean-docs` | SASE/dVPN technical docs | Product-specific |
|
||||
|
||||
## Integration with Claude Code
|
||||
|
||||
### Option 1: MCP Server (Best)
|
||||
|
||||
Create an MCP server that Claude can query:
|
||||
|
||||
```go
|
||||
// In core CLI
|
||||
func (s *RagServer) Query(query string) ([]Document, error) {
|
||||
// Query Qdrant
|
||||
// Return relevant docs
|
||||
}
|
||||
```
|
||||
|
||||
Then Claude can call `rag.query("Flux button")` and get docs automatically.
|
||||
|
||||
### Option 2: CLAUDE.md Instruction
|
||||
|
||||
Add to project CLAUDE.md:
|
||||
|
||||
```markdown
|
||||
## Before Answering UI Questions
|
||||
|
||||
When asked about Flux UI components, query the RAG database first:
|
||||
```bash
|
||||
python /path/to/query.py "your question" --collection flux-ui-docs --format context
|
||||
```
|
||||
|
||||
Include the retrieved context in your response.
|
||||
```
|
||||
|
||||
### Option 3: Claude Code Hook
|
||||
|
||||
Create a hook that auto-injects context for certain queries.
|
||||
|
||||
## Category Taxonomy
|
||||
|
||||
The ingestion automatically categorizes files:
|
||||
|
||||
| Category | Matches |
|
||||
|----------|---------|
|
||||
| `ui-component` | flux, ui/component |
|
||||
| `brand` | brand, mascot |
|
||||
| `product-brief` | brief |
|
||||
| `help-doc` | help, draft |
|
||||
| `task` | task, plan |
|
||||
| `architecture` | architecture, migration |
|
||||
| `documentation` | default |
|
||||
|
||||
## Environment Variables
|
||||
|
||||
| Variable | Default | Description |
|
||||
|----------|---------|-------------|
|
||||
| `QDRANT_HOST` | linux.snider.dev | Qdrant server |
|
||||
| `QDRANT_PORT` | 6333 | Qdrant port |
|
||||
| `EMBEDDING_MODEL` | nomic-embed-text | Ollama model |
|
||||
| `CHUNK_SIZE` | 500 | Characters per chunk |
|
||||
| `CHUNK_OVERLAP` | 50 | Overlap between chunks |
|
||||
|
||||
## Training a Model vs RAG
|
||||
|
||||
**RAG** (what this does):
|
||||
- Model weights unchanged
|
||||
- Documents retrieved at query time
|
||||
- Knowledge updates instantly (re-ingest)
|
||||
- Good for: facts, API docs, current information
|
||||
|
||||
**Fine-tuning** (separate process):
|
||||
- Model weights updated
|
||||
- Knowledge baked into model
|
||||
- Requires retraining to update
|
||||
- Good for: style, patterns, conventions
|
||||
|
||||
**For Flux UI**: RAG is perfect. The docs change, API changes, you want current info.
|
||||
|
||||
**For Vi's voice**: Fine-tuning is better. Style doesn't change often, should be "baked in".
|
||||
|
||||
## Vector Math (For Understanding)
|
||||
|
||||
```
|
||||
"How do I make a Flux button?"
|
||||
↓ Embedding
|
||||
[0.12, -0.45, 0.78, ...768 floats...]
|
||||
↓ Cosine similarity search
|
||||
Find chunks with similar vectors
|
||||
↓ Results
|
||||
1. doc/ui/flux/components/button.md (score: 0.89)
|
||||
2. doc/ui/flux/forms.md (score: 0.76)
|
||||
3. doc/ui/flux/components/input.md (score: 0.71)
|
||||
```
|
||||
|
||||
The embedding model converts text to "meaning vectors". Similar meanings = similar vectors = found by search.
|
||||
|
||||
## Troubleshooting
|
||||
|
||||
**"No results found"**
|
||||
- Lower threshold: `--threshold 0.3`
|
||||
- Check collection has data: `--stats`
|
||||
- Verify Ollama is running: `ollama list`
|
||||
|
||||
**"Connection refused"**
|
||||
- Check Qdrant is running: `curl http://linux.snider.dev:6333/collections`
|
||||
- Check firewall/network
|
||||
|
||||
**"Embedding model not available"**
|
||||
```bash
|
||||
ollama pull nomic-embed-text
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
*Part of the Host UK Core CLI tooling*
|
||||
254
tools/rag/ingest.py
Normal file
254
tools/rag/ingest.py
Normal file
|
|
@ -0,0 +1,254 @@
|
|||
#!/usr/bin/env python3
|
||||
"""
|
||||
RAG Ingestion Pipeline for Host UK Documentation
|
||||
|
||||
Chunks markdown files, generates embeddings via Ollama, stores in Qdrant.
|
||||
|
||||
Usage:
|
||||
python ingest.py /path/to/docs --collection hostuk-docs
|
||||
python ingest.py /path/to/flux-ui --collection flux-ui-docs
|
||||
|
||||
Requirements:
|
||||
pip install qdrant-client ollama markdown
|
||||
"""
|
||||
|
||||
import argparse
|
||||
import hashlib
|
||||
import json
|
||||
import os
|
||||
import re
|
||||
import sys
|
||||
from pathlib import Path
|
||||
from typing import Generator
|
||||
|
||||
try:
|
||||
from qdrant_client import QdrantClient
|
||||
from qdrant_client.models import Distance, VectorParams, PointStruct
|
||||
import ollama
|
||||
except ImportError:
|
||||
print("Install dependencies: pip install qdrant-client ollama")
|
||||
sys.exit(1)
|
||||
|
||||
|
||||
# Configuration
|
||||
QDRANT_HOST = os.getenv("QDRANT_HOST", "linux.snider.dev")
|
||||
QDRANT_PORT = int(os.getenv("QDRANT_PORT", "6333"))
|
||||
EMBEDDING_MODEL = os.getenv("EMBEDDING_MODEL", "nomic-embed-text")
|
||||
CHUNK_SIZE = int(os.getenv("CHUNK_SIZE", "500")) # chars
|
||||
CHUNK_OVERLAP = int(os.getenv("CHUNK_OVERLAP", "50")) # chars
|
||||
VECTOR_DIM = 768 # nomic-embed-text dimension
|
||||
|
||||
|
||||
def chunk_markdown(text: str, chunk_size: int = CHUNK_SIZE, overlap: int = CHUNK_OVERLAP) -> Generator[dict, None, None]:
|
||||
"""
|
||||
Chunk markdown by sections (## headers), then by paragraphs if too long.
|
||||
Preserves context with overlap.
|
||||
"""
|
||||
# Split by ## headers first
|
||||
sections = re.split(r'\n(?=## )', text)
|
||||
|
||||
for section in sections:
|
||||
if not section.strip():
|
||||
continue
|
||||
|
||||
# Extract section title
|
||||
lines = section.strip().split('\n')
|
||||
title = lines[0].lstrip('#').strip() if lines[0].startswith('#') else ""
|
||||
|
||||
# If section is small enough, yield as-is
|
||||
if len(section) <= chunk_size:
|
||||
yield {
|
||||
"text": section.strip(),
|
||||
"section": title,
|
||||
}
|
||||
continue
|
||||
|
||||
# Otherwise, chunk by paragraphs
|
||||
paragraphs = re.split(r'\n\n+', section)
|
||||
current_chunk = ""
|
||||
|
||||
for para in paragraphs:
|
||||
if len(current_chunk) + len(para) <= chunk_size:
|
||||
current_chunk += "\n\n" + para if current_chunk else para
|
||||
else:
|
||||
if current_chunk:
|
||||
yield {
|
||||
"text": current_chunk.strip(),
|
||||
"section": title,
|
||||
}
|
||||
# Start new chunk with overlap from previous
|
||||
if overlap and current_chunk:
|
||||
overlap_text = current_chunk[-overlap:]
|
||||
current_chunk = overlap_text + "\n\n" + para
|
||||
else:
|
||||
current_chunk = para
|
||||
|
||||
# Don't forget the last chunk
|
||||
if current_chunk.strip():
|
||||
yield {
|
||||
"text": current_chunk.strip(),
|
||||
"section": title,
|
||||
}
|
||||
|
||||
|
||||
def generate_embedding(text: str) -> list[float]:
|
||||
"""Generate embedding using Ollama."""
|
||||
response = ollama.embeddings(model=EMBEDDING_MODEL, prompt=text)
|
||||
return response["embedding"]
|
||||
|
||||
|
||||
def get_file_category(path: str) -> str:
|
||||
"""Determine category from file path."""
|
||||
path_lower = path.lower()
|
||||
|
||||
if "flux" in path_lower or "ui/component" in path_lower:
|
||||
return "ui-component"
|
||||
elif "brand" in path_lower or "mascot" in path_lower:
|
||||
return "brand"
|
||||
elif "brief" in path_lower:
|
||||
return "product-brief"
|
||||
elif "help" in path_lower or "draft" in path_lower:
|
||||
return "help-doc"
|
||||
elif "task" in path_lower or "plan" in path_lower:
|
||||
return "task"
|
||||
elif "architecture" in path_lower or "migration" in path_lower:
|
||||
return "architecture"
|
||||
else:
|
||||
return "documentation"
|
||||
|
||||
|
||||
def ingest_directory(do we
|
||||
directory: Path,
|
||||
client: QdrantClient,
|
||||
collection: str,
|
||||
verbose: bool = False
|
||||
) -> dict:
|
||||
"""Ingest all markdown files from directory into Qdrant."""
|
||||
|
||||
stats = {"files": 0, "chunks": 0, "errors": 0}
|
||||
points = []
|
||||
|
||||
# Find all markdown files
|
||||
md_files = list(directory.rglob("*.md"))
|
||||
print(f"Found {len(md_files)} markdown files")
|
||||
|
||||
for file_path in md_files:
|
||||
try:
|
||||
rel_path = str(file_path.relative_to(directory))
|
||||
|
||||
with open(file_path, "r", encoding="utf-8", errors="ignore") as f:
|
||||
content = f.read()
|
||||
|
||||
if not content.strip():
|
||||
continue
|
||||
|
||||
# Extract metadata
|
||||
category = get_file_category(rel_path)
|
||||
|
||||
# Chunk the content
|
||||
for i, chunk in enumerate(chunk_markdown(content)):
|
||||
chunk_id = hashlib.md5(
|
||||
f"{rel_path}:{i}:{chunk['text'][:100]}".encode()
|
||||
).hexdigest()
|
||||
|
||||
# Generate embedding
|
||||
embedding = generate_embedding(chunk["text"])
|
||||
|
||||
# Create point
|
||||
point = PointStruct(
|
||||
id=chunk_id,
|
||||
vector=embedding,
|
||||
payload={
|
||||
"text": chunk["text"],
|
||||
"source": rel_path,
|
||||
"section": chunk["section"],
|
||||
"category": category,
|
||||
"chunk_index": i,
|
||||
}
|
||||
)
|
||||
points.append(point)
|
||||
stats["chunks"] += 1
|
||||
|
||||
if verbose:
|
||||
print(f" [{category}] {rel_path} chunk {i}: {len(chunk['text'])} chars")
|
||||
|
||||
stats["files"] += 1
|
||||
if not verbose:
|
||||
print(f" Processed: {rel_path} ({stats['chunks']} chunks total)")
|
||||
|
||||
except Exception as e:
|
||||
print(f" Error processing {file_path}: {e}")
|
||||
stats["errors"] += 1
|
||||
|
||||
# Batch upsert to Qdrant
|
||||
if points:
|
||||
print(f"\nUpserting {len(points)} vectors to Qdrant...")
|
||||
|
||||
# Upsert in batches of 100
|
||||
batch_size = 100
|
||||
for i in range(0, len(points), batch_size):
|
||||
batch = points[i:i + batch_size]
|
||||
client.upsert(collection_name=collection, points=batch)
|
||||
print(f" Uploaded batch {i // batch_size + 1}/{(len(points) - 1) // batch_size + 1}")
|
||||
|
||||
return stats
|
||||
|
||||
|
||||
def main():
|
||||
parser = argparse.ArgumentParser(description="Ingest markdown docs into Qdrant")
|
||||
parser.add_argument("directory", type=Path, help="Directory containing markdown files")
|
||||
parser.add_argument("--collection", default="hostuk-docs", help="Qdrant collection name")
|
||||
parser.add_argument("--recreate", action="store_true", help="Delete and recreate collection")
|
||||
parser.add_argument("--verbose", "-v", action="store_true", help="Verbose output")
|
||||
parser.add_argument("--qdrant-host", default=QDRANT_HOST, help="Qdrant host")
|
||||
parser.add_argument("--qdrant-port", type=int, default=QDRANT_PORT, help="Qdrant port")
|
||||
|
||||
args = parser.parse_args()
|
||||
|
||||
if not args.directory.exists():
|
||||
print(f"Error: Directory not found: {args.directory}")
|
||||
sys.exit(1)
|
||||
|
||||
# Connect to Qdrant
|
||||
print(f"Connecting to Qdrant at {args.qdrant_host}:{args.qdrant_port}...")
|
||||
client = QdrantClient(host=args.qdrant_host, port=args.qdrant_port)
|
||||
|
||||
# Create or recreate collection
|
||||
collections = [c.name for c in client.get_collections().collections]
|
||||
|
||||
if args.recreate and args.collection in collections:
|
||||
print(f"Deleting existing collection: {args.collection}")
|
||||
client.delete_collection(args.collection)
|
||||
collections.remove(args.collection)
|
||||
|
||||
if args.collection not in collections:
|
||||
print(f"Creating collection: {args.collection}")
|
||||
client.create_collection(
|
||||
collection_name=args.collection,
|
||||
vectors_config=VectorParams(size=VECTOR_DIM, distance=Distance.COSINE)
|
||||
)
|
||||
|
||||
# Verify Ollama model is available
|
||||
print(f"Using embedding model: {EMBEDDING_MODEL}")
|
||||
try:
|
||||
ollama.embeddings(model=EMBEDDING_MODEL, prompt="test")
|
||||
except Exception as e:
|
||||
print(f"Error: Embedding model not available. Run: ollama pull {EMBEDDING_MODEL}")
|
||||
sys.exit(1)
|
||||
|
||||
# Ingest files
|
||||
print(f"\nIngesting from: {args.directory}")
|
||||
stats = ingest_directory(args.directory, client, args.collection, args.verbose)
|
||||
|
||||
# Summary
|
||||
print(f"\n{'=' * 50}")
|
||||
print(f"Ingestion complete!")
|
||||
print(f" Files processed: {stats['files']}")
|
||||
print(f" Chunks created: {stats['chunks']}")
|
||||
print(f" Errors: {stats['errors']}")
|
||||
print(f" Collection: {args.collection}")
|
||||
print(f"{'=' * 50}")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
196
tools/rag/query.py
Normal file
196
tools/rag/query.py
Normal file
|
|
@ -0,0 +1,196 @@
|
|||
#!/usr/bin/env python3
|
||||
"""
|
||||
RAG Query Tool for Host UK Documentation
|
||||
|
||||
Query the vector database and retrieve relevant documentation chunks.
|
||||
|
||||
Usage:
|
||||
python query.py "how do I create a Flux button"
|
||||
python query.py "what is Vi's personality" --collection hostuk-docs
|
||||
python query.py "path sandboxing" --top 10 --category architecture
|
||||
|
||||
Requirements:
|
||||
pip install qdrant-client ollama
|
||||
"""
|
||||
|
||||
import argparse
|
||||
import json
|
||||
import os
|
||||
import sys
|
||||
from typing import Optional
|
||||
|
||||
try:
|
||||
from qdrant_client import QdrantClient
|
||||
from qdrant_client.models import Filter, FieldCondition, MatchValue
|
||||
import ollama
|
||||
except ImportError:
|
||||
print("Install dependencies: pip install qdrant-client ollama")
|
||||
sys.exit(1)
|
||||
|
||||
|
||||
# Configuration
|
||||
QDRANT_HOST = os.getenv("QDRANT_HOST", "linux.snider.dev")
|
||||
QDRANT_PORT = int(os.getenv("QDRANT_PORT", "6333"))
|
||||
EMBEDDING_MODEL = os.getenv("EMBEDDING_MODEL", "nomic-embed-text")
|
||||
|
||||
|
||||
def generate_embedding(text: str) -> list[float]:
|
||||
"""Generate embedding using Ollama."""
|
||||
response = ollama.embeddings(model=EMBEDDING_MODEL, prompt=text)
|
||||
return response["embedding"]
|
||||
|
||||
|
||||
def query_rag(
|
||||
query: str,
|
||||
client: QdrantClient,
|
||||
collection: str,
|
||||
top_k: int = 5,
|
||||
category: Optional[str] = None,
|
||||
score_threshold: float = 0.5,
|
||||
) -> list[dict]:
|
||||
"""Query the RAG database and return relevant chunks."""
|
||||
|
||||
# Generate query embedding
|
||||
query_embedding = generate_embedding(query)
|
||||
|
||||
# Build filter if category specified
|
||||
query_filter = None
|
||||
if category:
|
||||
query_filter = Filter(
|
||||
must=[
|
||||
FieldCondition(key="category", match=MatchValue(value=category))
|
||||
]
|
||||
)
|
||||
|
||||
# Search
|
||||
results = client.query_points(
|
||||
collection_name=collection,
|
||||
query=query_embedding,
|
||||
query_filter=query_filter,
|
||||
limit=top_k,
|
||||
score_threshold=score_threshold,
|
||||
).points
|
||||
|
||||
return [
|
||||
{
|
||||
"score": hit.score,
|
||||
"text": hit.payload["text"],
|
||||
"source": hit.payload["source"],
|
||||
"section": hit.payload.get("section", ""),
|
||||
"category": hit.payload.get("category", ""),
|
||||
}
|
||||
for hit in results
|
||||
]
|
||||
|
||||
|
||||
def format_results(results: list[dict], query: str, format: str = "text") -> str:
|
||||
"""Format results for display."""
|
||||
|
||||
if format == "json":
|
||||
return json.dumps(results, indent=2)
|
||||
|
||||
if not results:
|
||||
return f"No results found for: {query}"
|
||||
|
||||
output = []
|
||||
output.append(f"Query: {query}")
|
||||
output.append(f"Results: {len(results)}")
|
||||
output.append("=" * 60)
|
||||
|
||||
for i, r in enumerate(results, 1):
|
||||
output.append(f"\n[{i}] {r['source']} (score: {r['score']:.3f})")
|
||||
if r['section']:
|
||||
output.append(f" Section: {r['section']}")
|
||||
output.append(f" Category: {r['category']}")
|
||||
output.append("-" * 40)
|
||||
# Truncate long text for display
|
||||
text = r['text']
|
||||
if len(text) > 500:
|
||||
text = text[:500] + "..."
|
||||
output.append(text)
|
||||
output.append("")
|
||||
|
||||
return "\n".join(output)
|
||||
|
||||
|
||||
def format_for_context(results: list[dict], query: str) -> str:
|
||||
"""Format results as context for LLM injection."""
|
||||
|
||||
if not results:
|
||||
return ""
|
||||
|
||||
output = []
|
||||
output.append(f"<retrieved_context query=\"{query}\">")
|
||||
|
||||
for r in results:
|
||||
output.append(f"\n<document source=\"{r['source']}\" category=\"{r['category']}\">")
|
||||
output.append(r['text'])
|
||||
output.append("</document>")
|
||||
|
||||
output.append("\n</retrieved_context>")
|
||||
|
||||
return "\n".join(output)
|
||||
|
||||
|
||||
def main():
|
||||
parser = argparse.ArgumentParser(description="Query RAG documentation")
|
||||
parser.add_argument("query", nargs="?", help="Search query")
|
||||
parser.add_argument("--collection", default="hostuk-docs", help="Qdrant collection name")
|
||||
parser.add_argument("--top", "-k", type=int, default=5, help="Number of results")
|
||||
parser.add_argument("--category", "-c", help="Filter by category")
|
||||
parser.add_argument("--threshold", "-t", type=float, default=0.5, help="Score threshold")
|
||||
parser.add_argument("--format", "-f", choices=["text", "json", "context"], default="text")
|
||||
parser.add_argument("--qdrant-host", default=QDRANT_HOST)
|
||||
parser.add_argument("--qdrant-port", type=int, default=QDRANT_PORT)
|
||||
parser.add_argument("--list-collections", action="store_true", help="List available collections")
|
||||
parser.add_argument("--stats", action="store_true", help="Show collection stats")
|
||||
|
||||
args = parser.parse_args()
|
||||
|
||||
# Connect to Qdrant
|
||||
client = QdrantClient(host=args.qdrant_host, port=args.qdrant_port)
|
||||
|
||||
# List collections
|
||||
if args.list_collections:
|
||||
collections = client.get_collections().collections
|
||||
print("Available collections:")
|
||||
for c in collections:
|
||||
info = client.get_collection(c.name)
|
||||
print(f" - {c.name}: {info.points_count} vectors")
|
||||
return
|
||||
|
||||
# Show stats
|
||||
if args.stats:
|
||||
try:
|
||||
info = client.get_collection(args.collection)
|
||||
print(f"Collection: {args.collection}")
|
||||
print(f" Vectors: {info.points_count}")
|
||||
print(f" Status: {info.status}")
|
||||
except Exception as e:
|
||||
print(f"Collection not found: {args.collection}")
|
||||
return
|
||||
|
||||
# Query required
|
||||
if not args.query:
|
||||
parser.print_help()
|
||||
return
|
||||
|
||||
# Execute query
|
||||
results = query_rag(
|
||||
query=args.query,
|
||||
client=client,
|
||||
collection=args.collection,
|
||||
top_k=args.top,
|
||||
category=args.category,
|
||||
score_threshold=args.threshold,
|
||||
)
|
||||
|
||||
# Format output
|
||||
if args.format == "context":
|
||||
print(format_for_context(results, args.query))
|
||||
else:
|
||||
print(format_results(results, args.query, args.format))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
2
tools/rag/requirements.txt
Normal file
2
tools/rag/requirements.txt
Normal file
|
|
@ -0,0 +1,2 @@
|
|||
qdrant-client>=1.7.0
|
||||
ollama>=0.1.0
|
||||
Loading…
Add table
Reference in a new issue