"examples/dreambooth/test_dreambooth_lora_edm.py" did not exist on "6683f97959dabb35feacba1d41db3a1c6296d2f6"
template.go 10.9 KB
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package template

import (
	"bytes"
	"embed"
	"encoding/json"
	"errors"
	"io"
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	"maps"
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	"math"
	"slices"
	"strings"
	"sync"
	"text/template"
	"text/template/parse"
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	"time"
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	"github.com/agnivade/levenshtein"
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	"github.com/ollama/ollama/api"
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)

//go:embed index.json
var indexBytes []byte

//go:embed *.gotmpl
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//go:embed *.json
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var templatesFS embed.FS

var templatesOnce = sync.OnceValues(func() ([]*named, error) {
	var templates []*named
	if err := json.Unmarshal(indexBytes, &templates); err != nil {
		return nil, err
	}

	for _, t := range templates {
		bts, err := templatesFS.ReadFile(t.Name + ".gotmpl")
		if err != nil {
			return nil, err
		}

		// normalize line endings
		t.Bytes = bytes.ReplaceAll(bts, []byte("\r\n"), []byte("\n"))
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		params, err := templatesFS.ReadFile(t.Name + ".json")
		if err != nil {
			continue
		}

		if err := json.Unmarshal(params, &t.Parameters); err != nil {
			return nil, err
		}
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	}

	return templates, nil
})

type named struct {
	Name     string `json:"name"`
	Template string `json:"template"`
	Bytes    []byte
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	Parameters *struct {
		Stop []string `json:"stop"`
	}
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}

func (t named) Reader() io.Reader {
	return bytes.NewReader(t.Bytes)
}

func Named(s string) (*named, error) {
	templates, err := templatesOnce()
	if err != nil {
		return nil, err
	}

	var template *named
	score := math.MaxInt
	for _, t := range templates {
		if s := levenshtein.ComputeDistance(s, t.Template); s < score {
			score = s
			template = t
		}
	}

	if score < 100 {
		return template, nil
	}

	return nil, errors.New("no matching template found")
}

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var DefaultTemplate, _ = Parse("{{ .Prompt }}")

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type Template struct {
	*template.Template
	raw string
}

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// response is a template node that can be added to templates that don't already have one
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var response = parse.ActionNode{
	NodeType: parse.NodeAction,
	Pipe: &parse.PipeNode{
		NodeType: parse.NodePipe,
		Cmds: []*parse.CommandNode{
			{
				NodeType: parse.NodeCommand,
				Args: []parse.Node{
					&parse.FieldNode{
						NodeType: parse.NodeField,
						Ident:    []string{"Response"},
					},
				},
			},
		},
	},
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}

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var funcs = template.FuncMap{
	"json": func(v any) string {
		b, _ := json.Marshal(v)
		return string(b)
	},
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	"currentDate": func(args ...string) string {
		// Currently ignoring the format argument, but accepting it for future use
		// Default format is YYYY-MM-DD
		return time.Now().Format("2006-01-02")
	},
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	"toTypeScriptType": func(v any) string {
		if param, ok := v.(api.ToolProperty); ok {
			return param.ToTypeScriptType()
		}
		// Handle pointer case
		if param, ok := v.(*api.ToolProperty); ok && param != nil {
			return param.ToTypeScriptType()
		}
		return "any"
	},
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}

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func Parse(s string) (*Template, error) {
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	tmpl := template.New("").Option("missingkey=zero").Funcs(funcs)
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	tmpl, err := tmpl.Parse(s)
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	if err != nil {
		return nil, err
	}

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	t := Template{Template: tmpl, raw: s}
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	vars, err := t.Vars()
	if err != nil {
		return nil, err
	}

	if !slices.Contains(vars, "messages") && !slices.Contains(vars, "response") {
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		// touch up the template and append {{ .Response }}
		tmpl.Tree.Root.Nodes = append(tmpl.Tree.Root.Nodes, &response)
	}

	return &t, nil
}

func (t *Template) String() string {
	return t.raw
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}

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func (t *Template) Vars() ([]string, error) {
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	var vars []string
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	for _, tt := range t.Templates() {
		for _, n := range tt.Root.Nodes {
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			v, err := Identifiers(n)
			if err != nil {
				return vars, err
			}
			vars = append(vars, v...)
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		}
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	}

	set := make(map[string]struct{})
	for _, n := range vars {
		set[strings.ToLower(n)] = struct{}{}
	}

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	return slices.Sorted(maps.Keys(set)), nil
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}

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func (t *Template) Contains(s string) bool {
	return strings.Contains(t.raw, s)
}

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type Values struct {
	Messages []api.Message
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	api.Tools
	Prompt string
	Suffix string
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	Think  bool
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	// ThinkLevel contains the thinking level if Think is true and a string value was provided
	ThinkLevel string
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	// whether or not the user explicitly set the thinking flag (vs. it being
	// implicitly false). Templates can't see whether `Think` is nil
	IsThinkSet bool
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	// forceLegacy is a flag used to test compatibility with legacy templates
	forceLegacy bool
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}

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func (t *Template) Subtree(fn func(parse.Node) bool) *template.Template {
	var walk func(parse.Node) parse.Node
	walk = func(n parse.Node) parse.Node {
		if fn(n) {
			return n
		}

		switch t := n.(type) {
		case *parse.ListNode:
			for _, c := range t.Nodes {
				if n := walk(c); n != nil {
					return n
				}
			}
		case *parse.BranchNode:
			for _, n := range []*parse.ListNode{t.List, t.ElseList} {
				if n != nil {
					if n := walk(n); n != nil {
						return n
					}
				}
			}
		case *parse.IfNode:
			return walk(&t.BranchNode)
		case *parse.WithNode:
			return walk(&t.BranchNode)
		case *parse.RangeNode:
			return walk(&t.BranchNode)
		}

		return nil
	}

	if n := walk(t.Tree.Root); n != nil {
		return (&template.Template{
			Tree: &parse.Tree{
				Root: &parse.ListNode{
					Nodes: []parse.Node{n},
				},
			},
		}).Funcs(funcs)
	}

	return nil
}

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func (t *Template) Execute(w io.Writer, v Values) error {
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	system, messages := collate(v.Messages)
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	vars, err := t.Vars()
	if err != nil {
		return err
	}
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	if v.Prompt != "" && v.Suffix != "" {
		return t.Template.Execute(w, map[string]any{
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			"Prompt":     v.Prompt,
			"Suffix":     v.Suffix,
			"Response":   "",
			"Think":      v.Think,
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			"ThinkLevel": v.ThinkLevel,
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			"IsThinkSet": v.IsThinkSet,
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		})
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	} else if !v.forceLegacy && slices.Contains(vars, "messages") {
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		return t.Template.Execute(w, map[string]any{
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			"System":     system,
			"Messages":   messages,
			"Tools":      v.Tools,
			"Response":   "",
			"Think":      v.Think,
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			"ThinkLevel": v.ThinkLevel,
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			"IsThinkSet": v.IsThinkSet,
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		})
	}

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	system = ""
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	var b bytes.Buffer
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	var prompt, response string
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	for _, m := range messages {
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		execute := func() error {
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			if err := t.Template.Execute(&b, map[string]any{
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				"System":     system,
				"Prompt":     prompt,
				"Response":   response,
				"Think":      v.Think,
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				"ThinkLevel": v.ThinkLevel,
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				"IsThinkSet": v.IsThinkSet,
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			}); err != nil {
				return err
			}

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			system = ""
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			prompt = ""
			response = ""
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			return nil
		}

		switch m.Role {
		case "system":
			if prompt != "" || response != "" {
				if err := execute(); err != nil {
					return err
				}
			}
			system = m.Content
		case "user":
			if response != "" {
				if err := execute(); err != nil {
					return err
				}
			}
			prompt = m.Content
		case "assistant":
			response = m.Content
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		}
	}

	var cut bool
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	nodes := deleteNode(t.Template.Root.Copy(), func(n parse.Node) bool {
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		if field, ok := n.(*parse.FieldNode); ok && slices.Contains(field.Ident, "Response") {
			cut = true
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			return false
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		}

		return cut
	})

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	tree := parse.Tree{Root: nodes.(*parse.ListNode)}
	if err := template.Must(template.New("").AddParseTree("", &tree)).Execute(&b, map[string]any{
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		"System":     system,
		"Prompt":     prompt,
		"Response":   response,
		"Think":      v.Think,
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		"ThinkLevel": v.ThinkLevel,
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		"IsThinkSet": v.IsThinkSet,
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	}); err != nil {
		return err
	}

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	_, err = io.Copy(w, &b)
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	return err
}

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// collate messages based on role. consecutive messages of the same role are merged
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// into a single message (except for tool messages which preserve individual metadata).
// collate also collects and returns all system messages.
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// collate mutates message content adding image tags ([img-%d]) as needed
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// todo(parthsareen): revisit for contextual image support
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func collate(msgs []api.Message) (string, []*api.Message) {
	var system []string
	var collated []*api.Message
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	for i := range msgs {
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		if msgs[i].Role == "system" {
			system = append(system, msgs[i].Content)
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		}

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		// merges consecutive messages of the same role into a single message (except for tool messages)
		if len(collated) > 0 && collated[len(collated)-1].Role == msgs[i].Role && msgs[i].Role != "tool" {
			collated[len(collated)-1].Content += "\n\n" + msgs[i].Content
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		} else {
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			collated = append(collated, &msgs[i])
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		}
	}

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	return strings.Join(system, "\n\n"), collated
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}

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// Identifiers walks the node tree returning any identifiers it finds along the way
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func Identifiers(n parse.Node) ([]string, error) {
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	switch n := n.(type) {
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	case *parse.ListNode:
		var names []string
		for _, n := range n.Nodes {
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			i, err := Identifiers(n)
			if err != nil {
				return names, err
			}
			names = append(names, i...)
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		}
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		return names, nil
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	case *parse.TemplateNode:
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		if n.Pipe == nil {
			return nil, errors.New("undefined template specified")
		}
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		return Identifiers(n.Pipe)
	case *parse.ActionNode:
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		if n.Pipe == nil {
			return nil, errors.New("undefined action in template")
		}
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		return Identifiers(n.Pipe)
	case *parse.BranchNode:
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		if n.Pipe == nil {
			return nil, errors.New("undefined branch")
		}
		names, err := Identifiers(n.Pipe)
		if err != nil {
			return names, err
		}
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		for _, n := range []*parse.ListNode{n.List, n.ElseList} {
			if n != nil {
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				i, err := Identifiers(n)
				if err != nil {
					return names, err
				}
				names = append(names, i...)
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			}
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		}
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		return names, nil
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	case *parse.IfNode:
		return Identifiers(&n.BranchNode)
	case *parse.RangeNode:
		return Identifiers(&n.BranchNode)
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	case *parse.WithNode:
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		return Identifiers(&n.BranchNode)
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	case *parse.PipeNode:
		var names []string
		for _, c := range n.Cmds {
			for _, a := range c.Args {
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				i, err := Identifiers(a)
				if err != nil {
					return names, err
				}
				names = append(names, i...)
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			}
		}
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		return names, nil
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	case *parse.FieldNode:
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		return n.Ident, nil
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	case *parse.VariableNode:
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		return n.Ident, nil
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	}

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	return nil, nil
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}
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// deleteNode walks the node list and deletes nodes that match the predicate
// this is currently to remove the {{ .Response }} node from templates
func deleteNode(n parse.Node, fn func(parse.Node) bool) parse.Node {
	var walk func(n parse.Node) parse.Node
	walk = func(n parse.Node) parse.Node {
		if fn(n) {
			return nil
		}

		switch t := n.(type) {
		case *parse.ListNode:
			var nodes []parse.Node
			for _, c := range t.Nodes {
				if n := walk(c); n != nil {
					nodes = append(nodes, n)
				}
			}

			t.Nodes = nodes
			return t
		case *parse.IfNode:
			t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
		case *parse.WithNode:
			t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
		case *parse.RangeNode:
			t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
		case *parse.BranchNode:
			t.List = walk(t.List).(*parse.ListNode)
			if t.ElseList != nil {
				t.ElseList = walk(t.ElseList).(*parse.ListNode)
			}
		case *parse.ActionNode:
			n := walk(t.Pipe)
			if n == nil {
				return nil
			}

			t.Pipe = n.(*parse.PipeNode)
		case *parse.PipeNode:
			var commands []*parse.CommandNode
			for _, c := range t.Cmds {
				var args []parse.Node
				for _, a := range c.Args {
					if n := walk(a); n != nil {
						args = append(args, n)
					}
				}

				if len(args) == 0 {
					return nil
				}

				c.Args = args
				commands = append(commands, c)
			}

			if len(commands) == 0 {
				return nil
			}

			t.Cmds = commands
		}

		return n
	}

	return walk(n)
}