Files
ragflow/internal/utility/markdown_to_json.go
Zhichang Yu 75ac8cec2e Align Go knowledge compiler RAPTOR with Python and drop guardrails (#17573)
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.
2026-07-30 19:56:17 +08:00

488 lines
14 KiB
Go

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