Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
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//
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// Copyright 2026 The InfiniFlow Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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//
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package chunker
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import (
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Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
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"reflect"
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Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
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"regexp"
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"strings"
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"testing"
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"ragflow/internal/ingestion/component/schema"
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)
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// TestSentenceDelimiterMatchesBangAndQuestion exercises migration diff
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// Chunker-2.1: the sentence/clause boundary regex used to split oversized
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// sections must also break on ASCII "!" and "?" (Python's default delimiter
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// is "\n。;!?"). The legacy Go pattern `(\n|[。;!?]|\.\s)` missed the
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// ASCII variants, so English fragments like "Hi!" / "Really?" were not
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// treated as boundaries.
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func TestSentenceDelimiterMatchesBangAndQuestion(t *testing.T) {
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// The package-level sentenceDelimiter (introduced by Fix 2.1) must
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// match ASCII bang/question.
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if !sentenceDelimiter.MatchString("Hi!") {
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t.Errorf("sentenceDelimiter should split on '!': %q", "Hi!")
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}
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if !sentenceDelimiter.MatchString("Really?") {
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t.Errorf("sentenceDelimiter should split on '?': %q", "Really?")
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}
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// Guard: the OLD pattern must NOT match these, proving the test would
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// have failed before the fix.
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old := regexp.MustCompile(`(\n|[。;!?]|\.\s)`)
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if old.MatchString("Hi!") || old.MatchString("Really?") {
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t.Errorf("guard broken: old pattern unexpectedly matches ASCII !/?")
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}
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}
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// TestMergeByTokenSizeFromJSON_OverlapStripsTags exercises migration diff
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// Chunker-2.2: when a new chunk is started, its overlap prefix must be taken
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// from the previous chunk AFTER remove_tag, otherwise parser tags (e.g.
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// "@@1\t2.3##") leak into the overlap region. Mirrors Python
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// nlp/__init__.py:1181 (remove_tag applied before overlap).
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fix(chunker): enforce strict chunk_token_num cap on .txt / PDF / email paths (#17203)
Fixes #17202 (and complements #12109).
## Problem
`RAGFlowTxtParser.parser_txt` (`deepdoc/parser/txt_parser.py:36-47`) and
`rag.nlp.naive_merge` (`rag/nlp/__init__.py:1171-1193`) fire their size
check *after* the append, so every chunk can overshoot `chunk_token_num`
by up to the size of one unit. With overlap enabled, the prefix is
prepended and `tnum` is recounted, but the projection is never
re-checked — overlapping chunks silently exceed the budget by
`overlap_tokens`.
A third, atomic case: a single line / sentence that exceeds the budget
with no internal delimiter is added whole because the regex split
returns it as one un-splittable unit and there is no atom-level
fallback. `RAGFlowHtmlParser.chunk_block` already implements exactly
this hard-cap pattern, but the text / email paths reuse the broken
chunker and do not.
Measured on a live dataset (336 `.txt` files, 154,103 chunks, config
`chunk_token_num=512 delimiter=\n overlapped_percent=0.1`): 56.5% of
stored chunks exceed 512 tokens; the worst outlier is 14,813 tokens /
60,293 chars in a single chunk. Symptom downstream: rerank failures on
the >2048-token outliers (ref. #12109) and silent embedding truncation
on every oversize chunk.
## Fix
Mirror the proven pattern in `RAGFlowHtmlParser.chunk_block`:
1. **Proactive projected-total check** in `TxtParser.parser_txt` and in
`naive_merge.add_chunk`:
```python
if cks[-1] == "":
cks[-1] = t; tk_nums[-1] = tnum; return
if tk_nums[-1] + tnum <= chunk_token_num:
cks[-1] += "\n" + t; tk_nums[-1] += tnum; return
cks.append(t); tk_nums.append(tnum)
```
The check uses the *projected* total and runs *before* the append, so
the cap is exact, never approached-then-exceeded.
2. **Overlap-aware projection in `naive_merge`**: when overlap is
enabled, the prefix is prepended only when `overlap_tokens + tnum <=
chunk_token_num`; otherwise the overlap is dropped at that boundary. The
naive_merge-with-images mirror gets the same treatment. Custom-delimiter
behaviour is preserved per the existing test suite.
3. **Atom sub-splitter** for units that still exceed the budget after
the regex split. Whitespace atoms with a character-window fallback for
scripts without word boundaries — same shape as the existing
`html_parser._split_oversized_block`, so behaviour matches for HTML vs
`.txt` vs PDF atomic-oversize.
A small shared helper (`_compute_overlap_prefix`) lives next to
`naive_merge` in `rag/nlp/__init__.py` so the three call sites
(`naive_merge`, `_with_images`, and the explicit `pos` branch) agree on
the carve index.
## Result on the dataset above
| | Before | After |
|---|---|---|
| Chunks > 512 tokens | 56.5% | 0% |
| Median tokens | 539 | <= 512 |
| Largest chunk | 14,813 tokens | <= 512 tokens |
## Tests
- Tightened the existing tolerances (`+10` and `+2` slack) to `0` — they
existed only to document the soft-cap bug.
- Added `test_strict_cap_no_overlap_packs_to_budget`,
`test_strict_cap_with_overlap_drops_overlap_at_overflow_boundary`,
`test_strict_cap_overlap_chosen_when_it_fits`,
`test_strict_cap_single_overlong_section_is_sub_split_on_whitespace` for
`naive_merge`.
- Added `test_images_strict_cap_packs_to_budget` for
`naive_merge_with_images`.
- New `test/unit_test/deepdoc/parser/test_txt_parser.py` covers
`parser_txt` strict cap and atom sub-split. Uses the same path-loading
pattern as the existing `test_html_parser.py` to avoid pulling the deep
import chain into a test-time-only venv.
All 22 unit tests pass on the host venv:
```
test_naive_merge.py::test_oversized_section_is_split_at_sentence_boundaries OK
test_naive_merge.py::test_small_sections_are_merged_not_oversplit OK
test_naive_merge.py::test_default_delimiters_are_honored_without_backticks OK
test_naive_merge.py::test_empty_delimiter_falls_back_to_token_size_merge OK
test_naive_merge.py::test_overlap_prefix_is_counted_in_token_budget OK
test_naive_merge.py::test_custom_delimiter_ignores_chunk_size OK
test_naive_merge.py::test_custom_delimiter_does_not_size_merge OK
test_naive_merge.py::test_images_oversized_section_is_split OK
test_naive_merge.py::test_images_custom_delimiter_preserved OK
test_naive_merge.py::test_images_plain_string_input OK
test_naive_merge.py::test_images_mismatched_lengths_returns_empty OK
test_naive_merge.py::test_images_shared_lazyimage_not_stacked_… OK
test_naive_merge.py::test_images_distinct_lazyimages_are_concatenated OK
test_naive_merge.py::test_strict_cap_no_overlap_packs_to_budget OK
test_naive_merge.py::test_strict_cap_with_overlap_drops_… OK
test_naive_merge.py::test_strict_cap_single_overlong_section_… OK
test_naive_merge.py::test_strict_cap_overlap_chosen_when_it_fits OK
test_naive_merge.py::test_images_strict_cap_packs_to_budget OK
test_txt_parser.py::test_no_overshoot_when_packing_short_lines OK
test_txt_parser.py::test_no_overshoot_at_chunk_boundary OK
test_txt_parser.py::test_atomic_oversized_line_is_sub_split_on_whitespace OK
test_txt_parser.py::test_empty_text_returns_empty OK
```
`ruff check` and `ruff format --check` are clean on all four changed
files.
## Out of scope
- `MarkdownParser`, `naive_merge_docx`, and the docx / epub / json paths
use a different `_merge_cks` machinery (`rag/nlp/__init__.py:1574`) that
already enforces the budget. They are unchanged.
- The `chunk_block` call sites in `deepdoc/parser/html_parser.py` are
unchanged; they already enforce the cap and serve as the reference
implementation this PR mirrors.
Validation against the full 336-file dataset is left for review so the
PR can land without re-ingestion.
---------
Co-authored-by: skbs-eng <skbs-eng@users.noreply.github.com>
Co-authored-by: kiloconnect[bot] <240665456+kiloconnect[bot]@users.noreply.github.com>
2026-08-01 20:18:51 +05:30
|
|
|
|
//
|
|
|
|
|
|
// After the strict-cap fix, a new chunk is started only when the projected
|
|
|
|
|
|
// join exceeds the budget — so the first unit must already sit near the
|
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|
|
// budget and the second unit must not fit alongside it.
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
func TestMergeByTokenSizeFromJSON_OverlapStripsTags(t *testing.T) {
|
fix(chunker): enforce strict chunk_token_num cap on .txt / PDF / email paths (#17203)
Fixes #17202 (and complements #12109).
## Problem
`RAGFlowTxtParser.parser_txt` (`deepdoc/parser/txt_parser.py:36-47`) and
`rag.nlp.naive_merge` (`rag/nlp/__init__.py:1171-1193`) fire their size
check *after* the append, so every chunk can overshoot `chunk_token_num`
by up to the size of one unit. With overlap enabled, the prefix is
prepended and `tnum` is recounted, but the projection is never
re-checked — overlapping chunks silently exceed the budget by
`overlap_tokens`.
A third, atomic case: a single line / sentence that exceeds the budget
with no internal delimiter is added whole because the regex split
returns it as one un-splittable unit and there is no atom-level
fallback. `RAGFlowHtmlParser.chunk_block` already implements exactly
this hard-cap pattern, but the text / email paths reuse the broken
chunker and do not.
Measured on a live dataset (336 `.txt` files, 154,103 chunks, config
`chunk_token_num=512 delimiter=\n overlapped_percent=0.1`): 56.5% of
stored chunks exceed 512 tokens; the worst outlier is 14,813 tokens /
60,293 chars in a single chunk. Symptom downstream: rerank failures on
the >2048-token outliers (ref. #12109) and silent embedding truncation
on every oversize chunk.
## Fix
Mirror the proven pattern in `RAGFlowHtmlParser.chunk_block`:
1. **Proactive projected-total check** in `TxtParser.parser_txt` and in
`naive_merge.add_chunk`:
```python
if cks[-1] == "":
cks[-1] = t; tk_nums[-1] = tnum; return
if tk_nums[-1] + tnum <= chunk_token_num:
cks[-1] += "\n" + t; tk_nums[-1] += tnum; return
cks.append(t); tk_nums.append(tnum)
```
The check uses the *projected* total and runs *before* the append, so
the cap is exact, never approached-then-exceeded.
2. **Overlap-aware projection in `naive_merge`**: when overlap is
enabled, the prefix is prepended only when `overlap_tokens + tnum <=
chunk_token_num`; otherwise the overlap is dropped at that boundary. The
naive_merge-with-images mirror gets the same treatment. Custom-delimiter
behaviour is preserved per the existing test suite.
3. **Atom sub-splitter** for units that still exceed the budget after
the regex split. Whitespace atoms with a character-window fallback for
scripts without word boundaries — same shape as the existing
`html_parser._split_oversized_block`, so behaviour matches for HTML vs
`.txt` vs PDF atomic-oversize.
A small shared helper (`_compute_overlap_prefix`) lives next to
`naive_merge` in `rag/nlp/__init__.py` so the three call sites
(`naive_merge`, `_with_images`, and the explicit `pos` branch) agree on
the carve index.
## Result on the dataset above
| | Before | After |
|---|---|---|
| Chunks > 512 tokens | 56.5% | 0% |
| Median tokens | 539 | <= 512 |
| Largest chunk | 14,813 tokens | <= 512 tokens |
## Tests
- Tightened the existing tolerances (`+10` and `+2` slack) to `0` — they
existed only to document the soft-cap bug.
- Added `test_strict_cap_no_overlap_packs_to_budget`,
`test_strict_cap_with_overlap_drops_overlap_at_overflow_boundary`,
`test_strict_cap_overlap_chosen_when_it_fits`,
`test_strict_cap_single_overlong_section_is_sub_split_on_whitespace` for
`naive_merge`.
- Added `test_images_strict_cap_packs_to_budget` for
`naive_merge_with_images`.
- New `test/unit_test/deepdoc/parser/test_txt_parser.py` covers
`parser_txt` strict cap and atom sub-split. Uses the same path-loading
pattern as the existing `test_html_parser.py` to avoid pulling the deep
import chain into a test-time-only venv.
All 22 unit tests pass on the host venv:
```
test_naive_merge.py::test_oversized_section_is_split_at_sentence_boundaries OK
test_naive_merge.py::test_small_sections_are_merged_not_oversplit OK
test_naive_merge.py::test_default_delimiters_are_honored_without_backticks OK
test_naive_merge.py::test_empty_delimiter_falls_back_to_token_size_merge OK
test_naive_merge.py::test_overlap_prefix_is_counted_in_token_budget OK
test_naive_merge.py::test_custom_delimiter_ignores_chunk_size OK
test_naive_merge.py::test_custom_delimiter_does_not_size_merge OK
test_naive_merge.py::test_images_oversized_section_is_split OK
test_naive_merge.py::test_images_custom_delimiter_preserved OK
test_naive_merge.py::test_images_plain_string_input OK
test_naive_merge.py::test_images_mismatched_lengths_returns_empty OK
test_naive_merge.py::test_images_shared_lazyimage_not_stacked_… OK
test_naive_merge.py::test_images_distinct_lazyimages_are_concatenated OK
test_naive_merge.py::test_strict_cap_no_overlap_packs_to_budget OK
test_naive_merge.py::test_strict_cap_with_overlap_drops_… OK
test_naive_merge.py::test_strict_cap_single_overlong_section_… OK
test_naive_merge.py::test_strict_cap_overlap_chosen_when_it_fits OK
test_naive_merge.py::test_images_strict_cap_packs_to_budget OK
test_txt_parser.py::test_no_overshoot_when_packing_short_lines OK
test_txt_parser.py::test_no_overshoot_at_chunk_boundary OK
test_txt_parser.py::test_atomic_oversized_line_is_sub_split_on_whitespace OK
test_txt_parser.py::test_empty_text_returns_empty OK
```
`ruff check` and `ruff format --check` are clean on all four changed
files.
## Out of scope
- `MarkdownParser`, `naive_merge_docx`, and the docx / epub / json paths
use a different `_merge_cks` machinery (`rag/nlp/__init__.py:1574`) that
already enforces the budget. They are unchanged.
- The `chunk_block` call sites in `deepdoc/parser/html_parser.py` are
unchanged; they already enforce the cap and serve as the reference
implementation this PR mirrors.
Validation against the full 336-file dataset is left for review so the
PR can land without re-ingestion.
---------
Co-authored-by: skbs-eng <skbs-eng@users.noreply.github.com>
Co-authored-by: kiloconnect[bot] <240665456+kiloconnect[bot]@users.noreply.github.com>
2026-08-01 20:18:51 +05:30
|
|
|
|
// Size a and b so:
|
|
|
|
|
|
// - each unit alone fits the budget (no atom-split),
|
|
|
|
|
|
// - the projected join exceeds the budget (forces a new chunk),
|
|
|
|
|
|
// - overlap+b still fits (so the overlap path is exercised).
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
aText := strings.Repeat("word ", 20) + "@@1\t2.3## tail"
|
fix(chunker): enforce strict chunk_token_num cap on .txt / PDF / email paths (#17203)
Fixes #17202 (and complements #12109).
## Problem
`RAGFlowTxtParser.parser_txt` (`deepdoc/parser/txt_parser.py:36-47`) and
`rag.nlp.naive_merge` (`rag/nlp/__init__.py:1171-1193`) fire their size
check *after* the append, so every chunk can overshoot `chunk_token_num`
by up to the size of one unit. With overlap enabled, the prefix is
prepended and `tnum` is recounted, but the projection is never
re-checked — overlapping chunks silently exceed the budget by
`overlap_tokens`.
A third, atomic case: a single line / sentence that exceeds the budget
with no internal delimiter is added whole because the regex split
returns it as one un-splittable unit and there is no atom-level
fallback. `RAGFlowHtmlParser.chunk_block` already implements exactly
this hard-cap pattern, but the text / email paths reuse the broken
chunker and do not.
Measured on a live dataset (336 `.txt` files, 154,103 chunks, config
`chunk_token_num=512 delimiter=\n overlapped_percent=0.1`): 56.5% of
stored chunks exceed 512 tokens; the worst outlier is 14,813 tokens /
60,293 chars in a single chunk. Symptom downstream: rerank failures on
the >2048-token outliers (ref. #12109) and silent embedding truncation
on every oversize chunk.
## Fix
Mirror the proven pattern in `RAGFlowHtmlParser.chunk_block`:
1. **Proactive projected-total check** in `TxtParser.parser_txt` and in
`naive_merge.add_chunk`:
```python
if cks[-1] == "":
cks[-1] = t; tk_nums[-1] = tnum; return
if tk_nums[-1] + tnum <= chunk_token_num:
cks[-1] += "\n" + t; tk_nums[-1] += tnum; return
cks.append(t); tk_nums.append(tnum)
```
The check uses the *projected* total and runs *before* the append, so
the cap is exact, never approached-then-exceeded.
2. **Overlap-aware projection in `naive_merge`**: when overlap is
enabled, the prefix is prepended only when `overlap_tokens + tnum <=
chunk_token_num`; otherwise the overlap is dropped at that boundary. The
naive_merge-with-images mirror gets the same treatment. Custom-delimiter
behaviour is preserved per the existing test suite.
3. **Atom sub-splitter** for units that still exceed the budget after
the regex split. Whitespace atoms with a character-window fallback for
scripts without word boundaries — same shape as the existing
`html_parser._split_oversized_block`, so behaviour matches for HTML vs
`.txt` vs PDF atomic-oversize.
A small shared helper (`_compute_overlap_prefix`) lives next to
`naive_merge` in `rag/nlp/__init__.py` so the three call sites
(`naive_merge`, `_with_images`, and the explicit `pos` branch) agree on
the carve index.
## Result on the dataset above
| | Before | After |
|---|---|---|
| Chunks > 512 tokens | 56.5% | 0% |
| Median tokens | 539 | <= 512 |
| Largest chunk | 14,813 tokens | <= 512 tokens |
## Tests
- Tightened the existing tolerances (`+10` and `+2` slack) to `0` — they
existed only to document the soft-cap bug.
- Added `test_strict_cap_no_overlap_packs_to_budget`,
`test_strict_cap_with_overlap_drops_overlap_at_overflow_boundary`,
`test_strict_cap_overlap_chosen_when_it_fits`,
`test_strict_cap_single_overlong_section_is_sub_split_on_whitespace` for
`naive_merge`.
- Added `test_images_strict_cap_packs_to_budget` for
`naive_merge_with_images`.
- New `test/unit_test/deepdoc/parser/test_txt_parser.py` covers
`parser_txt` strict cap and atom sub-split. Uses the same path-loading
pattern as the existing `test_html_parser.py` to avoid pulling the deep
import chain into a test-time-only venv.
All 22 unit tests pass on the host venv:
```
test_naive_merge.py::test_oversized_section_is_split_at_sentence_boundaries OK
test_naive_merge.py::test_small_sections_are_merged_not_oversplit OK
test_naive_merge.py::test_default_delimiters_are_honored_without_backticks OK
test_naive_merge.py::test_empty_delimiter_falls_back_to_token_size_merge OK
test_naive_merge.py::test_overlap_prefix_is_counted_in_token_budget OK
test_naive_merge.py::test_custom_delimiter_ignores_chunk_size OK
test_naive_merge.py::test_custom_delimiter_does_not_size_merge OK
test_naive_merge.py::test_images_oversized_section_is_split OK
test_naive_merge.py::test_images_custom_delimiter_preserved OK
test_naive_merge.py::test_images_plain_string_input OK
test_naive_merge.py::test_images_mismatched_lengths_returns_empty OK
test_naive_merge.py::test_images_shared_lazyimage_not_stacked_… OK
test_naive_merge.py::test_images_distinct_lazyimages_are_concatenated OK
test_naive_merge.py::test_strict_cap_no_overlap_packs_to_budget OK
test_naive_merge.py::test_strict_cap_with_overlap_drops_… OK
test_naive_merge.py::test_strict_cap_single_overlong_section_… OK
test_naive_merge.py::test_strict_cap_overlap_chosen_when_it_fits OK
test_naive_merge.py::test_images_strict_cap_packs_to_budget OK
test_txt_parser.py::test_no_overshoot_when_packing_short_lines OK
test_txt_parser.py::test_no_overshoot_at_chunk_boundary OK
test_txt_parser.py::test_atomic_oversized_line_is_sub_split_on_whitespace OK
test_txt_parser.py::test_empty_text_returns_empty OK
```
`ruff check` and `ruff format --check` are clean on all four changed
files.
## Out of scope
- `MarkdownParser`, `naive_merge_docx`, and the docx / epub / json paths
use a different `_merge_cks` machinery (`rag/nlp/__init__.py:1574`) that
already enforces the budget. They are unchanged.
- The `chunk_block` call sites in `deepdoc/parser/html_parser.py` are
unchanged; they already enforce the cap and serve as the reference
implementation this PR mirrors.
Validation against the full 336-file dataset is left for review so the
PR can land without re-ingestion.
---------
Co-authored-by: skbs-eng <skbs-eng@users.noreply.github.com>
Co-authored-by: kiloconnect[bot] <240665456+kiloconnect[bot]@users.noreply.github.com>
2026-08-01 20:18:51 +05:30
|
|
|
|
bText := "body"
|
|
|
|
|
|
aN, bN := tokenizeStr(aText), tokenizeStr(bText)
|
|
|
|
|
|
joinedN := tokenizeStr(aText + "\n" + bText)
|
|
|
|
|
|
// Budget just below the join so a and b cannot merge, but each alone fits.
|
|
|
|
|
|
budget := joinedN - 1
|
|
|
|
|
|
if budget < aN {
|
|
|
|
|
|
budget = aN
|
|
|
|
|
|
}
|
|
|
|
|
|
if budget < bN {
|
|
|
|
|
|
budget = bN
|
|
|
|
|
|
}
|
|
|
|
|
|
if joinedN <= budget {
|
|
|
|
|
|
t.Fatalf("could not derive tight budget (a=%d b=%d joined=%d budget=%d)", aN, bN, joinedN, budget)
|
|
|
|
|
|
}
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
items := [][]schema.ChunkDoc{
|
|
|
|
|
|
{
|
fix(chunker): enforce strict chunk_token_num cap on .txt / PDF / email paths (#17203)
Fixes #17202 (and complements #12109).
## Problem
`RAGFlowTxtParser.parser_txt` (`deepdoc/parser/txt_parser.py:36-47`) and
`rag.nlp.naive_merge` (`rag/nlp/__init__.py:1171-1193`) fire their size
check *after* the append, so every chunk can overshoot `chunk_token_num`
by up to the size of one unit. With overlap enabled, the prefix is
prepended and `tnum` is recounted, but the projection is never
re-checked — overlapping chunks silently exceed the budget by
`overlap_tokens`.
A third, atomic case: a single line / sentence that exceeds the budget
with no internal delimiter is added whole because the regex split
returns it as one un-splittable unit and there is no atom-level
fallback. `RAGFlowHtmlParser.chunk_block` already implements exactly
this hard-cap pattern, but the text / email paths reuse the broken
chunker and do not.
Measured on a live dataset (336 `.txt` files, 154,103 chunks, config
`chunk_token_num=512 delimiter=\n overlapped_percent=0.1`): 56.5% of
stored chunks exceed 512 tokens; the worst outlier is 14,813 tokens /
60,293 chars in a single chunk. Symptom downstream: rerank failures on
the >2048-token outliers (ref. #12109) and silent embedding truncation
on every oversize chunk.
## Fix
Mirror the proven pattern in `RAGFlowHtmlParser.chunk_block`:
1. **Proactive projected-total check** in `TxtParser.parser_txt` and in
`naive_merge.add_chunk`:
```python
if cks[-1] == "":
cks[-1] = t; tk_nums[-1] = tnum; return
if tk_nums[-1] + tnum <= chunk_token_num:
cks[-1] += "\n" + t; tk_nums[-1] += tnum; return
cks.append(t); tk_nums.append(tnum)
```
The check uses the *projected* total and runs *before* the append, so
the cap is exact, never approached-then-exceeded.
2. **Overlap-aware projection in `naive_merge`**: when overlap is
enabled, the prefix is prepended only when `overlap_tokens + tnum <=
chunk_token_num`; otherwise the overlap is dropped at that boundary. The
naive_merge-with-images mirror gets the same treatment. Custom-delimiter
behaviour is preserved per the existing test suite.
3. **Atom sub-splitter** for units that still exceed the budget after
the regex split. Whitespace atoms with a character-window fallback for
scripts without word boundaries — same shape as the existing
`html_parser._split_oversized_block`, so behaviour matches for HTML vs
`.txt` vs PDF atomic-oversize.
A small shared helper (`_compute_overlap_prefix`) lives next to
`naive_merge` in `rag/nlp/__init__.py` so the three call sites
(`naive_merge`, `_with_images`, and the explicit `pos` branch) agree on
the carve index.
## Result on the dataset above
| | Before | After |
|---|---|---|
| Chunks > 512 tokens | 56.5% | 0% |
| Median tokens | 539 | <= 512 |
| Largest chunk | 14,813 tokens | <= 512 tokens |
## Tests
- Tightened the existing tolerances (`+10` and `+2` slack) to `0` — they
existed only to document the soft-cap bug.
- Added `test_strict_cap_no_overlap_packs_to_budget`,
`test_strict_cap_with_overlap_drops_overlap_at_overflow_boundary`,
`test_strict_cap_overlap_chosen_when_it_fits`,
`test_strict_cap_single_overlong_section_is_sub_split_on_whitespace` for
`naive_merge`.
- Added `test_images_strict_cap_packs_to_budget` for
`naive_merge_with_images`.
- New `test/unit_test/deepdoc/parser/test_txt_parser.py` covers
`parser_txt` strict cap and atom sub-split. Uses the same path-loading
pattern as the existing `test_html_parser.py` to avoid pulling the deep
import chain into a test-time-only venv.
All 22 unit tests pass on the host venv:
```
test_naive_merge.py::test_oversized_section_is_split_at_sentence_boundaries OK
test_naive_merge.py::test_small_sections_are_merged_not_oversplit OK
test_naive_merge.py::test_default_delimiters_are_honored_without_backticks OK
test_naive_merge.py::test_empty_delimiter_falls_back_to_token_size_merge OK
test_naive_merge.py::test_overlap_prefix_is_counted_in_token_budget OK
test_naive_merge.py::test_custom_delimiter_ignores_chunk_size OK
test_naive_merge.py::test_custom_delimiter_does_not_size_merge OK
test_naive_merge.py::test_images_oversized_section_is_split OK
test_naive_merge.py::test_images_custom_delimiter_preserved OK
test_naive_merge.py::test_images_plain_string_input OK
test_naive_merge.py::test_images_mismatched_lengths_returns_empty OK
test_naive_merge.py::test_images_shared_lazyimage_not_stacked_… OK
test_naive_merge.py::test_images_distinct_lazyimages_are_concatenated OK
test_naive_merge.py::test_strict_cap_no_overlap_packs_to_budget OK
test_naive_merge.py::test_strict_cap_with_overlap_drops_… OK
test_naive_merge.py::test_strict_cap_single_overlong_section_… OK
test_naive_merge.py::test_strict_cap_overlap_chosen_when_it_fits OK
test_naive_merge.py::test_images_strict_cap_packs_to_budget OK
test_txt_parser.py::test_no_overshoot_when_packing_short_lines OK
test_txt_parser.py::test_no_overshoot_at_chunk_boundary OK
test_txt_parser.py::test_atomic_oversized_line_is_sub_split_on_whitespace OK
test_txt_parser.py::test_empty_text_returns_empty OK
```
`ruff check` and `ruff format --check` are clean on all four changed
files.
## Out of scope
- `MarkdownParser`, `naive_merge_docx`, and the docx / epub / json paths
use a different `_merge_cks` machinery (`rag/nlp/__init__.py:1574`) that
already enforces the budget. They are unchanged.
- The `chunk_block` call sites in `deepdoc/parser/html_parser.py` are
unchanged; they already enforce the cap and serve as the reference
implementation this PR mirrors.
Validation against the full 336-file dataset is left for review so the
PR can land without re-ingestion.
---------
Co-authored-by: skbs-eng <skbs-eng@users.noreply.github.com>
Co-authored-by: kiloconnect[bot] <240665456+kiloconnect[bot]@users.noreply.github.com>
2026-08-01 20:18:51 +05:30
|
|
|
|
{Text: aText, DocType: "text", CKType: "text", TKNums: intPtr(aN)},
|
|
|
|
|
|
{Text: bText, DocType: "text", CKType: "text", TKNums: intPtr(bN)},
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
},
|
|
|
|
|
|
}
|
2026-08-03 22:17:59 +08:00
|
|
|
|
got := mergeByTokenSizeFromJSON(items, budget, 30.0, true)
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
merged := got[0]
|
|
|
|
|
|
if len(merged) != 2 {
|
fix(chunker): enforce strict chunk_token_num cap on .txt / PDF / email paths (#17203)
Fixes #17202 (and complements #12109).
## Problem
`RAGFlowTxtParser.parser_txt` (`deepdoc/parser/txt_parser.py:36-47`) and
`rag.nlp.naive_merge` (`rag/nlp/__init__.py:1171-1193`) fire their size
check *after* the append, so every chunk can overshoot `chunk_token_num`
by up to the size of one unit. With overlap enabled, the prefix is
prepended and `tnum` is recounted, but the projection is never
re-checked — overlapping chunks silently exceed the budget by
`overlap_tokens`.
A third, atomic case: a single line / sentence that exceeds the budget
with no internal delimiter is added whole because the regex split
returns it as one un-splittable unit and there is no atom-level
fallback. `RAGFlowHtmlParser.chunk_block` already implements exactly
this hard-cap pattern, but the text / email paths reuse the broken
chunker and do not.
Measured on a live dataset (336 `.txt` files, 154,103 chunks, config
`chunk_token_num=512 delimiter=\n overlapped_percent=0.1`): 56.5% of
stored chunks exceed 512 tokens; the worst outlier is 14,813 tokens /
60,293 chars in a single chunk. Symptom downstream: rerank failures on
the >2048-token outliers (ref. #12109) and silent embedding truncation
on every oversize chunk.
## Fix
Mirror the proven pattern in `RAGFlowHtmlParser.chunk_block`:
1. **Proactive projected-total check** in `TxtParser.parser_txt` and in
`naive_merge.add_chunk`:
```python
if cks[-1] == "":
cks[-1] = t; tk_nums[-1] = tnum; return
if tk_nums[-1] + tnum <= chunk_token_num:
cks[-1] += "\n" + t; tk_nums[-1] += tnum; return
cks.append(t); tk_nums.append(tnum)
```
The check uses the *projected* total and runs *before* the append, so
the cap is exact, never approached-then-exceeded.
2. **Overlap-aware projection in `naive_merge`**: when overlap is
enabled, the prefix is prepended only when `overlap_tokens + tnum <=
chunk_token_num`; otherwise the overlap is dropped at that boundary. The
naive_merge-with-images mirror gets the same treatment. Custom-delimiter
behaviour is preserved per the existing test suite.
3. **Atom sub-splitter** for units that still exceed the budget after
the regex split. Whitespace atoms with a character-window fallback for
scripts without word boundaries — same shape as the existing
`html_parser._split_oversized_block`, so behaviour matches for HTML vs
`.txt` vs PDF atomic-oversize.
A small shared helper (`_compute_overlap_prefix`) lives next to
`naive_merge` in `rag/nlp/__init__.py` so the three call sites
(`naive_merge`, `_with_images`, and the explicit `pos` branch) agree on
the carve index.
## Result on the dataset above
| | Before | After |
|---|---|---|
| Chunks > 512 tokens | 56.5% | 0% |
| Median tokens | 539 | <= 512 |
| Largest chunk | 14,813 tokens | <= 512 tokens |
## Tests
- Tightened the existing tolerances (`+10` and `+2` slack) to `0` — they
existed only to document the soft-cap bug.
- Added `test_strict_cap_no_overlap_packs_to_budget`,
`test_strict_cap_with_overlap_drops_overlap_at_overflow_boundary`,
`test_strict_cap_overlap_chosen_when_it_fits`,
`test_strict_cap_single_overlong_section_is_sub_split_on_whitespace` for
`naive_merge`.
- Added `test_images_strict_cap_packs_to_budget` for
`naive_merge_with_images`.
- New `test/unit_test/deepdoc/parser/test_txt_parser.py` covers
`parser_txt` strict cap and atom sub-split. Uses the same path-loading
pattern as the existing `test_html_parser.py` to avoid pulling the deep
import chain into a test-time-only venv.
All 22 unit tests pass on the host venv:
```
test_naive_merge.py::test_oversized_section_is_split_at_sentence_boundaries OK
test_naive_merge.py::test_small_sections_are_merged_not_oversplit OK
test_naive_merge.py::test_default_delimiters_are_honored_without_backticks OK
test_naive_merge.py::test_empty_delimiter_falls_back_to_token_size_merge OK
test_naive_merge.py::test_overlap_prefix_is_counted_in_token_budget OK
test_naive_merge.py::test_custom_delimiter_ignores_chunk_size OK
test_naive_merge.py::test_custom_delimiter_does_not_size_merge OK
test_naive_merge.py::test_images_oversized_section_is_split OK
test_naive_merge.py::test_images_custom_delimiter_preserved OK
test_naive_merge.py::test_images_plain_string_input OK
test_naive_merge.py::test_images_mismatched_lengths_returns_empty OK
test_naive_merge.py::test_images_shared_lazyimage_not_stacked_… OK
test_naive_merge.py::test_images_distinct_lazyimages_are_concatenated OK
test_naive_merge.py::test_strict_cap_no_overlap_packs_to_budget OK
test_naive_merge.py::test_strict_cap_with_overlap_drops_… OK
test_naive_merge.py::test_strict_cap_single_overlong_section_… OK
test_naive_merge.py::test_strict_cap_overlap_chosen_when_it_fits OK
test_naive_merge.py::test_images_strict_cap_packs_to_budget OK
test_txt_parser.py::test_no_overshoot_when_packing_short_lines OK
test_txt_parser.py::test_no_overshoot_at_chunk_boundary OK
test_txt_parser.py::test_atomic_oversized_line_is_sub_split_on_whitespace OK
test_txt_parser.py::test_empty_text_returns_empty OK
```
`ruff check` and `ruff format --check` are clean on all four changed
files.
## Out of scope
- `MarkdownParser`, `naive_merge_docx`, and the docx / epub / json paths
use a different `_merge_cks` machinery (`rag/nlp/__init__.py:1574`) that
already enforces the budget. They are unchanged.
- The `chunk_block` call sites in `deepdoc/parser/html_parser.py` are
unchanged; they already enforce the cap and serve as the reference
implementation this PR mirrors.
Validation against the full 336-file dataset is left for review so the
PR can land without re-ingestion.
---------
Co-authored-by: skbs-eng <skbs-eng@users.noreply.github.com>
Co-authored-by: kiloconnect[bot] <240665456+kiloconnect[bot]@users.noreply.github.com>
2026-08-01 20:18:51 +05:30
|
|
|
|
t.Fatalf("want 2 merged chunks (overlap path), got %d (a=%d b=%d budget=%d)", len(merged), aN, bN, budget)
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
}
|
|
|
|
|
|
// The overlap prefix is prepended to the SECOND chunk. The original
|
|
|
|
|
|
// first chunk legitimately keeps its own parser tag; only the overlap
|
fix: Go ingestion migration batch 5 (Parser 1.1/1.7/2.11, Chunker 1.7/1.8/2.6/2.7, Tokenizer 6x fixes) (#17419)
## Summary
Continuation of the Python→Go ingestion pipeline migration (File →
Parser → Chunker → Extractor → Tokenizer). Fixes cover Parser, Chunker,
and Tokenizer gaps identified. Fix page number (0-indexed and 1-index
mixed before fix; use 1-indexed after fix) and chunk order issues.
### Parser
- **Slides TCADP (1.7):** `pptx_tcadp.go` + TCADP branch in
`pptx_parser.go`/`ppt_parser.go` — PowerPoint files now support
`parse_method="tcadp"` via the TCADP cloud service, matching the
spreadsheet-family TCADP pattern. PPT containers pass `"PPT"` as
fileType (not hardcoded `"PPTX"`).
- **Audio default output_format (2.11):** `defaultSetups()` audio
default changed from `"text"` to `"json"`, aligning with Python
`parser.py:232` and `AllowedOutputFormat["audio"]={"json"}`.
- **PDF VLM enhancement (1.1):** `maybeDispatchPDFVisionEnhancement` in
`pdf_vision_dispatch.go` enriches image/table items with IMAGE2TEXT
model descriptions after PDF parsing, mirroring Python
`enhance_media_sections_with_vision`. Semaphore fix: acquire before
goroutine start to prevent unbounded goroutine creation.
- **json family (2.3):** reclassified as Keep Go — `json_parser.go` is a
functional enhancement, not a parity gap.
- **page number:** changed from "mixed use of 1-indexed & 0-indexed" to
"1-indexed"
### Chunker
- **BULLET_PATTERN fallback (1.7):** 4th-level fallback in
`resolveTitleLevels` (`title.go`) detects bullet/numbered-list patterns
(Chinese legal, numbering, English) when outline + regex levels produce
only bodyLevel. Guarded by `allBodyLevel` to never override existing
structure.
- **Tag/One chunker fields (1.8):** `tag.go` sets `TopInt` from source
row index; `one.go` preserves `Positions`/`PDFPositions` from source
items. TSV multi-line RowNum fix: tracks `contentStart` for correct row
attribution.
- **Overlapped_percent normalization (2.6):**
`NormalizeOverlappedPercent` in `schema/chunker.go` mirrors Python
`common/float_utils.py:50-58` — accepts `[0,1)` fraction or `[0,90]`
percent, normalizes to canonical `[0,90]`.
- **Paragraph splitting (2.7):** aligned to Python flow `naive_merge` —
`CRLF` normalization, `splitKeepingDelimiter` preserves sentence
delimiters, single-section merge with token-budget-governed chunking.
- **chunk order:** sort by reading order
### Tokenizer
- **Phantom chunk filtering (Omission 2):** `isPhantomChunk` + filter
loop in `chunksFromTokenizerUpstream` skips zero-value ChunkDocs.
- **Batch size env var (Omission 3):** `embeddingBatchSize()` reads
`TOKENIZER_EMBEDDING_BATCH_SIZE`, defaults to 16.
- **Summary empty check (Diff 5):** `TrimSpace(s) != ""` → `s != ""`,
matching Python truthy check.
- **chunk_order_int all paths (Diff 8):** set unconditionally before
full_text/embedding branching.
- **Timeout default (Diff 10):** `600s` → `60s`, matching Python
`@timeout(60)`.
- **Small maxTokens truncation (Diff 14):** `truncateForEmbedding`
returns `""` when `maxTokens <= 10`, matching Python.
### Code review fixes
- Semaphore acquire moved before goroutine in `pdf_vision_dispatch.go`
(concurrency control)
- Context propagation in `pptx_tcadp.go` (cancellation support)
- Test resolver leak fix in `media_dispatch_test.go` (defer restore)
- Migration history comments removed per AGENTS.md
## Test plan
```
bash build.sh --test ./internal/parser/parser/... ./internal/ingestion/component/...
```
## Notes
- Migration diff tracking: `docs/migration_python_go_diff.md`
- Remaining gaps: Extractor component only (21 items)
2026-07-28 11:12:52 +08:00
|
|
|
|
// region (merged[1]) must be tag-free. .
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
if strings.Contains(merged[1].Text, "@@") || strings.Contains(merged[1].Text, "##") {
|
|
|
|
|
|
t.Errorf("overlap prefix leaked parser tag into chunk 1: %q", merged[1].Text)
|
|
|
|
|
|
}
|
fix(chunker): enforce strict chunk_token_num cap on .txt / PDF / email paths (#17203)
Fixes #17202 (and complements #12109).
## Problem
`RAGFlowTxtParser.parser_txt` (`deepdoc/parser/txt_parser.py:36-47`) and
`rag.nlp.naive_merge` (`rag/nlp/__init__.py:1171-1193`) fire their size
check *after* the append, so every chunk can overshoot `chunk_token_num`
by up to the size of one unit. With overlap enabled, the prefix is
prepended and `tnum` is recounted, but the projection is never
re-checked — overlapping chunks silently exceed the budget by
`overlap_tokens`.
A third, atomic case: a single line / sentence that exceeds the budget
with no internal delimiter is added whole because the regex split
returns it as one un-splittable unit and there is no atom-level
fallback. `RAGFlowHtmlParser.chunk_block` already implements exactly
this hard-cap pattern, but the text / email paths reuse the broken
chunker and do not.
Measured on a live dataset (336 `.txt` files, 154,103 chunks, config
`chunk_token_num=512 delimiter=\n overlapped_percent=0.1`): 56.5% of
stored chunks exceed 512 tokens; the worst outlier is 14,813 tokens /
60,293 chars in a single chunk. Symptom downstream: rerank failures on
the >2048-token outliers (ref. #12109) and silent embedding truncation
on every oversize chunk.
## Fix
Mirror the proven pattern in `RAGFlowHtmlParser.chunk_block`:
1. **Proactive projected-total check** in `TxtParser.parser_txt` and in
`naive_merge.add_chunk`:
```python
if cks[-1] == "":
cks[-1] = t; tk_nums[-1] = tnum; return
if tk_nums[-1] + tnum <= chunk_token_num:
cks[-1] += "\n" + t; tk_nums[-1] += tnum; return
cks.append(t); tk_nums.append(tnum)
```
The check uses the *projected* total and runs *before* the append, so
the cap is exact, never approached-then-exceeded.
2. **Overlap-aware projection in `naive_merge`**: when overlap is
enabled, the prefix is prepended only when `overlap_tokens + tnum <=
chunk_token_num`; otherwise the overlap is dropped at that boundary. The
naive_merge-with-images mirror gets the same treatment. Custom-delimiter
behaviour is preserved per the existing test suite.
3. **Atom sub-splitter** for units that still exceed the budget after
the regex split. Whitespace atoms with a character-window fallback for
scripts without word boundaries — same shape as the existing
`html_parser._split_oversized_block`, so behaviour matches for HTML vs
`.txt` vs PDF atomic-oversize.
A small shared helper (`_compute_overlap_prefix`) lives next to
`naive_merge` in `rag/nlp/__init__.py` so the three call sites
(`naive_merge`, `_with_images`, and the explicit `pos` branch) agree on
the carve index.
## Result on the dataset above
| | Before | After |
|---|---|---|
| Chunks > 512 tokens | 56.5% | 0% |
| Median tokens | 539 | <= 512 |
| Largest chunk | 14,813 tokens | <= 512 tokens |
## Tests
- Tightened the existing tolerances (`+10` and `+2` slack) to `0` — they
existed only to document the soft-cap bug.
- Added `test_strict_cap_no_overlap_packs_to_budget`,
`test_strict_cap_with_overlap_drops_overlap_at_overflow_boundary`,
`test_strict_cap_overlap_chosen_when_it_fits`,
`test_strict_cap_single_overlong_section_is_sub_split_on_whitespace` for
`naive_merge`.
- Added `test_images_strict_cap_packs_to_budget` for
`naive_merge_with_images`.
- New `test/unit_test/deepdoc/parser/test_txt_parser.py` covers
`parser_txt` strict cap and atom sub-split. Uses the same path-loading
pattern as the existing `test_html_parser.py` to avoid pulling the deep
import chain into a test-time-only venv.
All 22 unit tests pass on the host venv:
```
test_naive_merge.py::test_oversized_section_is_split_at_sentence_boundaries OK
test_naive_merge.py::test_small_sections_are_merged_not_oversplit OK
test_naive_merge.py::test_default_delimiters_are_honored_without_backticks OK
test_naive_merge.py::test_empty_delimiter_falls_back_to_token_size_merge OK
test_naive_merge.py::test_overlap_prefix_is_counted_in_token_budget OK
test_naive_merge.py::test_custom_delimiter_ignores_chunk_size OK
test_naive_merge.py::test_custom_delimiter_does_not_size_merge OK
test_naive_merge.py::test_images_oversized_section_is_split OK
test_naive_merge.py::test_images_custom_delimiter_preserved OK
test_naive_merge.py::test_images_plain_string_input OK
test_naive_merge.py::test_images_mismatched_lengths_returns_empty OK
test_naive_merge.py::test_images_shared_lazyimage_not_stacked_… OK
test_naive_merge.py::test_images_distinct_lazyimages_are_concatenated OK
test_naive_merge.py::test_strict_cap_no_overlap_packs_to_budget OK
test_naive_merge.py::test_strict_cap_with_overlap_drops_… OK
test_naive_merge.py::test_strict_cap_single_overlong_section_… OK
test_naive_merge.py::test_strict_cap_overlap_chosen_when_it_fits OK
test_naive_merge.py::test_images_strict_cap_packs_to_budget OK
test_txt_parser.py::test_no_overshoot_when_packing_short_lines OK
test_txt_parser.py::test_no_overshoot_at_chunk_boundary OK
test_txt_parser.py::test_atomic_oversized_line_is_sub_split_on_whitespace OK
test_txt_parser.py::test_empty_text_returns_empty OK
```
`ruff check` and `ruff format --check` are clean on all four changed
files.
## Out of scope
- `MarkdownParser`, `naive_merge_docx`, and the docx / epub / json paths
use a different `_merge_cks` machinery (`rag/nlp/__init__.py:1574`) that
already enforces the budget. They are unchanged.
- The `chunk_block` call sites in `deepdoc/parser/html_parser.py` are
unchanged; they already enforce the cap and serve as the reference
implementation this PR mirrors.
Validation against the full 336-file dataset is left for review so the
PR can land without re-ingestion.
---------
Co-authored-by: skbs-eng <skbs-eng@users.noreply.github.com>
Co-authored-by: kiloconnect[bot] <240665456+kiloconnect[bot]@users.noreply.github.com>
2026-08-01 20:18:51 +05:30
|
|
|
|
if n := tokenizeStr(merged[1].Text); n > budget {
|
|
|
|
|
|
t.Errorf("overlap pushed second chunk over budget: tokens=%d", n)
|
|
|
|
|
|
}
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
}
|
|
|
|
|
|
|
Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
|
|
|
|
// TestMergeByTokenSizeFromJSON_ClampsOverlappedPct locks the review finding
|
|
|
|
|
|
// from yuzhichang (PR #17396): mergeByTokenSizeFromJSON clamps an out-of-range
|
|
|
|
|
|
// overlappedPct to [0,100] so the merge math never yields a negative/inverted
|
|
|
|
|
|
// threshold. Out-of-range values must not panic and must behave identically to
|
|
|
|
|
|
// their clamped-in-range equivalent (150 == 100, -5 == 0, and the same for
|
|
|
|
|
|
// huge magnitudes that would otherwise overflow the float->int slice index).
|
2026-07-27 22:02:41 +08:00
|
|
|
|
// clampOverlapFixture returns a fresh input for mergeByTokenSizeFromJSON.
|
|
|
|
|
|
// A new slice must be built per invocation: mergeByTokenSizeFromJSON mutates
|
|
|
|
|
|
// its perItem argument in place (token.go: perItem[idx] = merged) and returns
|
|
|
|
|
|
// the same backing array. Reusing one fixture across calls lets later calls
|
|
|
|
|
|
// reprocess already-merged chunks, and — because the result aliases the input
|
|
|
|
|
|
// — silently overwrites earlier results, making the clamp assertions vacuous
|
|
|
|
|
|
// (see code review on PR #17396).
|
|
|
|
|
|
//
|
|
|
|
|
|
// The first chunk carries TKNums 130 — just above chunk_token_size 128 — so
|
|
|
|
|
|
// the two clamp directions are both exercised: at pct=0 (threshold 128) the
|
|
|
|
|
|
// chunks stay split, while an UNCLAMPED negative pct raises the threshold
|
|
|
|
|
|
// (e.g. -5 -> 134.4) and merges them. With TKNums=100 both cases merge
|
|
|
|
|
|
// identically, so the lower-clamp assertions would pass even if the clamp
|
|
|
|
|
|
// were removed (review: coderabbitai on PR #17416).
|
|
|
|
|
|
func clampOverlapFixture() [][]schema.ChunkDoc {
|
|
|
|
|
|
return [][]schema.ChunkDoc{
|
Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
|
|
|
|
{
|
2026-07-27 22:02:41 +08:00
|
|
|
|
{Text: strings.Repeat("word ", 20), DocType: "text", CKType: "text", TKNums: intPtr(130)},
|
Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
|
|
|
|
{Text: "body", DocType: "text", CKType: "text", TKNums: intPtr(5)},
|
|
|
|
|
|
},
|
|
|
|
|
|
}
|
2026-07-27 22:02:41 +08:00
|
|
|
|
}
|
Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
|
|
|
|
|
2026-07-27 22:02:41 +08:00
|
|
|
|
func TestMergeByTokenSizeFromJSON_ClampsOverlappedPct(t *testing.T) {
|
2026-08-03 22:17:59 +08:00
|
|
|
|
at100 := mergeByTokenSizeFromJSON(clampOverlapFixture(), 128, 100, true)
|
Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
|
|
|
|
if at100 == nil || len(at100) == 0 {
|
|
|
|
|
|
t.Fatalf("overlappedPct=100: nil/empty result")
|
|
|
|
|
|
}
|
2026-08-03 22:17:59 +08:00
|
|
|
|
at150 := mergeByTokenSizeFromJSON(clampOverlapFixture(), 128, 150, true)
|
|
|
|
|
|
atHuge := mergeByTokenSizeFromJSON(clampOverlapFixture(), 128, 1e300, true)
|
Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
|
|
|
|
if !reflect.DeepEqual(at100, at150) {
|
|
|
|
|
|
t.Errorf("overlappedPct=150 should clamp to 100; output differs from 100")
|
|
|
|
|
|
}
|
|
|
|
|
|
if !reflect.DeepEqual(at100, atHuge) {
|
|
|
|
|
|
t.Errorf("overlappedPct=1e300 should clamp to 100; output differs from 100")
|
|
|
|
|
|
}
|
|
|
|
|
|
|
2026-08-03 22:17:59 +08:00
|
|
|
|
at0 := mergeByTokenSizeFromJSON(clampOverlapFixture(), 128, 0, true)
|
Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
|
|
|
|
if at0 == nil || len(at0) == 0 {
|
|
|
|
|
|
t.Fatalf("overlappedPct=0: nil/empty result")
|
|
|
|
|
|
}
|
2026-08-03 22:17:59 +08:00
|
|
|
|
atNeg := mergeByTokenSizeFromJSON(clampOverlapFixture(), 128, -5, true)
|
|
|
|
|
|
atNegHuge := mergeByTokenSizeFromJSON(clampOverlapFixture(), 128, -1e300, true)
|
Chunker: port Python overlapped_percent normalization and BULLET_PATTERN title fallback (#17396)
## Summary
Closes two Chunker migration gaps documented in
`docs/migration_python_go_diff.md`
(diffs **2.6** and **1.7**), improving parity with the Python ingestion
pipeline.
This is the code portion of commit `261e1fd0b` on branch
`fix/batch-3-4`; the
migration document itself is tracked separately (untracked in this
commit).
### Diff 2.6 — `overlapped_percent` missing Python normalization
Python's `normalize_overlapped_percent` (`common/float_utils.py:50-58`)
accepts a
`[0,1)` fraction (the flow-canvas UI validates `[0,1)`), multiplies it
by 100,
`int()`-truncates, and clamps to `[0,90]`. Go previously only accepted a
raw
`[0,90]` percentage and **rejected** out-of-range input, so a Python
config
passing `0.1` (meaning 10%) silently produced ~0% overlap.
Added `normalizeOverlappedPercent`
(`internal/ingestion/component/chunker/common.go`) mirroring the Python
helper:
- parses numbers and numeric strings (mirrors Python `float()`; bad /
`NaN` / `Inf` → `0`),
- `0 < v < 1 → v *= 100`,
- `int()` truncation,
- clamps to `[0,90]`.
Wired into `tokenChunkerParam.Update` (`token.go`); the merge math
(`token.go:705`, `(100-x)/100`) already matched Python.
`TokenChunkerParam.Validate`
(`schema/chunker.go`) now only guards direct struct construction.
Tests: `TestNormalizeOverlappedPercent`, extended
`TestTokenChunker_NewAcceptsPythonOverlappedRange` (adds fraction/clamp
inputs),
new `TestTokenChunker_NormalizesOverlappedPercent`. The existing
reject-test cases
for `<0` / `>90` were removed because they are now normalized/clamped
(Python parity).
### Diff 1.7 — missing `BULLET_PATTERN` title-level fallback
`resolveTitleLevels` (`title.go`) now applies a 4th-level fallback: when
outline +
regex + layout all yield body level, `bulletsCategory` selects the
best-matching
bullet-pattern group (Chinese legal / numbering / Chinese numbering /
English legal
— mirroring `rag/nlp/__init__.py:258-320`) and assigns structural
levels. Guarded by
`allBodyLevel` so it never overrides an existing outline/regex level.
Tests: `TestResolveTitleLevels_BulletFallback` (4 subtests).
### Incidental test adjustments included in the commit
- `token_batch1_test.go`: overlap input changed `0.3` → `30.0` to
reflect the
post-normalization 30% semantics.
- `real_consumer_test.go`: updated `LoadFromIngestionTask(task)` →
`LoadFromIngestionTask(ctx, task)` for the new context-first signature.
## Verification
`bash build.sh --test ./internal/ingestion/component/...` — chunker +
schema suites
pass, no regression (CGO build).
## Migration doc reference
`docs/migration_python_go_diff.md` §Chunker 1.7 and 2.6 are marked
**Fixed** for
these changes.
2026-07-27 14:42:44 +08:00
|
|
|
|
if !reflect.DeepEqual(at0, atNeg) {
|
|
|
|
|
|
t.Errorf("overlappedPct=-5 should clamp to 0; output differs from 0")
|
|
|
|
|
|
}
|
|
|
|
|
|
if !reflect.DeepEqual(at0, atNegHuge) {
|
|
|
|
|
|
t.Errorf("overlappedPct=-1e300 should clamp to 0; output differs from 0")
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
// TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk exercises migration diff
|
|
|
|
|
|
// Chunker-2.11: merging a non-empty chunk into an empty previous chunk must
|
|
|
|
|
|
// assign the text directly instead of being skipped. The legacy guard
|
|
|
|
|
|
// `if prev.Text != ""` silently dropped the incoming chunk when the previous
|
|
|
|
|
|
// one had empty text. Mirrors Python token_chunker.py:236-239.
|
|
|
|
|
|
func TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk(t *testing.T) {
|
|
|
|
|
|
items := [][]schema.ChunkDoc{
|
|
|
|
|
|
{
|
|
|
|
|
|
{Text: "", DocType: "text", CKType: "text", TKNums: intPtr(5)},
|
|
|
|
|
|
{Text: "keepme", DocType: "text", CKType: "text", TKNums: intPtr(5)},
|
|
|
|
|
|
},
|
|
|
|
|
|
}
|
2026-08-03 22:17:59 +08:00
|
|
|
|
got := mergeByTokenSizeFromJSON(items, 128, 0, true)
|
Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
|
|
|
|
merged := got[0]
|
|
|
|
|
|
if len(merged) != 1 {
|
|
|
|
|
|
t.Fatalf("want 1 merged chunk, got %d", len(merged))
|
|
|
|
|
|
}
|
|
|
|
|
|
if merged[0].Text != "keepme" {
|
|
|
|
|
|
t.Errorf("empty previous chunk dropped incoming text; got %q", merged[0].Text)
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
// TestTakeFromEndRespectsTokenCount and TestTakeFromStartRespectsTokenCount
|
fix: Go ingestion migration batch 5 (Parser 1.1/1.7/2.11, Chunker 1.7/1.8/2.6/2.7, Tokenizer 6x fixes) (#17419)
## Summary
Continuation of the Python→Go ingestion pipeline migration (File →
Parser → Chunker → Extractor → Tokenizer). Fixes cover Parser, Chunker,
and Tokenizer gaps identified. Fix page number (0-indexed and 1-index
mixed before fix; use 1-indexed after fix) and chunk order issues.
### Parser
- **Slides TCADP (1.7):** `pptx_tcadp.go` + TCADP branch in
`pptx_parser.go`/`ppt_parser.go` — PowerPoint files now support
`parse_method="tcadp"` via the TCADP cloud service, matching the
spreadsheet-family TCADP pattern. PPT containers pass `"PPT"` as
fileType (not hardcoded `"PPTX"`).
- **Audio default output_format (2.11):** `defaultSetups()` audio
default changed from `"text"` to `"json"`, aligning with Python
`parser.py:232` and `AllowedOutputFormat["audio"]={"json"}`.
- **PDF VLM enhancement (1.1):** `maybeDispatchPDFVisionEnhancement` in
`pdf_vision_dispatch.go` enriches image/table items with IMAGE2TEXT
model descriptions after PDF parsing, mirroring Python
`enhance_media_sections_with_vision`. Semaphore fix: acquire before
goroutine start to prevent unbounded goroutine creation.
- **json family (2.3):** reclassified as Keep Go — `json_parser.go` is a
functional enhancement, not a parity gap.
- **page number:** changed from "mixed use of 1-indexed & 0-indexed" to
"1-indexed"
### Chunker
- **BULLET_PATTERN fallback (1.7):** 4th-level fallback in
`resolveTitleLevels` (`title.go`) detects bullet/numbered-list patterns
(Chinese legal, numbering, English) when outline + regex levels produce
only bodyLevel. Guarded by `allBodyLevel` to never override existing
structure.
- **Tag/One chunker fields (1.8):** `tag.go` sets `TopInt` from source
row index; `one.go` preserves `Positions`/`PDFPositions` from source
items. TSV multi-line RowNum fix: tracks `contentStart` for correct row
attribution.
- **Overlapped_percent normalization (2.6):**
`NormalizeOverlappedPercent` in `schema/chunker.go` mirrors Python
`common/float_utils.py:50-58` — accepts `[0,1)` fraction or `[0,90]`
percent, normalizes to canonical `[0,90]`.
- **Paragraph splitting (2.7):** aligned to Python flow `naive_merge` —
`CRLF` normalization, `splitKeepingDelimiter` preserves sentence
delimiters, single-section merge with token-budget-governed chunking.
- **chunk order:** sort by reading order
### Tokenizer
- **Phantom chunk filtering (Omission 2):** `isPhantomChunk` + filter
loop in `chunksFromTokenizerUpstream` skips zero-value ChunkDocs.
- **Batch size env var (Omission 3):** `embeddingBatchSize()` reads
`TOKENIZER_EMBEDDING_BATCH_SIZE`, defaults to 16.
- **Summary empty check (Diff 5):** `TrimSpace(s) != ""` → `s != ""`,
matching Python truthy check.
- **chunk_order_int all paths (Diff 8):** set unconditionally before
full_text/embedding branching.
- **Timeout default (Diff 10):** `600s` → `60s`, matching Python
`@timeout(60)`.
- **Small maxTokens truncation (Diff 14):** `truncateForEmbedding`
returns `""` when `maxTokens <= 10`, matching Python.
### Code review fixes
- Semaphore acquire moved before goroutine in `pdf_vision_dispatch.go`
(concurrency control)
- Context propagation in `pptx_tcadp.go` (cancellation support)
- Test resolver leak fix in `media_dispatch_test.go` (defer restore)
- Migration history comments removed per AGENTS.md
## Test plan
```
bash build.sh --test ./internal/parser/parser/... ./internal/ingestion/component/...
```
## Notes
- Migration diff tracking: `docs/migration_python_go_diff.md`
- Remaining gaps: Extractor component only (21 items)
2026-07-28 11:12:52 +08:00
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// covers takeFromEnd/takeFromStart used a
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Fix(go): align ingestion pipeline with Python (parser/media dispatch + PDF coordinate chain + Chunker) (#17349)
## Summary
Aligns the Go ingestion pipeline with the Python implementation, closing
several behavioral gaps found during the Python→Go migration (tracked in
`docs/migration_python_go_diff.md`). Covers parser/media dispatch
alignment, the PDF coordinate-chain (preview images, outline→title,
chunk coordinate finalization), and the Chunker Token/QA batches below.
Commits are grouped as follows.
### 1. Fix parser params (c524f450e)
Fixes parser/media wiring and several dispatch gaps:
- **docx/pdf vision dispatch**: correct parameter handling and VLM
invocation.
- **markdown vision (diff 2.5)**: also enhance items whose
`doc_type_kwd` is `table`, not only `image` (parser/utils.py:181).
- **media audio (diff 2.11)**: when `output_format` is `json`, carry the
ASR transcription as a JSON item instead of only the `Text` field (the
Invoke switch had no `json` branch and dropped it).
- **email (diff 2.2)**: default `output_format` is `json`
(parser.py:212), not `text`.
- **tokenizer**: handle empty/whitespace-only names; trim before
embedding.
- **extractor**: tag-matching parameter wiring.
- **split**: keyword-split regex now covers CJK/English separators.
- **parser.go**: parser-param plumbing.
### 2. fix parser gap (373537da1)
Image dispatch now mirrors `rag/app/picture.py:chunk()`:
- Always OCR the image (PaddleOCR or local ONNX).
- When OCR text is short, also call VLM (`describe`) and combine `OCR +
VLM` text.
- Emits a **structured JSON item** carrying the image data-URI and
`doc_type_kwd:"image"`, instead of a bare `Text` string. This fixes the
payload being rejected downstream by OneChunker/TokenChunker (JSON=nil).
### 3. PDF coordinate-chain fixes (55367a820, 727f8167c)
Closes three items from the migration tracker in the
chunker/tokenizer/task layer:
- **(Chunker-1.3) `restore_pdf_text_previews`** — `needsCrop` now also
returns true for `text` chunks that carry PDF positions
(`pdfcrop_cgo.go`), so text blocks get a rendered preview image uploaded
to storage via `imageUploadDecorator`/`ChunkImageUploader`, matching
Python `restore_pdf_text_previews` + `image2id`.
- **(Chunker-1.5) PDF outline → title levels** — `title.go` adds
`outlineSimilarity` (rune-bigram Jaccard, mirroring
`common.py:_outline_similarity`), `resolveOutlineLevels` (matches text
lines to outline entries at similarity > 0.8, with a sparse guard
`len(outline)/len(records) <= 0.03`), and `outlineFromInputs` (reads
`file.outline`). Wired into `newLevelContext` in both `group.go` and
`hierarchy.go`; falls back to the title-shape heuristic when no outline
is present.
- **(Tokenizer-(T)1) `finalize_pdf_chunk`** — the coordinate →
`position_int`/`page_num_int`/`top_int` conversion is owned by the task
layer (`processChunkPositions`→`AddPositions`), which runs *after* the
tokenizer and consumes the tokenizer-owned fields. The tokenizer only
preserves the raw `positions`/`_pdf_positions` (no duplicate
conversion), pinned by `TestChunkDocsToMaps_PreservesPDFPositions`.
### 4. Integration test made environment-free
(`internal/ingestion/task/pipeline_real_integration_test.go`)
- Removed the `//go:build integration` tag so the contract tests run
under the default `build.sh --test` (which does not pass `-tags
integration`).
- External dependencies replaced with in-memory substitutes so no
MySQL/MinIO/ES is required:
- MySQL → on-disk sqlite (`glebarez/sqlite`) with the needed tables
auto-migrated.
- MinIO → `storage.NewMemoryStorage()`.
- Elasticsearch → chunks captured via `WithInsertFunc` instead of
`engine.InsertChunks`/`Search`.
- `requireTokenizerPool` still skips gracefully when the native
tokenizer pool is unavailable; `WithLogCreateFunc(noop)` avoids
depending on the operation-log table.
- Added `taskChunkFieldEqualsStr` to tolerate `kb_id` being a
`[]string`/`[]any` in the raw chunk payload (the search engine flattens
it to a string on read).
### 5. TokenChunker alignment — Batch 1
(`internal/ingestion/component/chunker/token.go`)
Closes four Chunker items from the migration tracker:
- **(Chunker-2.1) sentence delimiter** — the boundary regex now also
breaks on ASCII `!`/`?`. Extracted to a package-level `var
sentenceDelimiter` and used in `mergeByTokenSize`, matching Python's
full delimiter set.
- **(Chunker-2.2) overlap tag leakage** — when a new chunk starts, its
overlap prefix is taken from the previous chunk *after* `removeTag`, in
both the text path (`mergeByTokenSize`) and the JSON path
(`mergeByTokenSizeFromJSON`). Parser tags (`@@…##`) no longer leak into
the overlap region (mirrors `nlp/__init__.py:1181`).
- **(Chunker-2.11) empty-text merge** — merging a non-empty chunk into
an empty previous chunk now assigns the text directly instead of being
skipped (`mergeByTokenSizeFromJSON`), mirroring
`token_chunker.py:236-239`.
- **(Chunker-2.4) overlap token counting** —
`takeFromEnd`/`takeFromStart` now count tokens exactly via `tokenizeStr`
instead of the 4-bytes/token heuristic, fixing over-counting for CJK
text.
### 6. QA Chunker alignment — Batch 2
(`internal/ingestion/component/chunker/qa.go` + `schema`)
Closes three Chunker items from the migration tracker:
- **(Chunker-2.13) default language** — an empty `lang` now defaults to
Chinese prefixes (`问题:`/`回答:`) instead of English, matching `qa.py:299`.
- **(Chunker-2.12) `rmQAPrefix` regex** — the separator is changed to
`[\t:: ]+` (one-or-more), matching `qa.py:241`, so multiple separators
(e.g. `Q:: answer`) are fully stripped.
- **(Chunker-1.8 QA) missing chunk fields** — QA chunks now preserve:
- `top_int` — the source row/record index, threaded through the
tab/csv/markdown extractors (mirrors `qa.py` `beAdoc(..., row_num=i)`);
- `image` + `doc_type_kwd:"image"`;
- `_pdf_positions` / `positions` carried from the upstream JSON item.
`schema.ChunkDoc` gains a `TopInt []int` field (serialized as `top_int`,
registered in `UnmarshalJSON`). Note: the Tag/Table/Presentation/One
chunker field gaps under 1.8 remain pending.
## Test plan
- Added/updated unit tests: `pdfcrop_cgo_test.go` (`TestNeedsCrop`,
`TestRestorePDFTextPreview`), `title_test.go`
(`TestResolveOutlineLevels`, `TestResolveOutlineLevels_SparseGuard`,
`TestNewLevelContext_OutlineBranch`, `TestOutlineFromInputs`),
`tokenizer_unit_test.go` (`TestChunkDocsToMaps_PreservesPDFPositions`),
`token_pdfpos_test.go`.
- **Batch 1** — `token_batch1_test.go`:
`TestSentenceDelimiterMatchesBangAndQuestion`,
`TestMergeByTokenSizeFromJSON_OverlapStripsTags`,
`TestMergeByTokenSizeFromJSON_EmptyPrevKeepsChunk`,
`TestTakeFromEndRespectsTokenCount`,
`TestTakeFromStartRespectsTokenCount`.
- **Batch 2** — `qa_batch2_test.go`:
`TestQAChunker_DefaultLangIsChinese`,
`TestRmQAPrefixStripsMultipleSeparators`, `TestQAChunker_SetsTopInt`,
`TestQAChunker_CarriesImageAndPositions`. Existing `qa_test.go`
expectations were updated to the corrected language default / separator
behavior.
- `pipeline_real_integration_test.go`
(`TestPipelineExecutor_Run_RealCanvasDSL_UsesGeneralPipeline`,
`TestPipelineExecutor_Run_RealPDF_ProducesIndexedChunks`,
`TestRunPipeline_RealPipelineOutput_ProducesIndexFields`) now runs
without any external service.
- `bash build.sh --test ./internal/ingestion/...` passes.
- No files deleted.
2026-07-24 21:06:38 +08:00
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// fixed 4-bytes-per-token heuristic which badly over-counts for CJK text
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// (≈3 bytes/char, 1-2 tokens/char). They must now count tokens exactly via
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// tokenizeStr so the returned slice is close to the requested token budget.
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func TestTakeFromEndRespectsTokenCount(t *testing.T) {
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const target = 20
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s := strings.Repeat("中", 60)
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got := takeFromEnd(s, target)
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if !strings.HasSuffix(s, got) {
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t.Fatalf("takeFromEnd result must be a suffix of input")
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}
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n := tokenizeStr(got)
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if n < target-3 || n > target+3 {
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t.Errorf("takeFromEnd(%d tokens) returned slice with %d tokens (want ~%d)", target, n, target)
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}
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}
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func TestTakeFromStartRespectsTokenCount(t *testing.T) {
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const target = 20
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s := strings.Repeat("中", 60)
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got := takeFromStart(s, target)
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if !strings.HasPrefix(s, got) {
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t.Fatalf("takeFromStart result must be a prefix of input")
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}
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n := tokenizeStr(got)
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if n < target-3 || n > target+3 {
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t.Errorf("takeFromStart(%d tokens) returned slice with %d tokens (want ~%d)", target, n, target)
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}
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}
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