mirror of
https://github.com/infiniflow/ragflow.git
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Port RAPTOR knowledge compilation to match Python: remove Go-only capacity guardrails, fix prompts, add token truncation, response post-processing, retries, replace AHC with watershed.
488 lines
14 KiB
Go
488 lines
14 KiB
Go
// Package utility provides a Go port of the Python `markdown_to_json`
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// library's markdown-outline → nested-dict pipeline, plus the
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// list-to-key/value, merge, and tree-shaping steps that RAGFlow's
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// MindMapExtractor layers on top.
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//
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// # Provenance
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//
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// This file reproduces two Python sources, kept byte-for-behavior where the
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// port is faithful:
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//
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// 1. The `markdown_to_json` package (vendored in this repo at
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// .venv/lib/python3.13/site-packages/markdown_to_json/markdown_to_json.py):
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// - dictify -> Dictify
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// - CMarkASTNester.nest / _dictify_blocks / _ensure_list_singleton
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// + dictify_list_by -> dictifyBlocks
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// - Renderer.stringify_dict / _valuify / _render_block /
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// _render_generic_block / _render_List / _render_FencedCode
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// -> valuify / renderBlockText / renderBlockAny / renderList / toBlock
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//
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// 2. RAGFlow's MindMapExtractor
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// (rag/advanced_rag/knowlege_compile/mind_map_extractor.py):
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// - _todict (+ _list_to_kv) -> Todict
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// - _merge -> MergeDicts
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// - _be_children -> BeChildren
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// - _key -> StripStars
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// - __call__'s final shaping -> ShapeTree
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// - re.sub(r"```[^\n]*", "") -> StripFences
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//
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// The public entry points used by the knowledge-compiler mindmap component are
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// Dictify, Todict, MergeDicts, ShapeTree, StripFences, and the Node / OMap
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// types. The remaining helpers are unexported.
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//
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// # Deviations from the Python sources
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//
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// The port is behaviorally faithful for the common mindmap output shape, but
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// the following intentional or incidental differences exist (all documented so
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// the divergences are auditable against the Python golden behavior):
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//
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// 1. (Fixed here) Closed ATX headings: Python's CommonMark strips BOTH the
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// leading and the trailing '#' run ("## Title ##" -> "Title"). This port
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// now strips the trailing '#' too, in headingRawText.
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//
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// 2. Heading text is taken from the raw source line (goldmark's
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// Heading.Lines) instead of goldmark's inline-parsed text, so inline
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// emphasis markers (asterisks) survive exactly as Python's block.strings
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// would keep them.
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//
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// 3. A list that is NOT the first child of a heading is rendered as readable
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// flattened item text joined by "\n"; Python's _valuify falls back to
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// str() of the nested list (a Python list literal). This is a deliberate
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// divergence for the rare "list mid-children" case.
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//
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// 4. Fenced code blocks: goldmark keeps each source line's trailing newline,
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// so the rendered block carries one extra trailing "\n" compared with
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// Python's string_content. Minor.
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//
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// 5. Todict term keying types the preceding item as a string; if it is not a
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// string the key becomes "" and is later dropped by BeChildren. Python
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// would raise TypeError (unhashable) on a list term. The port is more
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// robust.
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//
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// 6. BeChildren skips non-string list items instead of raising on unhashable
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// list members (same defensive rationale as #5).
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//
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// 7. The fence-strip-before-parse behavior is inherited from Python
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// (re.sub(r"```[^\n]*","") runs before parsing), so any fenced code in an
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// LLM reply is stripped before it is parsed. Faithful to the original.
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//
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// 8. An empty merged dict degrades to a bare root node (ShapeTree returns
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// &Node{ID:"root"}); Python's __call__ would raise IndexError on
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// keys()[0]. The port keeps the pipeline alive.
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package utility
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import (
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"regexp"
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"strings"
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"github.com/yuin/goldmark"
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"github.com/yuin/goldmark/ast"
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"github.com/yuin/goldmark/text"
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)
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// kv is one ordered key/value pair; OMap mirrors Python's OrderedDict (key
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// order is load-bearing for tree shape and merge order).
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type kv struct {
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k string
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v any
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}
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type OMap []kv
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// Node is one shaped mind-map node (Python's {"id", "children"} shape).
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type Node struct {
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ID string
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Children []*Node
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}
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type blockType int
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const (
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headingBlock blockType = iota
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listBlock
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paraBlock
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fencedBlock
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otherBlock
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)
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// mdBlock is one markdown block in dictify terms: heading (level+text), list
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// (flattened items), paragraph/fenced/other (text).
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type mdBlock struct {
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typ blockType
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level int
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text string
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items []any
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}
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// fenceStripRE mirrors re.sub(r"```[^\n]*", "", response): whole fence marker
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// lines (``` or ```lang) are removed before parsing.
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var fenceStripRE = regexp.MustCompile("```[^\\n]*")
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// StripFences removes markdown code-fence marker lines from an LLM reply.
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func StripFences(s string) string {
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return fenceStripRE.ReplaceAllString(s, "")
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}
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// Dictify mirrors markdown_to_json.dictify: nest top-level blocks by the
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// MINIMUM top heading level; content before the first heading at each level
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// is dropped; when a level has no headings the blocks become a list (the top
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// level then renders as {"root": [...]}).
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func Dictify(md string) OMap {
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src := []byte(md)
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doc := goldmark.DefaultParser().Parse(text.NewReader(src))
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var blocks []mdBlock
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for n := doc.FirstChild(); n != nil; n = n.NextSibling() {
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blocks = append(blocks, toBlock(n, src))
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}
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if len(blocks) == 0 {
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return OMap{}
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}
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min := 100000
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for _, b := range blocks {
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lvl := 100000
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if b.typ == headingBlock {
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lvl = b.level
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}
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if lvl < min {
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min = lvl
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}
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}
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switch t := dictifyBlocks(blocks, min).(type) {
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case OMap:
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out := OMap{}
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for _, e := range t {
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out = append(out, kv{e.k, valuify(e.v)})
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}
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return out
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case []mdBlock:
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// No headings anywhere: {"root": [rendered blocks]} (Renderer's
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// non-dict branch).
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rendered := make([]any, 0, len(t))
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for _, b := range t {
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rendered = append(rendered, renderBlockAny(b))
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}
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return OMap{{"root", rendered}}
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}
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return OMap{}
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}
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// dictifyBlocks mirrors CMarkASTNester._dictify_blocks: split blocks by
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// headings at exactly `level`, recursing at level+1. Returns OMap or the raw
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// []mdBlock (no headings at this level).
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func dictifyBlocks(blocks []mdBlock, level int) any {
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has := false
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for _, b := range blocks {
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if b.typ == headingBlock && b.level == level {
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has = true
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break
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}
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}
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if !has {
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return blocks
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}
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out := OMap{}
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var cur string
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var children []mdBlock
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started := false
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for _, b := range blocks {
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if b.typ == headingBlock && b.level == level {
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if started {
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out = setOMap(out, cur, children)
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}
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cur = b.text
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children = nil
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started = true
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continue
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}
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if started {
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children = append(children, b)
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}
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}
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if started {
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out = setOMap(out, cur, children)
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}
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for i := range out {
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out[i].v = dictifyBlocks(out[i].v.([]mdBlock), level+1)
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}
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return out
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}
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// valuify mirrors Renderer._valuify: dict → recurse; empty → ""; first child
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// a list → its items; otherwise the blocks joined with "\n\n".
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func valuify(v any) any {
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switch t := v.(type) {
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case OMap:
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out := OMap{}
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for _, e := range t {
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out = append(out, kv{e.k, valuify(e.v)})
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}
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return out
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case []mdBlock:
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if len(t) == 0 {
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return ""
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}
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if t[0].typ == listBlock {
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return t[0].items
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}
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parts := make([]string, 0, len(t))
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for _, b := range t {
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parts = append(parts, renderBlockText(b))
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}
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return strings.Join(parts, "\n\n")
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}
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return ""
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}
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// renderBlockText renders one block to a string (Renderer._render_*).
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// A list appearing mid-children is rendered as its flattened item texts
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// (Python str()'s the nested list — a pathological case we render readably;
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// see deviation #3).
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func renderBlockText(b mdBlock) string {
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switch b.typ {
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case fencedBlock:
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return "```\n" + b.text + "```"
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case listBlock:
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var parts []string
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for _, item := range b.items {
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if s, ok := item.(string); ok {
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parts = append(parts, s)
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}
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}
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return strings.Join(parts, "\n")
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default:
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return b.text
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}
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}
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func renderBlockAny(b mdBlock) any {
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if b.typ == listBlock {
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return b.items
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}
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return renderBlockText(b)
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}
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// Todict mirrors _todict + _list_to_kv: lists under dict keys convert to
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// key→definition pairs ([prev scalar] → sublist[0]); a list with no
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// definition sub-lists collapses to an empty dict (the bullets are dropped —
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// faithful to Python). Recurses into nested dicts.
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func Todict(m OMap) OMap {
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for i := range m {
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switch val := m[i].v.(type) {
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case OMap:
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m[i].v = Todict(val)
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case []any:
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nv := OMap{}
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for j, item := range val {
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lst, isList := item.([]any)
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if !isList || j == 0 {
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continue
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}
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key, _ := val[j-1].(string)
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var first any
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if len(lst) > 0 {
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first = lst[0]
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}
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nv = append(nv, kv{key, first})
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}
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m[i].v = nv
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}
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}
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return m
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}
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// MergeDicts mirrors _merge: d1 merges INTO d2 (ordered). Both dicts recurse;
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// both lists concatenate d2's then d1's items; otherwise d1 wins. Keys absent
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// from d2 append in d1's order.
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func MergeDicts(d1, d2 OMap) OMap {
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for _, e := range d1 {
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idx := indexOMap(d2, e.k)
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if idx < 0 {
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d2 = append(d2, e)
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continue
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}
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dv := d2[idx].v
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d1Dict, d1IsDict := e.v.(OMap)
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d2Dict, d2IsDict := dv.(OMap)
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d1List, d1IsList := e.v.([]any)
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d2List, d2IsList := dv.([]any)
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switch {
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case d1IsDict && d2IsDict:
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d2[idx].v = MergeDicts(d1Dict, d2Dict)
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case d1IsList && d2IsList:
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d2[idx].v = append(d2List, d1List...)
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default:
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d2[idx].v = e.v
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}
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}
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return d2
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}
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// ShapeTree mirrors __call__'s final shaping: >1 top-level keys → synthetic
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// "root" node whose children are the dict-valued keys (with a keyset seeded
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// by those keys); exactly 1 → that key becomes the root id. An empty merged
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// dict degrades to a bare root (Python would raise IndexError on
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// keys()[0]; the Go port keeps the pipeline alive — deviation #8).
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func ShapeTree(merged OMap) *Node {
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if len(merged) > 1 {
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keyset := map[string]bool{}
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for _, e := range merged {
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if _, ok := e.v.(OMap); !ok {
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continue
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}
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if k := StripStars(e.k); k != "" {
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keyset[k] = true
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}
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}
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var children []*Node
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for _, e := range merged {
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if _, ok := e.v.(OMap); !ok {
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continue
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}
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k := StripStars(e.k)
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if k == "" {
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continue
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}
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children = append(children, &Node{ID: k, Children: BeChildren(e.v, keyset)})
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}
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return &Node{ID: "root", Children: children}
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}
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if len(merged) == 1 {
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k := StripStars(merged[0].k)
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return &Node{ID: k, Children: BeChildren(merged[0].v, map[string]bool{k: true})}
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}
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return &Node{ID: "root"}
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}
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// BeChildren mirrors _be_children: strings/lists become leaf nodes; dict keys
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// become nested nodes. keyset is SHARED across the whole subtree walk — a key
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// already seen anywhere below is skipped (silent dedup, as in Python).
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// Non-string list items are skipped (deviation #6) rather than raising.
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func BeChildren(v any, keyset map[string]bool) []*Node {
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switch t := v.(type) {
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case string:
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keyset[t] = true
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if id := StripStars(t); id != "" {
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return []*Node{{ID: id}}
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}
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return nil
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case []any:
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for _, item := range t {
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if s, ok := item.(string); ok {
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keyset[s] = true
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}
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}
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var out []*Node
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for _, item := range t {
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s, ok := item.(string)
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if !ok {
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continue
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}
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if id := StripStars(s); id != "" {
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out = append(out, &Node{ID: id})
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}
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}
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return out
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case OMap:
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var out []*Node
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for _, e := range t {
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k := StripStars(e.k)
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if k == "" || keyset[k] {
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continue
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}
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keyset[k] = true
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out = append(out, &Node{ID: k, Children: BeChildren(e.v, keyset)})
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}
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return out
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}
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return nil
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}
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// starsRE mirrors re.compile(r"\*+") used by _key.
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var starsRE = regexp.MustCompile(`\*+`)
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// StripStars mirrors _key (re.sub(r"\*+", "", k)).
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func StripStars(s string) string {
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return starsRE.ReplaceAllString(s, "")
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}
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// ---- goldmark AST → mdBlock ----
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func toBlock(n ast.Node, src []byte) mdBlock {
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switch node := n.(type) {
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case *ast.Heading:
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return mdBlock{typ: headingBlock, level: node.Level, text: headingRawText(node, src)}
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case *ast.List:
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return mdBlock{typ: listBlock, items: renderList(node, src)}
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case *ast.FencedCodeBlock:
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return mdBlock{typ: fencedBlock, text: rawLines(n, src, "")}
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case *ast.Paragraph:
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return mdBlock{typ: paraBlock, text: rawLines(n, src, "\n")}
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default:
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return mdBlock{typ: otherBlock, text: rawLines(n, src, "\n")}
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}
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}
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// headingRawText renders the heading's raw source line without the ATX
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// markers, keeping inline markdown (e.g. asterisks) intact like CommonMark's
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// block.strings (goldmark's inline text would strip emphasis). Both leading
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// and trailing '#' runs are removed (deviation #1 fixed: Python's CommonMark
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// strips the closing '#' sequence too).
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func headingRawText(n *ast.Heading, src []byte) string {
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raw := strings.TrimSpace(rawLines(n, src, "\n"))
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raw = strings.TrimLeft(raw, "#")
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raw = strings.TrimRight(raw, "#")
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return strings.TrimSpace(raw)
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}
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// rawLines joins a node's source lines (sep between lines). For fenced code
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// the lines already carry their newlines (sep="").
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func rawLines(n ast.Node, src []byte, sep string) string {
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lines := n.Lines()
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parts := make([]string, 0, lines.Len())
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for i := 0; i < lines.Len(); i++ {
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seg := lines.At(i)
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v := string(seg.Value(src))
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if sep != "" {
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v = strings.TrimRight(v, "\n")
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}
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parts = append(parts, v)
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}
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return strings.Join(parts, sep)
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}
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// renderList mirrors Renderer._render_List: each ListItem's children render
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// (paragraph text / nested list) and the results flatten one level, so an
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// item contributes its text and (if any) a nested item list.
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func renderList(list *ast.List, src []byte) []any {
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var out []any
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for item := list.FirstChild(); item != nil; item = item.NextSibling() {
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for c := item.FirstChild(); c != nil; c = c.NextSibling() {
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switch n := c.(type) {
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case *ast.List:
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out = append(out, renderList(n, src))
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default:
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out = append(out, rawLines(n, src, "\n"))
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}
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}
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}
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return out
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}
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// setOMap sets key k, replacing the value in place when the key repeats
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// (OrderedDict semantics: position kept), else appending.
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func setOMap(m OMap, k string, v any) OMap {
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if idx := indexOMap(m, k); idx >= 0 {
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m[idx].v = v
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return m
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}
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return append(m, kv{k, v})
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}
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func indexOMap(m OMap, k string) int {
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for i, e := range m {
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if e.k == k {
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return i
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}
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}
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return -1
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}
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