From da4958989648c105cde177b0a8bfdc6d62c62fad Mon Sep 17 00:00:00 2001 From: tallison Date: Mon, 18 May 2026 15:24:28 -0400 Subject: [PATCH 1/2] TIKA-4731 -- further updates --- .../tika-eval-regression.adoc | 312 +++++ .../ml/chardetect/CharsetConfusables.java | 27 + .../MojibusterEncodingDetector.java | 149 +- .../NaiveBayesBigramEncodingDetector.java | 276 +++- .../apache/tika/ml/chardetect/nb-bigram.bin | Bin 975490 -> 1020112 bytes .../tika/ml/chardetect/CalibrateTopK.java | 353 +++++ .../tika/ml/chardetect/CheckUtf8OnFile.java | 83 ++ .../InspectBigramContributions.java | 221 +++ .../tika/ml/chardetect/TraceMojibuster.java | 119 ++ .../tools/BuildCharsetTrainingData.java | 23 +- .../tools/DiagnoseDiscrimination.java | 399 ++++++ .../tools/RebalanceCharsetTraining.java | 209 +++ .../tools/TrainNaiveBayesBigram.java | 15 +- .../tika/ml/junkdetect/JunkDetector.java | 382 +++++- .../JunkFilterEncodingDetector.java | 92 +- .../ml/junkdetect/TextQualityFeatures.java | 562 ++++++++ .../junkdetect/tools/AnalyzeHanByBlock.java | 201 --- .../tools/BuildJunkTrainingData.java | 5 + .../tools/CountPerScriptBigrams.java | 326 ----- .../tools/EvalJunkOnCharsetDevtest.java | 943 +++++++++++-- .../tools/PrototypeCodepointHash.java | 1208 ----------------- .../ml/junkdetect/tools/TrainJunkModel.java | 936 ++++++++++--- .../apache/tika/ml/junkdetect/junkdetect.bin | Bin 2810396 -> 2784427 bytes .../ml/junkdetect/BatchJunkFilterEval.java | 561 ++++++++ .../junkdetect/CalibrationGapDiagnostic.java | 311 +++++ .../tika/ml/junkdetect/EntityRefProbe.java | 164 --- .../ml/junkdetect/JunkDetectorSmokeTest.java | 10 +- .../ml/junkdetect/JunkDetectorV7Test.java | 31 +- .../JunkFilterEncodingDetectorTest.java | 43 + .../LatinSiblingComparisonTest.java | 141 ++ .../junkdetect/TextQualityFeaturesTest.java | 201 +++ .../tika/ml/junkdetect/TraceJunkFilter.java | 399 ++++++ .../ml/junkdetect/WeightTweakExperiment.java | 237 ++++ .../WhitespaceImpactDiagnostic.java | 324 +++++ .../org/apache/tika/parser/pkg/ZipParser.java | 29 +- 35 files changed, 6819 insertions(+), 2473 deletions(-) create mode 100644 docs/modules/ROOT/pages/advanced/integration-testing/tika-eval-regression.adoc create mode 100644 tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/CalibrateTopK.java create mode 100644 tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/CheckUtf8OnFile.java create mode 100644 tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/InspectBigramContributions.java create mode 100644 tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/TraceMojibuster.java create mode 100644 tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/DiagnoseDiscrimination.java create mode 100644 tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/RebalanceCharsetTraining.java create mode 100644 tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/TextQualityFeatures.java delete mode 100644 tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/AnalyzeHanByBlock.java delete mode 100644 tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/CountPerScriptBigrams.java delete mode 100644 tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/PrototypeCodepointHash.java create mode 100644 tika-ml/tika-ml-junkdetect/src/test/java/org/apache/tika/ml/junkdetect/BatchJunkFilterEval.java create mode 100644 tika-ml/tika-ml-junkdetect/src/test/java/org/apache/tika/ml/junkdetect/CalibrationGapDiagnostic.java delete mode 100644 tika-ml/tika-ml-junkdetect/src/test/java/org/apache/tika/ml/junkdetect/EntityRefProbe.java create mode 100644 tika-ml/tika-ml-junkdetect/src/test/java/org/apache/tika/ml/junkdetect/LatinSiblingComparisonTest.java create mode 100644 tika-ml/tika-ml-junkdetect/src/test/java/org/apache/tika/ml/junkdetect/TextQualityFeaturesTest.java create mode 100644 tika-ml/tika-ml-junkdetect/src/test/java/org/apache/tika/ml/junkdetect/TraceJunkFilter.java create mode 100644 tika-ml/tika-ml-junkdetect/src/test/java/org/apache/tika/ml/junkdetect/WeightTweakExperiment.java create mode 100644 tika-ml/tika-ml-junkdetect/src/test/java/org/apache/tika/ml/junkdetect/WhitespaceImpactDiagnostic.java diff --git a/docs/modules/ROOT/pages/advanced/integration-testing/tika-eval-regression.adoc b/docs/modules/ROOT/pages/advanced/integration-testing/tika-eval-regression.adoc new file mode 100644 index 00000000000..8c7f5b64380 --- /dev/null +++ b/docs/modules/ROOT/pages/advanced/integration-testing/tika-eval-regression.adoc @@ -0,0 +1,312 @@ +// +// Licensed to the Apache Software Foundation (ASF) under one or more +// contributor license agreements. See the NOTICE file distributed with +// this work for additional information regarding copyright ownership. +// The ASF licenses this file to You under the Apache License, Version 2.0 +// (the "License"); you may not use this file except in compliance with +// the License. You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. +// + += Regression evaluation with tika-app + tika-eval + +A step-by-step recipe for comparing two Tika configurations against the +same corpus. Typical uses: + +* Verify a code change or dependency bump didn't regress extraction. +* Compare two parser/detector configurations (e.g. different encoding-detector + chains) head-to-head. +* Generate signed-off reports for a release. + +== Concept + +The flow is three stages: + +. *Extract A* — run Tika config `A` over the corpus, writing one JSON + per input file to `extracts-A/`. +. *Extract B* — run Tika config `B` over the same corpus, writing to + `extracts-B/`. +. *Compare + Report* — run `tika-eval` to load both extract trees into + a database and produce `.xlsx` reports highlighting differences + (MIME, content, exceptions, embedded documents, metadata). + +Both extracts include SHA-256 digests so `tika-eval` can align +embedded documents across runs even when filenames differ. + +== Prerequisites + +[source,bash] +---- +# Build tika-app and tika-eval (in the tika source tree) +./mvnw install -pl tika-app,tika-eval/tika-eval-app -am -DskipTests \ + -Dmaven.repo.local=$(pwd)/.local_m2_repo +---- + +This produces two distribution zips: + +* `tika-app/target/tika-app-{tika-version}.zip` — contains the + tika-app jar, `lib/` (dependencies), and `plugins/` (file-system + fetcher/emitter/iterator pipes plugin). Unzip somewhere and run + from that directory; `TikaAsyncCLI` auto-discovers the `plugins/` + sibling, so no extra flag is needed. +* `tika-eval/tika-eval-app/target/tika-eval-app-{tika-version}.zip` — + contains the tika-eval-app jar and its `lib/`. Unzip and run from + there. + +[source,bash] +---- +mkdir -p ~/tika-runtime && cd ~/tika-runtime +unzip -q tika-app/target/tika-app-{tika-version}.zip -d tika-app +unzip -q tika-eval/tika-eval-app/target/tika-eval-app-{tika-version}.zip -d tika-eval +---- + +Running the bare `tika-app-*.jar` or `tika-eval-app-*.jar` (without +the unzipped `lib/` siblings) will fail at runtime with +`ClassNotFoundException` — the jars are intentionally not fat jars. + +== Step 1: prepare the corpus + +Put the input files somewhere on disk. For this example we'll use +`/data/corpus/`. Tika's pipes iterator walks the tree recursively; +files at any depth are processed. + +== Step 2: write the two extraction configs + +When you pass `-i ` and `-o ` on the command line, +tika-app auto-builds the fetcher / emitter / pipes-iterator for the +file system. The config only needs the things you want to OVERRIDE +from defaults — typically just the digester and (for this kind of +A/B test) the field under test. + +The two configs should differ in exactly *one* thing — the field +under test. Everything else (digester, parsers, worker count) should +match. + +=== Config A (baseline) + +`tika-config-A.json`: + +[source,json] +---- +{ + "parse-context": { + "commons-digester-factory": { + "digests": [{ "algorithm": "SHA256" }], + "skipContainerDocumentDigest": false + } + } +} +---- + +The `parse-context > commons-digester-factory` block makes every +extracted record carry an `X-TIKA:digest:SHA256` metadata field — +required by `tika-eval` for embedded-document alignment across runs. + +=== Config B (variant under test) + +Copy config A, add the field you're testing. Example — test a +different encoding-detector chain: + +[source,json] +---- +{ + "encoding-detectors": [ + { "bom-detector": {} }, + { "html-encoding-detector": {} }, + { "mojibuster-encoding-detector": {} }, + { "junk-filter-encoding-detector": {} } + ], + "parse-context": { + "commons-digester-factory": { + "digests": [{ "algorithm": "SHA256" }], + "skipContainerDocumentDigest": false + } + } +} +---- + +When an explicit `encoding-detectors` array is present, TikaLoader +uses it verbatim instead of the SPI-discovered default chain. Other +encoding detectors on the classpath are excluded. + +If you need to override anything else (parsers, plugin-roots, content +handler factory), put it under additional top-level keys. Anything +not specified takes its default. + +== Step 3: run extractions + +[source,bash] +---- +cd ~/tika-runtime/tika-app + +# Extract A — baseline +java -jar tika-app-{tika-version}.jar \ + -i /data/corpus \ + -o /data/extracts-A \ + -c /path/to/tika-config-A.json \ + -n 8 + +# Extract B — variant +java -jar tika-app-{tika-version}.jar \ + -i /data/corpus \ + -o /data/extracts-B \ + -c /path/to/tika-config-B.json \ + -n 8 +---- + +Flags: + +* `-i` / `--inputDir` — input directory (recursive walk) +* `-o` / `--outputDir` — output directory for per-file JSON +* `-c` / `--config` — optional config overrides +* `-n` / `--numClients` — forked worker processes (default 4) +* `-p` / `--pluginsDir` — explicit plugins directory (omit when + running from the unzipped distribution — auto-discovery handles it) +* `-T` / `--timeoutMs` — per-parse timeout + +Each run forks worker processes and produces one `.json` per input +file under the output directory. Run them sequentially or in +parallel — they're independent. + +Progress is logged to stderr. On a typical workstation, extraction +throughput is in the hundreds-of-files-per-minute range, depending on +parser cost and worker count. + +== Step 4: compare and report + +[source,bash] +---- +java -jar tika-eval/tika-eval-app/target/tika-eval-app-{tika-version}.jar \ + -n 8 -r -d my-comparison \ + -a /data/extracts-A \ + -b /data/extracts-B +---- + +The `Compare` subcommand keyword is optional — the CLI infers it from +the `-a` / `-b` flags. The `-r` flag both runs the Report stage and +zips the resulting reports directory for easy archiving. + +Options: + +* `-a` / `--extractsA` — A's extract directory (required) +* `-b` / `--extractsB` — B's extract directory (required) +* `-i` / `--inputDir` — original binary input directory (optional, lets + tika-eval pair extracts to source files even if A or B failed on some) +* `-d` / `--db` — H2 database name/path. A short label is fine — + tika-eval will create `{label}.mv.db` and a `{label}-reports/` dir + alongside. Persist the db if you want to re-run Report later. +* `-r` / `--report` — automatically run the Report step after Compare, + and zip the reports directory. +* `-rd` / `--reportsDir` — explicit reports directory (overrides the + default derived from `-d`). +* `-n` / `--numWorkers` — comparison worker count. +* `-c` / `--config` — optional tika-eval JSON config. + +== Step 5: read the reports + +The reports directory contains subdirectories: + +* `mimes/` — MIME type comparison. Headline files: +** `mime_diffs_A_to_B.xlsx` — summary counts per (A type, B type) + transition +** `mime_diffs_A_to_B_details.xlsx` — one row per file that changed +* `content/` — token-count and content comparison +* `exceptions/` — new/changed exceptions in B vs A +* `attachments/` — embedded-document comparison +* `metadata/` — metadata comparison + +Open the `.xlsx` files directly, or use the `regression` skill +(`~/.claude/skills/regression/SKILL.md`) for guided triage. + +== Tips + +* *Keep the digester identical between A and B.* tika-eval uses the + `X-TIKA:digest:SHA256` field on embedded documents to align records + across the two extracts. If A digests and B doesn't (or different + algorithms), the embedded-doc alignment falls back to filename and + produces false-positive diffs. + +* *Use the same `numClients` and `timeoutMillis`*. Different parallelism + can produce different timeout behavior that shows up as spurious + exception diffs. + +* *Run on copies of the binaries when investigating crashes.* Some + parsers may corrupt input files in rare cases; keep a known-good + source tree separate from working copies. + +* *Persist the H2 database (`-d /path/to/eval.db`)* if you want to + re-run the Report step or query it directly with the H2 console. + Omitting `-d` writes to a temp file that's cleaned up on exit. + +* *Re-run only Report*: if you already have the database, skip Compare + and run the Report tool directly: ++ +[source,bash] +---- +java -jar tika-eval/tika-eval-app/target/tika-eval-app-{tika-version}.jar Report \ + -d /tmp/eval.db -rd /data/reports/ +---- + +== Worked example: encoding-detector chain comparison + +Compare the SPI default detector chain (A) against an explicit +`[BOM, HTML, Mojibuster, JunkFilter]` chain (B) over a 29 000-file +Common Crawl HTML sample at `~/data/commoncrawl/cc-html-sample`. + +. One-time build: `./mvnw install -pl tika-app,tika-eval/tika-eval-app -am -DskipTests` +. Unzip both distributions: `unzip tika-app/target/tika-app-*.zip` and + `unzip tika-eval/tika-eval-app/target/tika-eval-app-*.zip`. +. Write `tika-config-A.json` (digester only) and `tika-config-B.json` + (digester + the four-detector `encoding-detectors` array) per the + examples above. +. Extract A: ++ +[source,bash] +---- +cd ~/tika-runtime/tika-app +java -jar tika-app-{tika-version}.jar \ + -i ~/data/commoncrawl/cc-html-sample \ + -o ~/data/extracts/cc-html-sample-A \ + -c ~/configs/tika-config-A.json -n 8 +---- +. Extract B (same form, different config + output): ++ +[source,bash] +---- +java -jar tika-app-{tika-version}.jar \ + -i ~/data/commoncrawl/cc-html-sample \ + -o ~/data/extracts/cc-html-sample-B \ + -c ~/configs/tika-config-B.json -n 8 +---- +. Compare + report: ++ +[source,bash] +---- +cd ~/tika-runtime/tika-eval +java -jar tika-eval-app-{tika-version}.jar \ + -n 8 -r -d cc-html-29k-A-vs-B \ + -a ~/data/extracts/cc-html-sample-A \ + -b ~/data/extracts/cc-html-sample-B +---- ++ +Produces `cc-html-29k-A-vs-B-reports/` plus a `.tar.gz` of the same +alongside `cc-html-29k-A-vs-B.mv.db`. + +For a 29 K-file HTML sample on a typical workstation (8 forked workers, +i9-ish CPU): each extraction completes in roughly 45-60 seconds; the +Compare step finishes in 2-5 minutes depending on extract size. +. Open `reports/mimes/mime_diffs_A_to_B.xlsx` to see the headline + MIME-detection differences; the encoding-detector chain change + surfaces as charset diffs in `mimes/mime_diffs_A_to_B_details.xlsx` + (`X-TIKA:detected_encoding`). + +A regression analysis writeup goes in +`~/Desktop/claude-todo/-analysis.md` per the +`regression` skill. diff --git a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/CharsetConfusables.java b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/CharsetConfusables.java index 12d99142923..c3caace45d6 100644 --- a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/CharsetConfusables.java +++ b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/CharsetConfusables.java @@ -154,6 +154,31 @@ public final class CharsetConfusables { */ public static final Set SBCS_LATIN_FAMILY; + /** + * Strict subset of {@link #SBCS_LATIN_FAMILY} containing only the + * Western European Latin members. These are the SBCS classes that + * share win-1252's source corpus (English / German / French / + * Spanish / Italian / Dutch / Portuguese / etc.); when NB picks + * one of these as top-1 on a probe, the model has a measurable + * bias the chain can fail to rescue, and rewriting to win-1252 + * is justified because the underlying text is presumed to be + * Western European. + * + *

Deliberately excludes: windows-1250 / ISO-8859-2 / + * IBM852 (Central European), windows-1257 / ISO-8859-13 (Baltic), + * windows-1254 (Turkish), ISO-8859-3 (Maltese), ISO-8859-4 + * (Northern European), ISO-8859-9 (legacy Turkish), ISO-8859-16 + * (Romanian / Albanian). These represent different language + * regions; "rewrite to win-1252" would corrupt their content.

+ * + *

Note: this set is intentionally limited to the trained-by-NB + * classes that overlap win-1252's source text. ISO-8859-1 is + * also Western European but is not a trained NB class (win-1252 + * is its superset), so NB never emits it as top-1 — no need to + * list it here.

+ */ + public static final Set WESTERN_LATIN_FAMILY; + static { // ---------------------------------------------------------------- // Symmetric groups @@ -298,6 +323,8 @@ public final class CharsetConfusables { "ISO-8859-1", "ISO-8859-2", "ISO-8859-3", "ISO-8859-4", "ISO-8859-9", "ISO-8859-13", "ISO-8859-15", "ISO-8859-16", "x-MacRoman"))); + WESTERN_LATIN_FAMILY = Collections.unmodifiableSet(new HashSet<>(Arrays.asList( + "x-MacRoman", "IBM850", "ISO-8859-15"))); } private CharsetConfusables() { diff --git a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/MojibusterEncodingDetector.java b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/MojibusterEncodingDetector.java index d540bf2e227..806e1a22511 100644 --- a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/MojibusterEncodingDetector.java +++ b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/MojibusterEncodingDetector.java @@ -76,7 +76,10 @@ public class MojibusterEncodingDetector implements EncodingDetector { public static final String DEFAULT_MODEL_RESOURCE = "/org/apache/tika/ml/chardetect/nb-bigram.bin"; - private static final int MAX_PROBE_BYTES = 4096; + // 16 KB matches the production read limit used by UniversalEncodingDetector + // and JunkFilterEncodingDetector; uniform probe size across the chain + // makes downstream candidate-pool arbitration consistent. + private static final int MAX_PROBE_BYTES = 16384; /** * Minimum number of successfully-parsed well-formed tags required @@ -111,18 +114,6 @@ public class MojibusterEncodingDetector implements EncodingDetector { */ private static final float UTF8_STRUCTURAL_CONF = 0.95f; - /** - * Low-evidence threshold (number of high bytes ≥ 0x80) below - * which {@link #applyLatinSiblingFallback} fires. Short probes - * (sparse Latin in HTML, vCard fragments) get non-1252 Latin - * sibling picks from NB on bias / hash-bucket accidents; when - * the probe decodes byte-identically under windows-1252 we - * relabel to windows-1252 — the WHATWG-canonical answer. Above - * this threshold the model has genuine evidence to discriminate - * sibling code pages. - */ - private static final int LATIN_FALLBACK_HIGH_BYTE_THRESHOLD = 5; - /** Confidence for the windows-1252 fallback emitted on empty/ASCII probes. */ private static final float FALLBACK_CONFIDENCE = 0.1f; @@ -144,6 +135,18 @@ public class MojibusterEncodingDetector implements EncodingDetector { */ private static final double UTF8_MALFORMED_TOLERANCE = 0.005; + /** + * Absolute cap on UTF-8 error events tolerated alongside + * {@link #UTF8_MALFORMED_TOLERANCE}. Tolerance fires only when + * BOTH the rate AND the absolute count are within bounds — a + * 20 KB French win-1252 probe with 14 invalid UTF-8 sequences + * has a 0.07% error rate (under the 0.5% rate cap) but 14 + * scattered errors is decisively "not UTF-8". Cap of 1 matches + * the original comment intent ("a single bad continuation byte + * in 2KB of CJK is nearly always corruption"). + */ + private static final int UTF8_MAX_TOLERATED_ERRORS = 1; + /** Windows-1252: the WHATWG-canonical default for unlabeled Western content. */ private static final String WIN1252 = "windows-1252"; @@ -251,9 +254,9 @@ public List detect(byte[] probe, Metadata metadata) { // When the gate fires and the specialist has a confident // winner, short-circuit: return a single UTF-16LE/BE // STRUCTURAL candidate. Stride-1 byte bigrams cannot - // discriminate UTF-16 reliably (see - // why-stride1-bigrams-dont-work-for-utf16.md), so we keep - // UTF-16 out of NB training and delegate to the specialist. + // discriminate UTF-16 reliably (CJK in UTF-16 produces byte + // pairs that alias common ASCII bigrams), so we keep UTF-16 + // out of NB training and delegate to the specialist. boolean utf16Gate = StructuralEncodingRules.has2ByteColumnAsymmetryEvidence(probe); LOG.trace("mojibuster utf16Gate={}", utf16Gate); if (utf16Gate) { @@ -297,6 +300,7 @@ public List detect(byte[] probe, Metadata metadata) { if (utf8 == StructuralEncodingRules.Utf8Result.NOT_UTF8) { int errors = StructuralEncodingRules.countUtf8Errors(probe); if (errors > 0 + && errors <= UTF8_MAX_TOLERATED_ERRORS && (double) errors / probe.length <= UTF8_MALFORMED_TOLERANCE) { utf8Tolerated = true; LOG.trace("mojibuster utf8 NOT_UTF8 tolerated: {} error events in {}B ({}%)", @@ -482,40 +486,54 @@ private static java.nio.charset.Charset disambiguateUtf16(byte[] probe, } /** - * Relabel the top result to windows-1252 when all of the following - * hold: - *
    - *
  • top candidate is a non-1252 member of - * {@link CharsetConfusables#SBCS_LATIN_FAMILY};
  • - *
  • high-byte count < - * {@link #LATIN_FALLBACK_HIGH_BYTE_THRESHOLD};
  • - *
  • the probe decodes byte-identically under the candidate - * and under windows-1252 — no information is lost by the - * rewrite.
  • - *
- * Rationale: on sparse-Latin probes NB picks sibling code pages - * (ISO-8859-3, x-MacRoman, IBM850) on bias. windows-1252 is the - * WHATWG-canonical answer and matches downstream test - * expectations. Mirrors Mojibuster's LATIN_FALLBACK_WIN1252 rule. + * Relabel the top result to windows-1252 when top is a non-1252 + * member of {@link CharsetConfusables#SBCS_LATIN_FAMILY} and + * windows-1252 decodes at least as many Unicode-Letter codepoints + * at high-byte positions as the candidate does. + * + *

Rationale: NB has a residual bias toward MacRoman / IBM850 / + * IBM852 / ISO-8859-X siblings on Western European text where the + * underlying bytes are actually windows-1252. Under the wrong + * sibling, the high bytes decode to symbols / punctuation / + * unassigned codepoints — not letters. Under the correct + * windows-1252, they decode to letters (ä, ö, ü, é, ñ, …). So a + * letter-count compare directly distinguishes "this is actually + * windows-1252 mis-labeled" from "this is genuinely MacRoman". + * A real MacRoman document with bytes like 0x88 (à in MacRoman) + * decodes to a letter under MacRoman but a symbol (ˆ) under + * windows-1252 — letter compare correctly keeps MacRoman.

+ * + *

Replaces the prior strict gates ({@code countHighBytes < 5} + * AND {@code byteIdenticalOnProbe(top, win-1252)}) which left + * ≥ 5-high-byte Western European pages unprotected.

*/ private static List applyLatinSiblingFallback(byte[] probe, List ranked) { if (ranked.isEmpty()) { return ranked; } - if (countHighBytes(probe) >= LATIN_FALLBACK_HIGH_BYTE_THRESHOLD) { - return ranked; - } EncodingResult top = ranked.get(0); String topName = top.getCharset().name(); if (WIN1252.equals(topName)) { return ranked; } - if (!CharsetConfusables.SBCS_LATIN_FAMILY.contains(topName)) { + // Scoped to Western European Latin family only. Central + // European (win-1250 / ISO-8859-2 / IBM852), Baltic (win-1257 / + // ISO-8859-13), Turkish (win-1254), Maltese (ISO-8859-3), + // Romanian (ISO-8859-16) etc. are NOT in scope — those + // represent different language regions, and rewriting them to + // windows-1252 corrupts genuine non-Western content (the + // letter-count compare ties on most of their Latin letters + // because Unicode classifies both decodings as Letters, + // misleading the rule into a wrong flip). + if (!CharsetConfusables.WESTERN_LATIN_FAMILY.contains(topName)) { return ranked; } Charset win1252 = Charset.forName(WIN1252); - if (!DecodeEquivalence.byteIdenticalOnProbe(probe, top.getCharset(), win1252)) { + int winLetters = countHighByteLetters(probe, win1252); + int topLetters = countHighByteLetters(probe, top.getCharset()); + // Tie goes to windows-1252 (WHATWG-canonical default). + if (winLetters < topLetters) { return ranked; } List out = new java.util.ArrayList<>(ranked.size()); @@ -527,6 +545,65 @@ private static List applyLatinSiblingFallback(byte[] probe, return out; } + /** + * Decode the probe under {@code cs} and count codepoints that + * are Unicode "cased letters" (Lu / Ll / Lt) at codepoints ≥ + * 0x80. Used by the Latin sibling fallback to compare decoded- + * text quality between two candidate SBCS encodings. + * + *

Deliberately excludes a few "letter-ish but typographic" + * categories that {@link Character#isLetter(int)} would otherwise + * count, because they fooled the rule in earlier evals:

+ *
    + *
  • Modifier letters (Lm): spacing-modifier letterlike + * symbols (ʰ ʷ ˆ ˜ ʻ etc.) that some encodings put at + * byte positions where the truthful encoding has a symbol / + * punctuation.
  • + *
  • Ordinal indicators: U+00AA (ª), U+00BA (º), + * U+207F (ⁿ), U+2122 (™ — not Ll, included for safety). + * MacRoman's 0xBB and 0xBC are ª / º respectively; the + * windows-1252 truth for byte 0xBB is » (final punctuation, + * not a letter). Without this exclusion, MacRoman's + * letter count beats win-1252's on probes where » appears.
  • + *
  • Other letter (Lo): covers CJK / Korean letterlike + * codepoints that occasionally fall out of byte-level + * decodes; counting those as "Latin letters" would mislead + * the Latin-sibling comparison.
  • + *
+ */ + private static int countHighByteLetters(byte[] probe, Charset cs) { + String decoded; + try { + decoded = new String(probe, cs); + } catch (Exception e) { + return 0; + } + int count = 0; + for (int i = 0; i < decoded.length(); ) { + int cp = decoded.codePointAt(i); + if (cp >= 0x80 && isCasedLatinishLetter(cp)) { + count++; + } + i += Character.charCount(cp); + } + return count; + } + + /** + * Returns true for codepoints in Unicode's "cased letter" + * categories (Lu / Ll / Lt) but EXCLUDING specific letterlike + * typographic symbols (ª, º, ⁿ). See {@link #countHighByteLetters}. + */ + private static boolean isCasedLatinishLetter(int cp) { + if (cp == 0x00AA || cp == 0x00BA || cp == 0x207F) { + return false; // ª, º, ⁿ — ordinal / superscript indicators + } + int type = Character.getType(cp); + return type == Character.UPPERCASE_LETTER + || type == Character.LOWERCASE_LETTER + || type == Character.TITLECASE_LETTER; + } + private static int countHighBytes(byte[] probe) { int n = 0; for (byte b : probe) { diff --git a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/NaiveBayesBigramEncodingDetector.java b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/NaiveBayesBigramEncodingDetector.java index f0bff4c870f..98aae326b77 100644 --- a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/NaiveBayesBigramEncodingDetector.java +++ b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/java/org/apache/tika/ml/chardetect/NaiveBayesBigramEncodingDetector.java @@ -77,20 +77,31 @@ public class NaiveBayesBigramEncodingDetector implements EncodingDetector { private static final int DEFAULT_TOP_K = 5; /** - * Minimum softmax confidence for a candidate to be emitted. When - * NB is very confident (e.g., top = 0.93 on a long clean EBCDIC - * probe), the lower-ranked candidates' softmax values fall to ≤ - * 1e-3 and contribute nothing to downstream arbitration except - * noise. Low-confidence alternatives also give language-based - * arbitrators (CharSoup) opportunities to pick cross-script - * decodings that happen to look like valid letters of another - * script — documented failure mode: English CP500 bytes decoded - * as IBM424 produce all-Hebrew letters that CharSoup's language - * model scores as "clean Hebrew" with high margin, beating - * IBM500's "English with Latin siblings" fit. Dropping noise - * candidates removes the opportunity. + * Per-scored-bigram log-score margin (in nats) that defines + * "model is reliably right" vs "model is genuinely uncertain + * between candidates." Derived from a calibration run over the + * 158K-sample devtest split: + * + *
    + *
  • CORRECT picks have top-1-vs-top-2 margin median ≈ + * 1.5–2 nats/bg, with p10 ≥ 0.22 nats/bg in every + * length bucket.
  • + *
  • WRONG picks have margin p90 < 0.10 nats/bg in every + * length bucket.
  • + *
+ * + *

A threshold of 0.20 cleanly separates the two regimes. + * Candidates within {@code MARGIN_THRESHOLD_NATS_PER_BIGRAM} of + * top-1's score (i.e., the model can't reliably tell them apart + * from top-1) are emitted into the candidate pool for downstream + * arbitration; candidates further away are dropped.

+ * + *

Softmax-based confidence is deliberately not used here: + * softmax saturates to 1.0 on essentially every probe regardless + * of how uncertain the model actually is, so it cannot serve as + * a candidate-emission gate.

*/ - private static final double MIN_EMIT_CONFIDENCE = 0.01; + private static final double MARGIN_THRESHOLD_NATS_PER_BIGRAM = 0.20; private final String[] labels; /** Charset objects cached at load — one {@code Charset.forName} per class, ever. */ @@ -211,22 +222,73 @@ public List detect(TikaInputStream tis, Metadata metadata, return detect(readProbe(tis)); } + /** ASCII whitespace: TAB, LF, VT, FF, CR, SPACE. */ + private static boolean isWhitespace(int b) { + return b == 0x09 || b == 0x0a || b == 0x0b || b == 0x0c + || b == 0x0d || b == 0x20; + } + public List detect(byte[] probe) { - if (probe == null || probe.length < 2) { + ScoreResult sr = scoreClassesAndCount(probe); + if (sr == null) { return Collections.emptyList(); } + return emitCandidates(sr.scores, sr.scoredBigrams); + } + + /** + * Score result returned by {@link #scoreClassesAndCount(byte[])}. + * Exposes the raw per-class score vector together with the number + * of bigrams that actually contributed to the dot product (i.e., + * bigrams with non-zero IDF and not skipped by the whitespace-pair + * rule) and the total bigrams in the scored region of the probe. + * {@code scoredBigrams} is the unit of "evidence available to NB" + * — robust to HTML / whitespace noise in the input because those + * bigrams have IDF == 0 and don't contribute. + */ + public static final class ScoreResult { + public final double[] scores; + public final int scoredBigrams; + public final int totalBigrams; + public ScoreResult(double[] scores, int scoredBigrams, int totalBigrams) { + this.scores = scores; + this.scoredBigrams = scoredBigrams; + this.totalBigrams = totalBigrams; + } + } + + /** + * Compute the raw per-class score vector for a probe, without + * top-K extraction or softmax. Returns {@code null} for null / + * tiny probes that can't be scored. + */ + public double[] scoreClasses(byte[] probe) { + if (probe == null || probe.length < 2) { + return null; + } int len = Math.min(probe.length, MAX_PROBE_BYTES); // Integer hot loop — CharSoup-style. int8 logP × int8 IDF → // int16 product, accumulated into int32 per class. Overflow - // safety: at MAX_PROBE_BYTES=1024, max 1023 bigrams × 127 × 127 - // ≈ 16.5M per class, well inside int32's 2.1B headroom. + // safety: at MAX_PROBE_BYTES=16384, max 16383 bigrams × 127 × 127 + // ≈ 264M per class, well inside int32's 2.1B headroom. int[] dots = new int[numClasses]; for (int i = 0; i + 1 < len; i++) { - int bigram = ((probe[i] & 0xFF) << 8) | (probe[i + 1] & 0xFF); + int b0 = probe[i] & 0xFF; + int b1 = probe[i + 1] & 0xFF; + // γ: bigrams where both bytes are ASCII whitespace carry no + // encoding signal, and per-class training-data preparation + // varies in how it handles consecutive whitespace (GB18030's + // training collapsed it; others retained it). That asymmetry + // can dominate scoring on HTML-stripped probes where + // whitespace bigrams are the highest-frequency tokens. Skip. + if (isWhitespace(b0) && isWhitespace(b1)) { + continue; + } + int bigram = (b0 << 8) | b1; int w = idf8[bigram]; // non-negative, 0..127 if (w == 0) { - continue; // bigram appears in every class; no signal + continue; // bigram has no discriminative power; skip } int base = bigram * numClasses; for (int c = 0; c < numClasses; c++) { @@ -234,39 +296,156 @@ public List detect(byte[] probe) { } } - // Single per-class dequantization at end of probe. The - // perClassDequant constant folds scale[c] × idfScale × - // (1/logVocabSize[c]) into one float — the B-3 per-class - // score normalization comes for free. + // Single per-class dequantization at end of probe. + double[] score = new double[numClasses]; + for (int c = 0; c < numClasses; c++) { + score[c] = dots[c] * perClassDequant[c]; + } + return score; + } + + /** + * Per-bigram contribution to the per-class score, used for + * diagnostic tools that want to understand why a probe scores + * one class over another. Returned by + * {@link #analyzeBigrams(byte[], int, int)}. + */ + public static final class BigramContrib { + public final int bigram; // (b0 << 8) | b1 + public final double contribA; // logP_A * idf in nats + public final double contribB; + public BigramContrib(int bigram, double a, double b) { + this.bigram = bigram; + this.contribA = a; + this.contribB = b; + } + public double diff() { + return contribA - contribB; + } + } + + /** + * For each scored bigram in the probe (same skip rules as + * {@link #scoreClasses(byte[])}), compute and return its + * dequantized contribution to two specified classes' scores. + * The list is in probe order, with duplicates allowed (a bigram + * that appears N times in the probe yields N entries). + */ + public List analyzeBigrams(byte[] probe, int classA, int classB) { + List out = new java.util.ArrayList<>(); + if (probe == null || probe.length < 2) { + return out; + } + int len = Math.min(probe.length, MAX_PROBE_BYTES); + // perClassDequant[c] folds scale[c] × idfScale already, so + // contribution(bigram, c) = logP8[..c] * idf8[bigram] * perClassDequant[c] + double dqA = perClassDequant[classA]; + double dqB = perClassDequant[classB]; + for (int i = 0; i + 1 < len; i++) { + int b0 = probe[i] & 0xFF; + int b1 = probe[i + 1] & 0xFF; + if (isWhitespace(b0) && isWhitespace(b1)) { + continue; + } + int bigram = (b0 << 8) | b1; + int w = idf8[bigram]; + if (w == 0) { + continue; + } + int base = bigram * numClasses; + double contribA = logP8[base + classA] * w * dqA; + double contribB = logP8[base + classB] * w * dqB; + out.add(new BigramContrib(bigram, contribA, contribB)); + } + return out; + } + + /** + * Like {@link #scoreClasses(byte[])} but also reports the number + * of bigrams that contributed to the dot product vs the total + * scored region. Used by offline calibration to bucket samples + * by "evidence available" rather than raw byte length. + */ + public ScoreResult scoreClassesAndCount(byte[] probe) { + if (probe == null || probe.length < 2) { + return null; + } + int len = Math.min(probe.length, MAX_PROBE_BYTES); + int[] dots = new int[numClasses]; + int scored = 0; + int total = 0; + for (int i = 0; i + 1 < len; i++) { + int b0 = probe[i] & 0xFF; + int b1 = probe[i + 1] & 0xFF; + total++; + if (isWhitespace(b0) && isWhitespace(b1)) { + continue; + } + int bigram = (b0 << 8) | b1; + int w = idf8[bigram]; + if (w == 0) { + continue; + } + scored++; + int base = bigram * numClasses; + for (int c = 0; c < numClasses; c++) { + dots[c] += logP8[base + c] * w; + } + } double[] score = new double[numClasses]; for (int c = 0; c < numClasses; c++) { score[c] = dots[c] * perClassDequant[c]; } + return new ScoreResult(score, scored, total); + } + + public String[] getLabels() { + return labels.clone(); + } - return topK(score, DEFAULT_TOP_K); + public Charset[] getCharsets() { + return charsets.clone(); } /** - * Bounded top-K extraction via insertion sort on a size-K primitive - * array. Avoids {@code Integer[]} boxing + comparator callbacks of - * {@code Arrays.sort} with a comparator. O(N·K) comparisons total; - * for K=5, N=35 that's < 180 comparisons, comparable to an O(N - * log N) sort but with zero allocation beyond the K-sized buffers. + * Margin-gated candidate emission. Always emits top-1. Additional + * candidates are emitted only when their score is within + * {@link #MARGIN_THRESHOLD_NATS_PER_BIGRAM} × {@code scoredBigrams} + * of top-1 — i.e., when the model is genuinely close between + * top-1 and the alternative. Cap at {@link #DEFAULT_TOP_K} + * candidates total. * - *

Confidence is softmax over the top-K log-likelihoods only — - * 5 exp() calls instead of numClasses.

+ *

The emitted {@code confidence} value is NOT softmax (which + * saturates to 1.0 on essentially every probe regardless of true + * uncertainty — see {@code feedback_no_softmax_for_ood.md}). + * It's a linear margin distance:

+ *
    + *
  • top-1: 1.0
  • + *
  • rank {@code i > 0}: + * {@code 1.0 - (top1_score − this_score) / margin_threshold}, + * clamped to [0.0, 1.0]
  • + *
+ *

A candidate at exactly the margin threshold gets confidence + * 0.0 and isn't emitted; one at half the threshold gets 0.5; + * top-1 always gets 1.0.

*/ - private List topK(double[] score, int k) { - k = Math.min(k, numClasses); + private List emitCandidates(double[] score, int scoredBigrams) { + if (scoredBigrams <= 0) { + // No evidence at all — emit nothing. Higher-level callers + // (MojibusterEncodingDetector) have their own pure-ASCII / + // empty-probe fallbacks. + return Collections.emptyList(); + } + double marginThreshold = MARGIN_THRESHOLD_NATS_PER_BIGRAM * scoredBigrams; + + int k = Math.min(DEFAULT_TOP_K, numClasses); int[] idx = new int[k]; double[] val = new double[k]; Arrays.fill(idx, -1); Arrays.fill(val, Double.NEGATIVE_INFINITY); - for (int c = 0; c < numClasses; c++) { double s = score[c]; if (s > val[k - 1]) { - // Shift-right insertion into sorted-desc buffer. int pos = k - 1; while (pos > 0 && val[pos - 1] < s) { val[pos] = val[pos - 1]; @@ -277,35 +456,26 @@ private List topK(double[] score, int k) { idx[pos] = c; } } + if (idx[0] < 0) { + return Collections.emptyList(); + } + double top1Score = val[0]; - // Softmax over top-K only. - double maxScore = val[0]; - double sumExp = 0.0; - double[] expBuf = new double[k]; - int filled = 0; + List out = new ArrayList<>(k); for (int i = 0; i < k; i++) { if (idx[i] < 0) { break; } - expBuf[i] = Math.exp(val[i] - maxScore); - sumExp += expBuf[i]; - filled = i + 1; - } - - List out = new ArrayList<>(filled); - for (int i = 0; i < filled; i++) { Charset cs = charsets[idx[i]]; if (cs == null) { - continue; // training-only label with no Java charset + continue; } - double conf = expBuf[i] / sumExp; - // Always emit top-1 (even if tiny — at least one result - // keeps the pipeline from going empty). For the rest, - // drop below MIN_EMIT_CONFIDENCE: those are noise and - // cause downstream arbiters to pick cross-script decodings. - if (i > 0 && conf < MIN_EMIT_CONFIDENCE) { + double gap = top1Score - val[i]; + if (i > 0 && gap >= marginThreshold) { break; } + double conf = (i == 0) ? 1.0 + : Math.max(0.0, 1.0 - gap / marginThreshold); out.add(new EncodingResult(cs, (float) conf, labels[idx[i]], EncodingResult.ResultType.STATISTICAL)); } diff --git a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/resources/org/apache/tika/ml/chardetect/nb-bigram.bin b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/main/resources/org/apache/tika/ml/chardetect/nb-bigram.bin index 505563f1c6dd479950fcd95ce6feba67e55309a0..c71475ebaa20b46074a87fb964b5b123aaf41137 100644 GIT binary patch delta 213169 zcmZ_XORsZZo*(pcaUa`lyIppdl{?-5cFZ_qU|DEsMueWmC@AupO z?&1A*boms}3*a;m6_W{dVy}PWS1@89sBl+`Mtkhc9h=yWTE0Z#&Dm 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Outputs:

+ *
    + *
  • For each scored-count bucket: top-1 accuracy, top-3 / top-5 / + * top-10 cumulative coverage, MIN-confidence at which 95% / 99% + * coverage is achieved.
  • + *
  • Distribution of scored-bigram counts across devtest.
  • + *
  • Optionally: spot-check specific probe files to locate them + * on the (scored-count, top-1-margin, true-label-rank) plane.
  • + *
+ */ +public final class CalibrateTopK { + + private CalibrateTopK() { + } + + private static final int[] BUCKETS = { + 0, 50, 100, 200, 400, 800, 1600, 3200, 6400, 12000, 16000 + }; + + public static void main(String[] args) throws IOException { + Path devtestDir = null; + Path modelPath = null; + Path probeDir = null; + String probesArg = null; + int maxSamplesPerClass = 5_000; + for (int i = 0; i < args.length; i++) { + switch (args[i]) { + case "--devtest": + devtestDir = Paths.get(args[++i].replaceFirst("^~", + System.getProperty("user.home"))); + break; + case "--model": + modelPath = Paths.get(args[++i]); + break; + case "--probes": + probesArg = args[++i]; + break; + case "--probe-dir": + probeDir = Paths.get(args[++i].replaceFirst("^~", + System.getProperty("user.home"))); + break; + case "--max-samples-per-class": + maxSamplesPerClass = Integer.parseInt(args[++i]); + break; + default: + System.err.println("Unknown arg: " + args[i]); + System.exit(1); + } + } + if (modelPath == null) { + System.err.println("Usage: CalibrateTopK --model " + + " [--devtest
] [--probe-dir --probes c,...,c]" + + " [--max-samples-per-class N]"); + System.exit(1); + } + NaiveBayesBigramEncodingDetector det; + try (InputStream is = Files.newInputStream(modelPath)) { + det = new NaiveBayesBigramEncodingDetector(is); + } + String[] labels = det.getLabels(); + Map labelIdx = new HashMap<>(); + for (int i = 0; i < labels.length; i++) { + labelIdx.put(labels[i], i); + } + + if (devtestDir != null) { + runDevtest(det, labels, labelIdx, devtestDir, maxSamplesPerClass); + } + + if (probesArg != null && probeDir != null) { + String[] ids = probesArg.split(","); + System.out.println(); + System.out.println("=== Per-probe spot check ==="); + for (String id : ids) { + Path p = probeDir.resolve(id); + if (!Files.exists(p)) { + System.err.println("Missing probe: " + p); + continue; + } + byte[] bytes = Files.readAllBytes(p); + NaiveBayesBigramEncodingDetector.ScoreResult sr = + det.scoreClassesAndCount(bytes); + if (sr == null) { + System.out.println(id + " (no score)"); + continue; + } + Rank r = rank(sr.scores, labels); + int win1252 = labelIdx.getOrDefault("windows-1252", -1); + int win1252Rank = win1252 >= 0 ? r.rankOf(win1252) : -1; + double sc = Math.max(1, sr.scoredBigrams); + double top1NatsPerBg = r.scores[r.idxRanked[0]] / sc; + double top2NatsPerBg = r.scores[r.idxRanked[1]] / sc; + double marginNatsPerBg = top1NatsPerBg - top2NatsPerBg; + double top1Z = r.zOf(r.idxRanked[0]); + double winZ = win1252 >= 0 ? r.zOf(win1252) : 0.0; + double winNatsPerBg = win1252 >= 0 ? r.scores[win1252] / sc : 0.0; + System.out.printf(Locale.ROOT, + "%-30s scored=%5d top-1=%-15s nats/bg=%+7.3f z=%+5.2f " + + "top2=%-15s margin=%+6.3f win-1252@rank=%2d nats/bg=%+7.3f z=%+5.2f%n", + id.substring(id.indexOf('/') + 1, id.indexOf('/') + 13), sr.scoredBigrams, + labels[r.idxRanked[0]], top1NatsPerBg, top1Z, + labels[r.idxRanked[1]], marginNatsPerBg, + win1252Rank, winNatsPerBg, winZ); + } + } + } + + private static void runDevtest(NaiveBayesBigramEncodingDetector det, + String[] labels, Map labelIdx, + Path devtestDir, int maxSamplesPerClass) throws IOException { + // Per bucket: counts of true rank, per-bigram log-margin distribution. + int B = BUCKETS.length; + long[][] rankCountByBucket = new long[B][20]; + long[][] beyondTopByBucket = new long[B][1]; + long[] sampleCountByBucket = new long[B]; + // CORRECT picks: per-bigram log-margin (top1 - top2) for correct predictions + @SuppressWarnings("unchecked") + List[] correctMarginByBucket = new List[B]; + for (int i = 0; i < B; i++) correctMarginByBucket[i] = new ArrayList<>(); + // WRONG picks: per-bigram log-margin for wrong predictions + @SuppressWarnings("unchecked") + List[] wrongMarginByBucket = new List[B]; + for (int i = 0; i < B; i++) wrongMarginByBucket[i] = new ArrayList<>(); + // ALL: per-bigram score gap between TRUE label and top-1 (for true label rank > 0, + // negative; this tells us by how much the model misses on wrong picks) + @SuppressWarnings("unchecked") + List[] trueVsTop1MarginByBucket = new List[B]; + for (int i = 0; i < B; i++) trueVsTop1MarginByBucket[i] = new ArrayList<>(); + + List files; + try (Stream s = Files.list(devtestDir)) { + files = s.filter(p -> p.getFileName().toString().endsWith(".bin.gz")) + .sorted() + .collect(Collectors.toList()); + } + long total = 0; + for (Path f : files) { + String label = f.getFileName().toString().replaceAll("\\.bin\\.gz$", ""); + Integer trueIdx = labelIdx.get(label); + if (trueIdx == null) continue; + int sampled = 0; + try (InputStream fis = new FileInputStream(f.toFile()); + GZIPInputStream gis = new GZIPInputStream(fis); + DataInputStream dis = new DataInputStream(gis)) { + while (sampled < maxSamplesPerClass) { + int len; + try { + len = dis.readUnsignedShort(); + } catch (java.io.EOFException eof) { + break; + } + byte[] sample = new byte[len]; + dis.readFully(sample); + NaiveBayesBigramEncodingDetector.ScoreResult sr = + det.scoreClassesAndCount(sample); + if (sr == null) continue; + int bucket = bucketFor(sr.scoredBigrams); + sampleCountByBucket[bucket]++; + total++; + Rank r = rank(sr.scores, labels); + int trueRank = r.rankOf(trueIdx); + if (trueRank < 20) rankCountByBucket[bucket][trueRank]++; + else beyondTopByBucket[bucket][0]++; + // Per-bigram log-margin top1 vs top2 (in nats / scored-bigram). + // Score is already in nats (log-probability units after dequant). + double margin = (sr.scores[r.idxRanked[0]] - sr.scores[r.idxRanked[1]]) + / Math.max(1, sr.scoredBigrams); + if (trueRank == 0) { + correctMarginByBucket[bucket].add(margin); + } else { + wrongMarginByBucket[bucket].add(margin); + } + // How far the true label is from top-1, per-bigram. Zero + // when correct, negative when the model missed. + double trueVsTop = (sr.scores[trueIdx] - sr.scores[r.idxRanked[0]]) + / Math.max(1, sr.scoredBigrams); + trueVsTop1MarginByBucket[bucket].add(trueVsTop); + sampled++; + } + } + } + System.out.printf(Locale.ROOT, "Total devtest samples scored: %,d%n%n", total); + + System.out.println("=== Top-K cumulative coverage by scored-bigram-count bucket ==="); + System.out.printf(Locale.ROOT, "%-15s %10s %8s %8s %8s %8s %8s %8s%n", + "bucket", "samples", "top-1", "top-2", "top-3", "top-5", "top-10", ">=20"); + for (int b = 0; b < B; b++) { + long n = sampleCountByBucket[b]; + if (n == 0) continue; + long c1 = rankCountByBucket[b][0]; + long c2 = c1 + rankCountByBucket[b][1]; + long c3 = c2 + rankCountByBucket[b][2]; + long c5 = c3 + rankCountByBucket[b][3] + rankCountByBucket[b][4]; + long c10 = c5; + for (int k = 5; k < 10; k++) c10 += rankCountByBucket[b][k]; + long beyond = beyondTopByBucket[b][0]; + String label = b == B - 1 + ? String.format(Locale.ROOT, "%d+", BUCKETS[b]) + : String.format(Locale.ROOT, "%d-%d", BUCKETS[b], BUCKETS[b + 1] - 1); + System.out.printf(Locale.ROOT, "%-15s %,10d %7.2f%% %7.2f%% %7.2f%% %7.2f%% %7.2f%% %7.2f%%%n", + label, n, + 100.0 * c1 / n, 100.0 * c2 / n, 100.0 * c3 / n, + 100.0 * c5 / n, 100.0 * c10 / n, + 100.0 * beyond / n); + } + + System.out.println(); + System.out.println("=== Per-bigram log-margin (nats/scored-bigram) top-1 vs top-2 ==="); + System.out.println("(How decisively the model favors top-1 over top-2, normalized by evidence."); + System.out.println(" Compare CORRECT-pick distribution vs WRONG-pick distribution per bucket.)"); + System.out.printf(Locale.ROOT, "%-15s %10s %12s %12s %12s %12s %12s %12s%n", + "bucket", "n-correct", "corr-p10", "corr-p50", "corr-p90", "n-wrong", "wrong-p10", "wrong-p90"); + for (int b = 0; b < B; b++) { + long n = sampleCountByBucket[b]; + if (n == 0) continue; + List corr = correctMarginByBucket[b]; + List wrong = wrongMarginByBucket[b]; + Collections.sort(corr); + Collections.sort(wrong); + String label = b == B - 1 + ? String.format(Locale.ROOT, "%d+", BUCKETS[b]) + : String.format(Locale.ROOT, "%d-%d", BUCKETS[b], BUCKETS[b + 1] - 1); + System.out.printf(Locale.ROOT, + "%-15s %,10d %12.5f %12.5f %12.5f %,10d %12.5f %12.5f%n", + label, (long) corr.size(), + percentile(corr, 10), percentile(corr, 50), percentile(corr, 90), + (long) wrong.size(), + percentile(wrong, 10), percentile(wrong, 90)); + } + + System.out.println(); + System.out.println("=== True-label score gap vs top-1 (nats/scored-bigram) ==="); + System.out.println("(0 when correct. Negative when wrong — magnitude shows how far model missed."); + System.out.println(" Lower decile values are the hardest wrong picks per bucket.)"); + System.out.printf(Locale.ROOT, "%-15s %10s %12s %12s %12s %12s%n", + "bucket", "samples", "p1", "p5", "p10", "p50"); + for (int b = 0; b < B; b++) { + long n = sampleCountByBucket[b]; + if (n == 0) continue; + List diffs = trueVsTop1MarginByBucket[b]; + Collections.sort(diffs); + String label = b == B - 1 + ? String.format(Locale.ROOT, "%d+", BUCKETS[b]) + : String.format(Locale.ROOT, "%d-%d", BUCKETS[b], BUCKETS[b + 1] - 1); + System.out.printf(Locale.ROOT, "%-15s %,10d %12.5f %12.5f %12.5f %12.5f%n", + label, n, + percentile(diffs, 1), percentile(diffs, 5), + percentile(diffs, 10), percentile(diffs, 50)); + } + } + + private static int bucketFor(int scored) { + for (int i = BUCKETS.length - 1; i >= 0; i--) { + if (scored >= BUCKETS[i]) return i; + } + return 0; + } + + private static double percentile(List sorted, double pctile) { + if (sorted.isEmpty()) return Double.NaN; + int idx = (int) Math.floor(pctile / 100.0 * sorted.size()); + if (idx < 0) idx = 0; + if (idx >= sorted.size()) idx = sorted.size() - 1; + return sorted.get(idx); + } + + private static final class Rank { + final int[] idxRanked; // class index sorted by score desc + final double[] scores; // raw scores by class index + final double mean; // mean of scores across all classes + final double std; // stddev of scores across all classes + Rank(int[] idxRanked, double[] scores, double mean, double std) { + this.idxRanked = idxRanked; + this.scores = scores; + this.mean = mean; + this.std = std; + } + int rankOf(int classIdx) { + for (int k = 0; k < idxRanked.length; k++) { + if (idxRanked[k] == classIdx) return k; + } + return -1; + } + /** Z-score of a class's raw score relative to the per-probe + * class-score distribution. Top-1 typically gets a large + * positive z; classes the model thinks are impossible get + * large negative z. */ + double zOf(int classIdx) { + if (std <= 0) return 0.0; + return (scores[classIdx] - mean) / std; + } + } + + private static Rank rank(double[] scores, String[] labels) { + int n = scores.length; + Integer[] idx = new Integer[n]; + for (int i = 0; i < n; i++) idx[i] = i; + Arrays.sort(idx, (a, b) -> Double.compare(scores[b], scores[a])); + double sum = 0; + for (double s : scores) sum += s; + double mean = sum / n; + double sq = 0; + for (double s : scores) sq += (s - mean) * (s - mean); + double std = Math.sqrt(sq / n); + int[] idxRanked = new int[n]; + for (int k = 0; k < n; k++) idxRanked[k] = idx[k]; + return new Rank(idxRanked, scores, mean, std); + } +} diff --git a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/CheckUtf8OnFile.java b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/CheckUtf8OnFile.java new file mode 100644 index 00000000000..927bb52b517 --- /dev/null +++ b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/CheckUtf8OnFile.java @@ -0,0 +1,83 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.apache.tika.ml.chardetect; + +import java.nio.file.Files; +import java.nio.file.Path; +import java.nio.file.Paths; +import java.util.Locale; + +/** + * Quick-and-dirty: run checkUtf8 on a list of files and report the + * result + error count + post-strip result. + */ +public final class CheckUtf8OnFile { + + private CheckUtf8OnFile() { + } + + public static void main(String[] args) throws Exception { + Path probeDir = null; + String[] probes = null; + for (int i = 0; i < args.length; i++) { + switch (args[i]) { + case "--probe-dir": + probeDir = Paths.get(args[++i].replaceFirst("^~", + System.getProperty("user.home"))); + break; + case "--probes": + probes = args[++i].split(","); + break; + default: + System.err.println("Unknown arg: " + args[i]); + System.exit(1); + } + } + if (probeDir == null || probes == null) { + System.err.println("Usage: CheckUtf8OnFile --probe-dir --probes p1,p2,..."); + System.exit(1); + } + for (String pid : probes) { + Path p = probeDir.resolve(pid); + if (!Files.exists(p)) { + System.err.println("Missing: " + p); + continue; + } + byte[] bytes = Files.readAllBytes(p); + String shortId = pid.contains("/") + ? pid.substring(pid.indexOf('/') + 1, pid.indexOf('/') + 13) : pid; + + StructuralEncodingRules.Utf8Result rawR = StructuralEncodingRules.checkUtf8(bytes); + int rawErrors = StructuralEncodingRules.countUtf8Errors(bytes); + + byte[] dst = new byte[bytes.length]; + HtmlByteStripper.Result sr = HtmlByteStripper.strip(bytes, 0, bytes.length, dst, 0); + byte[] stripped = (sr.tagCount >= 1) + ? java.util.Arrays.copyOf(dst, sr.length) : bytes; + StructuralEncodingRules.Utf8Result strpR = StructuralEncodingRules.checkUtf8(stripped); + int strpErrors = StructuralEncodingRules.countUtf8Errors(stripped); + + System.out.printf(Locale.ROOT, + "%-14s raw=%6dB result=%-14s errors=%4d (%.4f%%) " + + "strip=%6dB result=%-14s errors=%4d (%.4f%%)%n", + shortId, bytes.length, rawR, rawErrors, + 100.0 * rawErrors / Math.max(1, bytes.length), + stripped.length, strpR, strpErrors, + 100.0 * strpErrors / Math.max(1, stripped.length)); + } + } +} diff --git a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/InspectBigramContributions.java b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/InspectBigramContributions.java new file mode 100644 index 00000000000..cd04a44ebaf --- /dev/null +++ b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/InspectBigramContributions.java @@ -0,0 +1,221 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.apache.tika.ml.chardetect; + +import java.io.InputStream; +import java.nio.charset.Charset; +import java.nio.file.Files; +import java.nio.file.Path; +import java.nio.file.Paths; +import java.util.HashMap; +import java.util.List; +import java.util.Locale; +import java.util.Map; +import java.util.TreeMap; + +/** + * Per-bigram contribution diagnostic. For each probe file, picks a + * specific (classA vs classB) comparison and aggregates bigram + * contributions by bigram identity. Output: which bigrams in this + * probe most push the decision toward classA vs classB, with byte + * values, hit count, total contribution, and decoded chars under + * each charset. + * + *

Used to investigate why Mojibuster gives GB18030 a slight edge + * over windows-1252 on clearly Western European HTML probes — is it + * a few systematic bigrams or a diffuse accumulation of small + * contributions?

+ */ +public final class InspectBigramContributions { + + private InspectBigramContributions() { + } + + public static void main(String[] args) throws Exception { + Path modelPath = null; + Path probeDir = null; + String classA = null; + String classB = null; + String[] probes = null; + int topK = 15; + boolean stripHtml = false; + for (int i = 0; i < args.length; i++) { + switch (args[i]) { + case "--model": + modelPath = Paths.get(args[++i]); + break; + case "--probe-dir": + probeDir = Paths.get(args[++i].replaceFirst("^~", + System.getProperty("user.home"))); + break; + case "--class-a": + classA = args[++i]; + break; + case "--class-b": + classB = args[++i]; + break; + case "--probes": + probes = args[++i].split(","); + break; + case "--top-k": + topK = Integer.parseInt(args[++i]); + break; + case "--strip-html": + stripHtml = true; + break; + default: + System.err.println("Unknown arg: " + args[i]); + System.exit(1); + } + } + if (modelPath == null || probeDir == null || classA == null + || classB == null || probes == null) { + System.err.println("Usage: InspectBigramContributions --model " + + "--probe-dir
--class-a --class-b " + + "--probes p1,p2,... [--top-k N]"); + System.exit(1); + } + NaiveBayesBigramEncodingDetector det; + try (InputStream is = Files.newInputStream(modelPath)) { + det = new NaiveBayesBigramEncodingDetector(is); + } + String[] labels = det.getLabels(); + Map labelIdx = new HashMap<>(); + for (int i = 0; i < labels.length; i++) labelIdx.put(labels[i], i); + Integer a = labelIdx.get(classA); + Integer b = labelIdx.get(classB); + if (a == null || b == null) { + System.err.println("Unknown class. Available: " + labelIdx.keySet()); + System.exit(1); + } + Charset csA = safe(classA); + Charset csB = safe(classB); + + for (String pid : probes) { + Path p = probeDir.resolve(pid); + if (!Files.exists(p)) { + System.err.println("Missing: " + p); + continue; + } + byte[] bytes = Files.readAllBytes(p); + int rawLen = bytes.length; + int stripTagCount = 0; + if (stripHtml) { + byte[] dst = new byte[bytes.length]; + HtmlByteStripper.Result r = HtmlByteStripper.strip(bytes, 0, bytes.length, dst, 0); + stripTagCount = r.tagCount; + if (r.tagCount >= 1) { + byte[] trimmed = new byte[r.length]; + System.arraycopy(dst, 0, trimmed, 0, r.length); + bytes = trimmed; + } + } + // Aggregate per-bigram across the probe. + List contribs = + det.analyzeBigrams(bytes, a, b); + // (bigram → [count, sumA, sumB]) + TreeMap agg = new TreeMap<>(); + for (NaiveBayesBigramEncodingDetector.BigramContrib c : contribs) { + double[] e = agg.computeIfAbsent(c.bigram, k -> new double[3]); + e[0] += 1; + e[1] += c.contribA; + e[2] += c.contribB; + } + int totalScored = contribs.size(); + int distinct = agg.size(); + double sumA = 0; + double sumB = 0; + for (double[] e : agg.values()) { + sumA += e[1]; + sumB += e[2]; + } + double margin = (sumA - sumB) / Math.max(1, totalScored); + String short_ = pid.contains("/") + ? pid.substring(pid.indexOf('/') + 1, pid.indexOf('/') + 13) : pid; + System.out.printf(Locale.ROOT, + "=== %s raw=%d strip-tags=%d post-strip=%d scored=%d distinct=%d total[%s]=%+9.3f total[%s]=%+9.3f margin/bg=%+.4f ===%n", + short_, rawLen, stripTagCount, bytes.length, totalScored, distinct, + classA, sumA, classB, sumB, margin); + + // Rank bigrams by signed accumulated diff (positive = pulls toward A). + java.util.List> entries = + new java.util.ArrayList<>(agg.entrySet()); + entries.sort((x, y) -> Double.compare( + (y.getValue()[1] - y.getValue()[2]), + (x.getValue()[1] - x.getValue()[2]))); + + System.out.printf(Locale.ROOT, + " TOP-%d bigrams pulling toward %s (positive):%n", topK, classA); + printBlock(entries, 0, topK, csA, csB, classA, classB, true); + System.out.printf(Locale.ROOT, + " TOP-%d bigrams pulling toward %s (negative):%n", topK, classB); + printBlock(entries, entries.size() - topK, topK, csA, csB, classA, classB, false); + System.out.println(); + } + } + + private static void printBlock(List> entries, + int start, int n, Charset csA, Charset csB, + String classA, String classB, boolean fromHead) { + if (start < 0) start = 0; + int end = Math.min(start + n, entries.size()); + if (fromHead) { + for (int i = start; i < end; i++) printRow(entries.get(i), csA, csB, classA, classB); + } else { + // print from end backwards (most-negative first) + for (int i = entries.size() - 1; i >= start; i--) { + printRow(entries.get(i), csA, csB, classA, classB); + } + } + } + + private static void printRow(Map.Entry e, + Charset csA, Charset csB, + String classA, String classB) { + int bg = e.getKey(); + int b0 = (bg >>> 8) & 0xFF; + int b1 = bg & 0xFF; + double count = e.getValue()[0]; + double a = e.getValue()[1]; + double b = e.getValue()[2]; + byte[] bytes = new byte[]{(byte) b0, (byte) b1}; + String hi = ((b0 >= 0x80) ? "H" : "-") + ((b1 >= 0x80) ? "H" : "-"); + System.out.printf(Locale.ROOT, + " %02X %02X %s n=%6.0f %s=%+9.3f %s=%+9.3f diff=%+8.3f decode(%s)='%s' decode(%s)='%s'%n", + b0, b1, hi, count, classA, a, classB, b, (a - b), + classA, decode(csA, bytes), classB, decode(csB, bytes)); + } + + private static Charset safe(String name) { + try { return Charset.forName(name); } + catch (Exception e) { return null; } + } + + private static String decode(Charset cs, byte[] bytes) { + if (cs == null) return "?"; + String s = new String(bytes, cs); + StringBuilder out = new StringBuilder(); + for (int i = 0; i < s.length(); ) { + int cp = s.codePointAt(i); + if (cp < 0x20 || cp == 0x7F) out.append(String.format(Locale.ROOT, "\\x%02X", cp)); + else if (cp == 0xFFFD) out.append(""); + else out.appendCodePoint(cp); + i += Character.charCount(cp); + } + return out.toString(); + } +} diff --git a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/TraceMojibuster.java b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/TraceMojibuster.java new file mode 100644 index 00000000000..db9346eb90f --- /dev/null +++ b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/TraceMojibuster.java @@ -0,0 +1,119 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.apache.tika.ml.chardetect; + +import java.io.IOException; +import java.io.InputStream; +import java.nio.file.Files; +import java.nio.file.Path; +import java.nio.file.Paths; +import java.util.List; +import java.util.Locale; + +import org.apache.tika.detect.EncodingResult; + +/** + * Trace each layer of Mojibuster on a set of files: raw NB, post-strip NB, + * and full Mojibuster.detect(). Helps locate where a specific charset + * pick comes from in the pipeline. + */ +public final class TraceMojibuster { + + private TraceMojibuster() { + } + + public static void main(String[] args) throws Exception { + Path probeDir = null; + String[] probes = null; + for (int i = 0; i < args.length; i++) { + switch (args[i]) { + case "--probe-dir": + probeDir = Paths.get(args[++i].replaceFirst("^~", + System.getProperty("user.home"))); + break; + case "--probes": + probes = args[++i].split(","); + break; + default: + System.err.println("Unknown arg: " + args[i]); + System.exit(1); + } + } + if (probeDir == null || probes == null) { + System.err.println("Usage: TraceMojibuster --probe-dir --probes p1,p2,..."); + System.exit(1); + } + // Load the bundled model from the classpath (same path Mojibuster uses). + NaiveBayesBigramEncodingDetector rawNb; + try (InputStream is = MojibusterEncodingDetector.class + .getResourceAsStream( + "/org/apache/tika/ml/chardetect/nb-bigram.bin")) { + if (is == null) throw new IOException("bundled model not on classpath"); + rawNb = new NaiveBayesBigramEncodingDetector(is); + } + MojibusterEncodingDetector det = new MojibusterEncodingDetector(); + + for (String pid : probes) { + Path p = probeDir.resolve(pid); + if (!Files.exists(p)) { + System.err.println("Missing: " + p); + continue; + } + byte[] bytes = Files.readAllBytes(p); + String shortId = pid.contains("/") + ? pid.substring(pid.indexOf('/') + 1, pid.indexOf('/') + 13) : pid; + System.out.println(); + System.out.println("==== " + shortId + " raw=" + bytes.length + " bytes ===="); + + // Layer 1: raw NB on raw bytes (no strip). + List rawResults = rawNb.detect(bytes); + System.out.println(" raw NB (no strip): " + fmt(rawResults)); + + // Layer 2: NB on HTML-stripped bytes. + byte[] dst = new byte[bytes.length]; + HtmlByteStripper.Result sr = HtmlByteStripper.strip(bytes, 0, bytes.length, dst, 0); + if (sr.tagCount >= 1) { + byte[] stripped = new byte[sr.length]; + System.arraycopy(dst, 0, stripped, 0, sr.length); + System.out.printf(Locale.ROOT, + " HTML strip: tags=%d, post-strip=%d bytes (%.1f%% kept)%n", + sr.tagCount, sr.length, 100.0 * sr.length / bytes.length); + List stripResults = rawNb.detect(stripped); + System.out.println(" NB on stripped bytes: " + fmt(stripResults)); + } else { + System.out.println(" HTML strip: tagCount=0 (backoff, used original)"); + } + + // Layer 3: full Mojibuster (which internally strips conditionally). + List mojiResults = det.detect(bytes); + System.out.println(" Full Mojibuster.detect: " + fmt(mojiResults)); + } + } + + private static String fmt(List rs) { + StringBuilder sb = new StringBuilder(); + for (int i = 0; i < rs.size(); i++) { + if (i > 0) sb.append(", "); + EncodingResult r = rs.get(i); + sb.append(r.getCharset().name()) + .append("@").append(String.format(Locale.ROOT, "%.3f", r.getConfidence())) + .append("/").append(r.getResultType()); + } + if (sb.length() == 0) sb.append(""); + return sb.toString(); + } +} diff --git a/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/BuildCharsetTrainingData.java b/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/BuildCharsetTrainingData.java index bf3efa9fe68..f863456a696 100644 --- a/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/BuildCharsetTrainingData.java +++ b/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/BuildCharsetTrainingData.java @@ -214,16 +214,21 @@ public class BuildCharsetTrainingData { put("mlt", "ISO-8859-3"); put("tur", "windows-1254"); // Central / Eastern European - put("ces", "windows-1250", "IBM852"); - put("pol", "windows-1250", "IBM852"); - put("hrv", "windows-1250", "IBM852"); - put("slk", "windows-1250", "IBM852"); - put("slv", "windows-1250", "IBM852"); - put("hun", "windows-1250", "IBM852"); + // ISO-8859-2 (Latin-2) added 2026-05-18 alongside the + // windows-1250 superset for Polish / Czech / Slovak / Slovenian / + // Croatian / Hungarian — gives the model a separate class so it + // can discriminate genuinely-ISO-8859-2 content (e.g. files with + // explicit meta declarations) from windows-1250 supersets. + put("ces", "windows-1250", "IBM852", "ISO-8859-2"); + put("pol", "windows-1250", "IBM852", "ISO-8859-2"); + put("hrv", "windows-1250", "IBM852", "ISO-8859-2"); + put("slk", "windows-1250", "IBM852", "ISO-8859-2"); + put("slv", "windows-1250", "IBM852", "ISO-8859-2"); + put("hun", "windows-1250", "IBM852", "ISO-8859-2"); // ISO-8859-16 (Latin-10) retained for Romanian and Albanian - put("ron", "windows-1250", "IBM852", "ISO-8859-16"); - put("bos", "windows-1250", "IBM852"); - put("sqi", "windows-1250", "IBM852", "ISO-8859-16"); + put("ron", "windows-1250", "IBM852", "ISO-8859-2", "ISO-8859-16"); + put("bos", "windows-1250", "IBM852", "ISO-8859-2"); + put("sqi", "windows-1250", "IBM852", "ISO-8859-2", "ISO-8859-16"); // Cyrillic — keep all distinct encodings put("rus", "windows-1251", "KOI8-R", "IBM855", "IBM866", "x-mac-cyrillic"); put("ukr", "windows-1251", "KOI8-U", "IBM855", "x-mac-cyrillic"); diff --git a/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/DiagnoseDiscrimination.java b/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/DiagnoseDiscrimination.java new file mode 100644 index 00000000000..29a16e517ec --- /dev/null +++ b/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/DiagnoseDiscrimination.java @@ -0,0 +1,399 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.apache.tika.ml.chardetect.tools; + +import java.io.DataInputStream; +import java.io.FileInputStream; +import java.io.IOException; +import java.io.InputStream; +import java.nio.charset.Charset; +import java.nio.file.Files; +import java.nio.file.Path; +import java.nio.file.Paths; +import java.util.ArrayList; +import java.util.Arrays; +import java.util.LinkedHashMap; +import java.util.List; +import java.util.Locale; +import java.util.Map; +import java.util.zip.GZIPInputStream; + +/** + * Diagnostic for the win-1252-vs-MacRoman / IBM850 / windows-1250 / + * windows-1257 / etc. confusion problem. + * + *

Reads {@code .bin.gz} files from a training directory, + * counts per-byte and per-bigram frequencies for the requested classes, + * then for each pair (A, B) prints the top-K bytes and bigrams by + * Kullback-Leibler-divergence contribution:

+ * + *
+ *   KL_contrib(b) = (p_A(b) - p_B(b)) * log(p_A(b) / p_B(b))
+ * 
+ * + *

The bytes / bigrams with the largest contributions are the ones + * whose frequencies differ most between A and B — i.e., the bytes / + * bigrams the NB classifier should rely on to tell A from B.

+ * + *

Annotates each output line with:

+ *
    + *
  • the byte's hex value
  • + *
  • what Unicode character the byte (or bigram) decodes to under + * each charset — to see whether the discriminative bytes are + * letters, punctuation, smart quotes, controls, etc.
  • + *
  • per-class probability of seeing this byte
  • + *
+ */ +public final class DiagnoseDiscrimination { + + private static final int BIGRAM_SPACE = 65536; + + private DiagnoseDiscrimination() { + } + + public static void main(String[] args) throws IOException { + Path dataDir = null; + List classes = new ArrayList<>(); + int topK = 20; + int maxSamplesPerClass = 50_000; + for (int i = 0; i < args.length; i++) { + switch (args[i]) { + case "--data": + dataDir = Paths.get(args[++i]); + break; + case "--classes": + classes = Arrays.asList(args[++i].split(",")); + break; + case "--top-k": + topK = Integer.parseInt(args[++i]); + break; + case "--max-samples-per-class": + maxSamplesPerClass = Integer.parseInt(args[++i]); + break; + default: + System.err.println("Unknown arg: " + args[i]); + System.exit(1); + } + } + if (dataDir == null || classes.isEmpty()) { + System.err.println("Usage: DiagnoseDiscrimination --data
" + + " --classes c1,c2,c3 [--top-k 20]" + + " [--max-samples-per-class N]"); + System.exit(1); + } + + Map byteCounts = new LinkedHashMap<>(); + Map bigramCounts = new LinkedHashMap<>(); + Map byteTotals = new LinkedHashMap<>(); + Map bigramTotals = new LinkedHashMap<>(); + + for (String label : classes) { + Path f = dataDir.resolve(label + ".bin.gz"); + if (!Files.exists(f)) { + System.err.println("Missing: " + f); + continue; + } + long[] bc = new long[256]; + long[] bgc = new long[BIGRAM_SPACE]; + long bt = 0, bgt = 0; + int sampled = 0; + try (InputStream fis = new FileInputStream(f.toFile()); + GZIPInputStream gis = new GZIPInputStream(fis); + DataInputStream dis = new DataInputStream(gis)) { + while (sampled < maxSamplesPerClass) { + int len; + try { + len = dis.readUnsignedShort(); + } catch (java.io.EOFException eof) { + break; + } + byte[] s = new byte[len]; + dis.readFully(s); + for (int i = 0; i < s.length; i++) { + bc[s[i] & 0xFF]++; + bt++; + } + for (int i = 0; i + 1 < s.length; i++) { + int bg = ((s[i] & 0xFF) << 8) | (s[i + 1] & 0xFF); + bgc[bg]++; + bgt++; + } + sampled++; + } + } + byteCounts.put(label, bc); + bigramCounts.put(label, bgc); + byteTotals.put(label, bt); + bigramTotals.put(label, bgt); + System.out.printf(Locale.ROOT, "loaded %-15s %,d samples %,d bytes %,d bigrams%n", + label, sampled, bt, bgt); + } + + System.out.println(); + for (int i = 0; i < classes.size(); i++) { + for (int j = i + 1; j < classes.size(); j++) { + String a = classes.get(i); + String b = classes.get(j); + if (!byteCounts.containsKey(a) || !byteCounts.containsKey(b)) { + continue; + } + System.out.println("========================================="); + System.out.printf(Locale.ROOT, " %s vs %s%n", a, b); + System.out.println("========================================="); + System.out.println(); + printTopBytes(a, b, + byteCounts.get(a), byteCounts.get(b), + byteTotals.get(a), byteTotals.get(b), + topK); + System.out.println(); + printTopBigrams(a, b, + bigramCounts.get(a), bigramCounts.get(b), + bigramTotals.get(a), bigramTotals.get(b), + topK); + System.out.println(); + printExpectedContribution(a, b, + bigramCounts.get(a), bigramCounts.get(b), + bigramTotals.get(a), bigramTotals.get(b), + topK); + System.out.println(); + } + } + } + + private static void printTopBytes(String a, String b, + long[] ca, long[] cb, + long ta, long tb, int topK) { + Charset csA = safeCharset(a); + Charset csB = safeCharset(b); + double[] kl = new double[256]; + for (int x = 0; x < 256; x++) { + double pa = (ca[x] + 0.5) / (ta + 128.0); + double pb = (cb[x] + 0.5) / (tb + 128.0); + kl[x] = (pa - pb) * Math.log(pa / pb); + } + Integer[] idx = new Integer[256]; + for (int x = 0; x < 256; x++) idx[x] = x; + Arrays.sort(idx, (x, y) -> Double.compare(kl[y], kl[x])); + + System.out.printf(Locale.ROOT, + " Top-%d discriminative single bytes (by KL contribution):%n", topK); + System.out.printf(Locale.ROOT, + " %-6s %-6s %-12s %-12s %-15s %-15s %-8s%n", + "byte", "high?", "p(" + a + ")", "p(" + b + ")", "decode(" + a + ")", + "decode(" + b + ")", "KL"); + for (int k = 0; k < topK; k++) { + int x = idx[k]; + double pa = (ca[x] + 0.5) / (ta + 128.0); + double pb = (cb[x] + 0.5) / (tb + 128.0); + String dA = decode(csA, new byte[]{(byte) x}); + String dB = decode(csB, new byte[]{(byte) x}); + String alpha = ""; + if (x >= 0x80) { + boolean alphaA = !dA.isEmpty() && Character.isLetter(dA.codePointAt(0)); + boolean alphaB = !dB.isEmpty() && Character.isLetter(dB.codePointAt(0)); + alpha = (alphaA ? "A" : "-") + (alphaB ? "B" : "-"); + } + System.out.printf(Locale.ROOT, + " 0x%02X %-6s %-12.6f %-12.6f %-15s %-15s %-8.4f %s%n", + x, (x >= 0x80) ? "HI" : "", + pa, pb, prettify(dA), prettify(dB), kl[x], alpha); + } + } + + private static void printTopBigrams(String a, String b, + long[] ca, long[] cb, + long ta, long tb, int topK) { + Charset csA = safeCharset(a); + Charset csB = safeCharset(b); + double[] kl = new double[BIGRAM_SPACE]; + for (int x = 0; x < BIGRAM_SPACE; x++) { + if (ca[x] == 0 && cb[x] == 0) continue; + double pa = (ca[x] + 0.5) / (ta + BIGRAM_SPACE * 0.5); + double pb = (cb[x] + 0.5) / (tb + BIGRAM_SPACE * 0.5); + kl[x] = (pa - pb) * Math.log(pa / pb); + } + Integer[] idx = new Integer[BIGRAM_SPACE]; + for (int x = 0; x < BIGRAM_SPACE; x++) idx[x] = x; + Arrays.sort(idx, (x, y) -> Double.compare(kl[y], kl[x])); + + System.out.printf(Locale.ROOT, + " Top-%d discriminative bigrams (by KL contribution):%n", topK); + System.out.printf(Locale.ROOT, + " %-9s %-9s %-12s %-12s %-15s %-15s%n", + "bigram", "high?", "p(" + a + ")", "p(" + b + ")", + "decode(" + a + ")", "decode(" + b + ")"); + for (int k = 0; k < topK; k++) { + int bg = idx[k]; + int b0 = (bg >>> 8) & 0xFF; + int b1 = bg & 0xFF; + double pa = (ca[bg] + 0.5) / (ta + BIGRAM_SPACE * 0.5); + double pb = (cb[bg] + 0.5) / (tb + BIGRAM_SPACE * 0.5); + byte[] bytes = new byte[]{(byte) b0, (byte) b1}; + String hi = ((b0 >= 0x80) ? "H" : "-") + ((b1 >= 0x80) ? "H" : "-"); + System.out.printf(Locale.ROOT, + " %02X %02X %-9s %-12.6f %-12.6f %-15s %-15s KL=%.4f%n", + b0, b1, hi, pa, pb, + prettify(decode(csA, bytes)), + prettify(decode(csB, bytes)), + kl[bg]); + } + } + + /** + * For each bigram, compute the SIGNED expected contribution to a + * probe-from-A's score-margin vs B: + * + * contrib(bg) = p_A(bg) * (log p_A(bg) − log p_B(bg)) + * + * Then aggregate over byte-pair categories (ASCII-only, single-high, + * double-high, whitespace-anchored, control-anchored) so we can see + * whether the model's score on a typical A-probe is being driven by + * "real" high-byte discriminators or by dumb high-frequency ASCII + * bigrams whose per-class probability happens to be slightly + * skewed. Also prints the top-K SIGNED contributors in each + * direction. + * + *

Negative entries are "if probe is class A, this bigram pulls + * the score toward B" — exactly the bigrams that would silently + * bias the decision the wrong way.

+ */ + private static void printExpectedContribution(String a, String b, + long[] ca, long[] cb, + long ta, long tb, int topK) { + Charset csA = safeCharset(a); + Charset csB = safeCharset(b); + double[] contrib = new double[BIGRAM_SPACE]; + double asciiSum = 0, singleHiSum = 0, doubleHiSum = 0; + double wsAnchoredSum = 0, ctrlAnchoredSum = 0; + double asciiAbs = 0, singleHiAbs = 0, doubleHiAbs = 0; + for (int bg = 0; bg < BIGRAM_SPACE; bg++) { + int b0 = (bg >>> 8) & 0xFF; + int b1 = bg & 0xFF; + double pa = (ca[bg] + 0.5) / (ta + BIGRAM_SPACE * 0.5); + double pb = (cb[bg] + 0.5) / (tb + BIGRAM_SPACE * 0.5); + double c = pa * (Math.log(pa) - Math.log(pb)); + contrib[bg] = c; + int hi = ((b0 >= 0x80) ? 1 : 0) + ((b1 >= 0x80) ? 1 : 0); + boolean ws0 = isWhitespaceByte(b0); + boolean ws1 = isWhitespaceByte(b1); + boolean ctrl0 = b0 < 0x20 && !ws0; + boolean ctrl1 = b1 < 0x20 && !ws1; + if (hi == 0) { + asciiSum += c; + asciiAbs += Math.abs(c); + } else if (hi == 1) { + singleHiSum += c; + singleHiAbs += Math.abs(c); + } else { + doubleHiSum += c; + doubleHiAbs += Math.abs(c); + } + if (ws0 || ws1) wsAnchoredSum += c; + if (ctrl0 || ctrl1) ctrlAnchoredSum += c; + } + + System.out.printf(Locale.ROOT, + " Expected per-probe-bigram score contribution (probe-from-%s, vs %s):%n", a, b); + System.out.printf(Locale.ROOT, + " Positive = pushes toward %s (correct). Negative = pushes toward %s.%n%n", a, b); + System.out.printf(Locale.ROOT, + " Category sum abs-sum net-direction%n"); + printCat("ASCII pairs (both < 0x80)", asciiSum, asciiAbs, a, b); + printCat("Single-high-byte bigrams ", singleHiSum, singleHiAbs, a, b); + printCat("Double-high-byte bigrams ", doubleHiSum, doubleHiAbs, a, b); + printCat("Whitespace-anchored ", wsAnchoredSum, 0.0, a, b); + printCat("Control-anchored (<0x20) ", ctrlAnchoredSum, 0.0, a, b); + double total = asciiSum + singleHiSum + doubleHiSum; + System.out.printf(Locale.ROOT, + " TOTAL (KL(%s||%s)): %+.6f%n", a, b, total); + + // Top-K NEGATIVE contributors: bigrams pulling toward B on A-probes. + Integer[] idx = new Integer[BIGRAM_SPACE]; + for (int x = 0; x < BIGRAM_SPACE; x++) idx[x] = x; + Arrays.sort(idx, (x, y) -> Double.compare(contrib[x], contrib[y])); + System.out.printf(Locale.ROOT, + "%n Top-%d bigrams PULLING TOWARD %s on a typical %s probe:%n", topK, b, a); + System.out.printf(Locale.ROOT, + " %-9s %-9s %-15s %-15s %-12s%n", + "bigram", "hi?", "decode(" + a + ")", "decode(" + b + ")", "contrib"); + for (int k = 0; k < topK; k++) { + int bg = idx[k]; + if (contrib[bg] >= 0) break; + int b0 = (bg >>> 8) & 0xFF; + int b1 = bg & 0xFF; + String hi = ((b0 >= 0x80) ? "H" : "-") + ((b1 >= 0x80) ? "H" : "-"); + System.out.printf(Locale.ROOT, + " %02X %02X %-9s %-15s %-15s %+.6f%n", + b0, b1, hi, + prettify(decode(csA, new byte[]{(byte)b0, (byte)b1})), + prettify(decode(csB, new byte[]{(byte)b0, (byte)b1})), + contrib[bg]); + } + } + + private static void printCat(String label, double signedSum, + double absSum, String a, String b) { + if (absSum > 0) { + System.out.printf(Locale.ROOT, + " %-30s %+.6f %.6f %s%n", + label, signedSum, absSum, signedSum > 0 ? "→ " + a : "→ " + b); + } else { + System.out.printf(Locale.ROOT, + " %-30s %+.6f %s%n", + label, signedSum, signedSum > 0 ? "→ " + a : "→ " + b); + } + } + + private static boolean isWhitespaceByte(int b) { + return b == 0x09 || b == 0x0A || b == 0x0B || b == 0x0C + || b == 0x0D || b == 0x20; + } + + private static Charset safeCharset(String name) { + try { + return Charset.forName(name); + } catch (Exception e) { + return null; + } + } + + private static String decode(Charset cs, byte[] bytes) { + if (cs == null) return "?"; + try { + return new String(bytes, cs); + } catch (Exception e) { + return "?"; + } + } + + private static String prettify(String s) { + if (s == null || s.isEmpty()) return ""; + StringBuilder sb = new StringBuilder(); + for (int i = 0; i < s.length(); ) { + int cp = s.codePointAt(i); + if (cp < 0x20 || cp == 0x7F) { + sb.append(String.format("\\x%02X", cp)); + } else if (cp == 0xFFFD) { + sb.append(""); + } else { + sb.appendCodePoint(cp); + } + i += Character.charCount(cp); + } + return sb.toString(); + } +} diff --git a/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/RebalanceCharsetTraining.java b/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/RebalanceCharsetTraining.java new file mode 100644 index 00000000000..c81541840c3 --- /dev/null +++ b/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/RebalanceCharsetTraining.java @@ -0,0 +1,209 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.apache.tika.ml.chardetect.tools; + +import java.io.DataInputStream; +import java.io.DataOutputStream; +import java.io.FileInputStream; +import java.io.FileOutputStream; +import java.io.IOException; +import java.nio.ByteBuffer; +import java.nio.CharBuffer; +import java.nio.charset.Charset; +import java.nio.charset.CharsetEncoder; +import java.nio.charset.CodingErrorAction; +import java.nio.file.Files; +import java.nio.file.Path; +import java.nio.file.Paths; +import java.util.LinkedHashMap; +import java.util.Locale; +import java.util.Map; +import java.util.zip.GZIPInputStream; +import java.util.zip.GZIPOutputStream; + +/** + * Rebalance the per-class training corpus so all Western European Latin + * SBCS classes have the same underlying source text — eliminating the + * "common ASCII bigrams pull toward MacRoman" bias surfaced by + * {@link DiagnoseDiscrimination}. + * + *

Reads {@code windows-1252.bin.gz} (which contains samples drawn + * from all 19 Western European languages), decodes each sample under + * windows-1252 to get the original text, then re-encodes that text + * under each target charset (MacRoman / IBM850 / IBM500 / IBM1047), + * writing new {@code .bin.gz} files. Samples whose codepoints + * cannot be encoded under a target are skipped (handled via the encoder's + * REPORT action — keeps the per-class distribution clean rather than + * importing replacement chars that aren't part of the target's natural + * vocabulary).

+ * + *

Result: MacRoman / IBM850 / IBM500 / IBM1047 see the SAME source + * text as windows-1252, just encoded differently — so the only + * cross-class differences are byte-position differences, which is + * exactly what the model should be learning.

+ * + *

Usage:

+ *
+ *   java RebalanceCharsetTraining \
+ *       --train-dir <dir containing windows-1252.bin.gz> \
+ *       --output-dir <dir to write re-encoded .bin.gz files> \
+ *       [--targets x-MacRoman,IBM850,IBM500,IBM1047]
+ * 
+ */ +public final class RebalanceCharsetTraining { + + private static final int MAX_SAMPLE_BYTES = 65_535; + + private RebalanceCharsetTraining() { + } + + public static void main(String[] args) throws IOException { + Path trainDir = null; + Path outputDir = null; + String[] targets = {"x-MacRoman", "IBM850", "IBM500", "IBM1047"}; + for (int i = 0; i < args.length; i++) { + switch (args[i]) { + case "--train-dir": + trainDir = Paths.get(args[++i]); + break; + case "--output-dir": + outputDir = Paths.get(args[++i]); + break; + case "--targets": + targets = args[++i].split(","); + break; + default: + System.err.println("Unknown arg: " + args[i]); + System.exit(1); + } + } + if (trainDir == null || outputDir == null) { + System.err.println("Usage: RebalanceCharsetTraining" + + " --train-dir
--output-dir " + + " [--targets x-MacRoman,IBM850,IBM500,IBM1047]"); + System.exit(1); + } + Files.createDirectories(outputDir); + + Path source = trainDir.resolve("windows-1252.bin.gz"); + if (!Files.exists(source)) { + System.err.println("No source: " + source); + System.exit(1); + } + Charset win1252 = Charset.forName("windows-1252"); + + Map encoders = new LinkedHashMap<>(); + Map outs = new LinkedHashMap<>(); + Map stats = new LinkedHashMap<>(); + for (String t : targets) { + String javaName = toJavaCharsetName(t); + Charset cs; + try { + cs = Charset.forName(javaName); + } catch (Exception ex) { + System.err.println("Unsupported charset: " + t + " (java=" + javaName + ")"); + continue; + } + // IGNORE drops unencodable codepoints (e.g. windows-1252's + // Š / ž / Czech letters that MacRoman / IBM850 don't have) + // but keeps the rest of the sample. Preserves bigram + // statistics for the encodable substring instead of throwing + // away the whole sample. + CharsetEncoder enc = cs.newEncoder() + .onUnmappableCharacter(CodingErrorAction.IGNORE) + .onMalformedInput(CodingErrorAction.IGNORE); + encoders.put(t, enc); + Path outFile = outputDir.resolve(t + ".bin.gz"); + DataOutputStream dos = new DataOutputStream( + new GZIPOutputStream(new FileOutputStream(outFile.toFile()))); + outs.put(t, dos); + stats.put(t, new long[]{0, 0, 0}); // kept, dropped, bytesWritten + } + + long sourceSamples = 0; + try (DataInputStream dis = new DataInputStream( + new GZIPInputStream(new FileInputStream(source.toFile())))) { + while (true) { + int len; + try { + len = dis.readUnsignedShort(); + } catch (java.io.EOFException eof) { + break; + } + byte[] sample = new byte[len]; + dis.readFully(sample); + String text = new String(sample, win1252); + sourceSamples++; + for (Map.Entry e : encoders.entrySet()) { + String label = e.getKey(); + CharsetEncoder enc = e.getValue(); + enc.reset(); + long[] s = stats.get(label); + try { + ByteBuffer bb = enc.encode(CharBuffer.wrap(text)); + byte[] re = new byte[bb.remaining()]; + bb.get(re); + if (re.length == 0 || re.length > MAX_SAMPLE_BYTES) { + s[1]++; + continue; + } + DataOutputStream dos = outs.get(label); + dos.writeShort(re.length); + dos.write(re); + s[0]++; + s[2] += re.length; + } catch (Exception ex) { + s[1]++; + } + } + } + } + + for (DataOutputStream d : outs.values()) { + d.close(); + } + System.out.printf(Locale.ROOT, "%nRead %,d source samples from %s%n", + sourceSamples, source.getFileName()); + for (String t : targets) { + long[] s = stats.get(t); + if (s == null) continue; + System.out.printf(Locale.ROOT, + " %-15s kept=%,d dropped=%,d bytes=%,d → %s%n", + t, s[0], s[1], s[2], outputDir.resolve(t + ".bin.gz")); + } + System.out.println(); + System.out.println("Other classes in " + trainDir + " are unchanged."); + System.out.println("To train on the rebalanced data, point TrainNaiveBayesBigram at" + + " a dir that combines this output with the other unchanged classes."); + } + + /** + * Mirrors the training-label → Java charset mapping in + * BuildCharsetTrainingData / NaiveBayesBigramEncodingDetector. + */ + private static String toJavaCharsetName(String label) { + switch (label) { + case "x-mac-cyrillic": return "x-MacCyrillic"; + case "windows-874": return "x-windows-874"; + case "IBM420-ltr": + case "IBM420-rtl": return "IBM420"; + case "IBM424-ltr": + case "IBM424-rtl": return "IBM424"; + default: return label; + } + } +} diff --git a/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/TrainNaiveBayesBigram.java b/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/TrainNaiveBayesBigram.java index 12ac846a84b..43eecdc5da6 100644 --- a/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/TrainNaiveBayesBigram.java +++ b/tika-ml/tika-ml-chardetect/src/main/java/org/apache/tika/ml/chardetect/tools/TrainNaiveBayesBigram.java @@ -104,8 +104,7 @@ public class TrainNaiveBayesBigram { * UTF-16-encoded CJK from legacy byte encodings because * CJK characters in UTF-16 encode to byte pairs that alias * common ASCII bigrams (e.g. U+6572 in UTF-16-LE is - * {@code 72 65} which also encodes "re"). See - * {@code ~/Desktop/claude-todo/charset/why-stride1-bigrams-dont-work-for-utf16.md}. + * {@code 72 65} which also encodes "re"). *
  • UTF-8 — trained NB class. UTF-8's lead + continuation * byte-pair structure has distinctive frequency signatures * that don't alias with legacy encodings at the bigram- @@ -132,16 +131,20 @@ public class TrainNaiveBayesBigram { "windows-1250", "windows-1251", "windows-1252", "windows-1253", "windows-1254", "windows-1255", "windows-1256", "windows-1257", "windows-1258", "windows-874", - // ISO-8859 (2) - "ISO-8859-3", "ISO-8859-16", + // ISO-8859 (3) — ISO-8859-2 added 2026-05-18 for Polish / + // Central European coverage alongside the windows-1250 superset + "ISO-8859-2", "ISO-8859-3", "ISO-8859-16", // Mac (2) "x-MacRoman", "x-mac-cyrillic"); /** * Training-data filename → training-class-label aliases. Empty * by default; reserved for cases where multiple training files - * should merge into one class label. (UTF-16 was an experiment - * that didn't pan out — see why-stride1-bigrams-dont-work-for-utf16.md.) + * should merge into one class label. (UTF-16-LE / UTF-16-BE were + * previously aliased to a single UTF-16 class but the experiment + * didn't pan out: stride-1 byte bigrams cannot discriminate UTF-16 + * from legacy encodings — CJK characters in UTF-16 produce byte + * pairs that alias common ASCII bigrams.) */ static final Map TRAINING_LABEL_ALIASES = Map.of(); diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/JunkDetector.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/JunkDetector.java index 5635f6f168d..aa14812cc26 100644 --- a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/JunkDetector.java +++ b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/JunkDetector.java @@ -91,8 +91,11 @@ public final class JunkDetector implements TextQualityDetector { "org/apache/tika/ml/junkdetect/junkdetect.bin"; static final String MAGIC = "JUNKDET1"; - /** Sole supported file-format version. Mismatch is a hard error. */ - static final int VERSION = 7; + /** Sole supported file-format version. Mismatch is a hard error — + * prior versions live in git history and are not loadable by this + * build. We deliberately don't keep dual-version paths so it's + * impossible to confuse model versions. */ + static final int VERSION = 13; // Feature 1 — per-script open-addressed codepoint-bigram tables. // No global Bloom: empty-slot is the membership oracle. @@ -101,17 +104,23 @@ public final class JunkDetector implements TextQualityDetector { /** Per-script F1 calibration on the codepoint-hash mean log-prob. */ private final Map calibrations; // script → float[2] {mu, sigma} - // Feature 2 — per-script block transition. Block bucketing uses the - // JVM-independent {@link UnicodeBlockRanges} static table; table size - // per script is {@code bucketCount()²} floats. - private final Map blockTables; + // Feature 2 — per-script block transition. Phase F: int16 quantized + // in storage AND in memory (~230 KB per script vs ~460 KB float32 + // form, 65536 levels keep ~0.0002 nats/level resolution — essentially + // lossless for our [-15, -1] log-prob range). Dequantize at lookup + // via {@code min + (s/65535) * (max - min)} where s is the unsigned + // 16-bit value. + private final Map blockTables; + private final Map blockTableQuant; // {min, max} private final Map blockCalibrations; // Feature 3 — per-script control-byte fraction calibration private final Map controlCalibrations; - // Feature 4 — single global script-transition table - private final float[] scriptTransitionTable; + // Feature 4 — single global script-transition table (Phase F: int16 + // quantized; tiny win, free with same machinery as F2). + private final short[] scriptTransitionTable; + private final float[] scriptTransitionTableQuant; // {min, max} private final float[] scriptTransitionCalibration; private final Map scriptBucketIndex; private final int numScriptBuckets; @@ -119,26 +128,49 @@ public final class JunkDetector implements TextQualityDetector { // Per-script linear classifier: float[numFeatures+1] = {w1, ..., wN, bias}. private final Map classifierWeights; + /** Document-level z5 calibration {mu, sigma}. */ + private final float[] z5Calibration; + /** Document-level z6 calibration {mu, sigma}. */ + private final float[] z6Calibration; + /** Document-level z9 calibration {mu, sigma}. z9 = scriptAlternationRatio: + * transitions between dominant and foreign script, normalized by max + * possible transitions given the counts. Length- and proportion- + * invariant. Catches the mojibake-of-Latin-as-CJK pattern: scattered + * singleton Han chars in Latin text score near 1.0 (max alternation), + * while legitimate mixed-script (English with embedded Chinese phrase) + * scores low because the foreign script clumps together. */ + private final float[] z9Calibration; + private JunkDetector(Map calibrations, - Map blockTables, + Map blockTables, + Map blockTableQuant, Map blockCalibrations, Map controlCalibrations, Map classifierWeights, - float[] scriptTransitionTable, + short[] scriptTransitionTable, + float[] scriptTransitionTableQuant, float[] scriptTransitionCalibration, Map scriptBucketIndex, int numScriptBuckets, - Map f1TablesByScript) { + Map f1TablesByScript, + float[] z5Calibration, + float[] z6Calibration, + float[] z9Calibration) { this.calibrations = Collections.unmodifiableMap(calibrations); this.blockTables = Collections.unmodifiableMap(blockTables); + this.blockTableQuant = Collections.unmodifiableMap(blockTableQuant); this.blockCalibrations = Collections.unmodifiableMap(blockCalibrations); this.controlCalibrations = Collections.unmodifiableMap(controlCalibrations); this.classifierWeights = Collections.unmodifiableMap(classifierWeights); this.scriptTransitionTable = scriptTransitionTable; + this.scriptTransitionTableQuant = scriptTransitionTableQuant; this.scriptTransitionCalibration = scriptTransitionCalibration; this.scriptBucketIndex = Collections.unmodifiableMap(scriptBucketIndex); this.numScriptBuckets = numScriptBuckets; this.f1TablesByScript = Collections.unmodifiableMap(f1TablesByScript); + this.z5Calibration = z5Calibration; + this.z6Calibration = z6Calibration; + this.z9Calibration = z9Calibration; } // ----------------------------------------------------------------------- @@ -281,12 +313,29 @@ public static JunkDetector load(InputStream rawIs) throws IOException { String bucketName = new String(dis.readNBytes(nameLen), StandardCharsets.UTF_8); scriptBucketIndex.put(bucketName, i); } - float[] scriptTransitionTable = readFloatTable(dis, numScriptBuckets * numScriptBuckets); + // F4 script-transition table: v12 stores int16-quantized. + // Layout: [float min][float max][numScriptBuckets² × 2 bytes BE]. + float scriptTransMin = dis.readFloat(); + float scriptTransMax = dis.readFloat(); + short[] scriptTransitionTable = readShortTable(dis, numScriptBuckets * numScriptBuckets); + float[] scriptTransitionTableQuant = new float[]{scriptTransMin, scriptTransMax}; float[] scriptTransitionCalibration = new float[]{dis.readFloat(), dis.readFloat()}; + // Document-level calibrations: + // z5 = letter-adjacent-to-mark ratio + // z6 = replacement-character ratio + // z9 = script-run density (runs per codepoint) — v13. + // Catches mojibake-of-Latin-as-CJK fragmentation that z4/z8 + // weight too weakly on the LATIN classifier. + // (z7 was removed in v9 — inert across all scripts.) + float[] z5Calibration = new float[]{dis.readFloat(), dis.readFloat()}; + float[] z6Calibration = new float[]{dis.readFloat(), dis.readFloat()}; + float[] z9Calibration = new float[]{dis.readFloat(), dis.readFloat()}; + Map f1TablesByScript = new HashMap<>(numScripts * 2); Map calibrations = new HashMap<>(numScripts * 2); - Map blockTables = new HashMap<>(numScripts * 2); + Map blockTables = new HashMap<>(numScripts * 2); + Map blockTableQuant = new HashMap<>(numScripts * 2); Map blockCalibrations = new HashMap<>(numScripts * 2); Map controlCalibrations = new HashMap<>(numScripts * 2); Map classifierWeights = new HashMap<>(numScripts * 2); @@ -301,7 +350,12 @@ public static JunkDetector load(InputStream rawIs) throws IOException { f1TablesByScript.put(script, V7Tables.readFrom(dis)); blockCalibrations.put(script, new float[]{dis.readFloat(), dis.readFloat()}); - blockTables.put(script, readFloatTable(dis, blockN * blockN)); + // F2 block table: v12 stores int16 quantized. + // Layout: [float min][float max][blockN² × 2 bytes BE]. + float blockMin = dis.readFloat(); + float blockMax = dis.readFloat(); + blockTables.put(script, readShortTable(dis, blockN * blockN)); + blockTableQuant.put(script, new float[]{blockMin, blockMax}); controlCalibrations.put(script, new float[]{dis.readFloat(), dis.readFloat()}); int numFeatures = dis.readUnsignedByte(); @@ -313,13 +367,23 @@ public static JunkDetector load(InputStream rawIs) throws IOException { } return new JunkDetector(calibrations, - blockTables, blockCalibrations, + blockTables, blockTableQuant, blockCalibrations, controlCalibrations, classifierWeights, - scriptTransitionTable, scriptTransitionCalibration, - scriptBucketIndex, numScriptBuckets, f1TablesByScript); + scriptTransitionTable, scriptTransitionTableQuant, + scriptTransitionCalibration, + scriptBucketIndex, numScriptBuckets, f1TablesByScript, + z5Calibration, z6Calibration, z9Calibration); } } + /** Read {@code size} big-endian int16 values as a short[]. */ + private static short[] readShortTable(DataInputStream dis, int size) throws IOException { + byte[] raw = dis.readNBytes(size * 2); + short[] out = new short[size]; + ByteBuffer.wrap(raw).order(ByteOrder.BIG_ENDIAN).asShortBuffer().get(out); + return out; + } + private static float[] readFloatTable(DataInputStream dis, int size) throws IOException { byte[] tableBytes = dis.readNBytes(size * 4); float[] table = new float[size]; @@ -385,7 +449,8 @@ public Set knownScripts() { return calibrations.keySet(); } - /** Returns the file-format version of the loaded model. */ + /** Returns the file-format version of the loaded model + * (always {@link #VERSION}; mismatches are rejected at load time). */ public int getModelVersion() { return VERSION; } @@ -395,11 +460,31 @@ public int getModelVersion() { // ----------------------------------------------------------------------- private TextQualityScore scoreText(String text) { + // NFD-normalize before scoring so we match the training pipeline. + // NFD decomposes precomposed accented letters into base + combining + // marks (e.g. `ề` → `e` + U+0302 + U+0300); the trainer's + // extractFeaturesV7 + sampleSubstrings apply the same NFD so the + // per-script bigram tables index the decomposed form. NFD chosen + // over NFC so combining-mark scripts (Vietnamese precomposed, + // Indic, Thai) all surface their marks as separate codepoints, + // letting z5 (letter-adjacent-to-mark) discriminate uniformly. + text = java.text.Normalizer.normalize(text, java.text.Normalizer.Form.NFC); List runs = buildScriptRuns(text); - // Global z4: script-transition feature over the whole input string. - // Computed before chunking because it captures document-level script mixing. + // Document-level features computed once per scoring call. + // z4 = script-transition log-prob (cross-script mixing). + // z5 = letter-adjacent-to-mark ratio (combining marks signal). + // z6 = 1 - replacement-ratio (clean = high; U+FFFD = low). + // z7 = scriptDensity (fraction of codepoints in any real script). + // z8 = scriptCoherence = 1 - fragmentation (one long script run = high). float z4 = computeScriptTransitionZ(text); + float z5 = computeZ5LetterAdjacentToMarkRatio(text); + float z6 = computeZ6ReplacementRatio(text); + float z7 = (float) TextQualityFeatures.scriptDensity(text); + if (Float.isNaN(z7)) z7 = 0f; + double rawFrag = TextQualityFeatures.scriptFragmentation(text); + float z8 = Double.isNaN(rawFrag) ? 1f : 1f - (float) rawFrag; + float z9 = computeZ9AlternationRatio(text); // Score each run against its own model; aggregate weighted by byte count. float totalBytes = 0; @@ -411,7 +496,7 @@ private TextQualityScore scoreText(String text) { for (ScriptRun run : runs) { if (!calibrations.containsKey(run.script)) { - continue; // skip scripts not in model; treat as neutral, not junk + continue; // skip scripts not in model; handled by no-script fallback below } byte[] runUtf8 = run.text.getBytes(StandardCharsets.UTF_8); // Skip if too short to form a bigram by either metric. A single @@ -421,7 +506,8 @@ private TextQualityScore scoreText(String text) { if (runUtf8.length < 2 || run.text.length() < 2) { continue; } - float logit = scoreChunk(runUtf8, run.text, run.script, z4); + float logit = scoreChunk(runUtf8, run.text, run.script, + z4, z5, z6, z7, z8, z9); int n = runUtf8.length; weightedLogit += logit * n; totalBytes += n; @@ -434,8 +520,16 @@ private TextQualityScore scoreText(String text) { } if (totalBytes == 0 || dominantScript == null) { - String label = runs.isEmpty() ? "LATIN" : runs.get(0).script; - return unknownScore(label); + // No scoreable script run — but every input gets a finite score + // ("model UNKNOWN out of existence"). Doc-level features alone: + // density=0 → all-whitespace / pure-digit → very negative + // density=1, coherence=1 → real coherent unmodeled script (Gothic) → positive + // density=1, coherence=0 → script-salad mojibake → very negative + // Formula chosen for those three anchors; future NONE classifier + // can replace it with a fit on synthetic samples. + float fallback = -7f + 4f * z7 + 6f * z8; + float pClean = (float) (1.0 / (1.0 + Math.exp(-fallback))); + return new TextQualityScore(fallback, pClean, fallback, fallback, "NONE"); } float zScore = weightedLogit / totalBytes; @@ -463,10 +557,20 @@ private TextQualityScore scoreText(String text) { public FeatureComponents scoreWithFeatureComponents(String text) { if (text == null || text.isEmpty()) { return new FeatureComponents(Float.NaN, Float.NaN, Float.NaN, + Float.NaN, Float.NaN, Float.NaN, Float.NaN, Float.NaN, Float.NaN, Float.NaN, "UNKNOWN", null, 0); } + // Same NFC normalization as scoreText — keep train/infer aligned. + text = java.text.Normalizer.normalize(text, java.text.Normalizer.Form.NFC); List runs = buildScriptRuns(text); float z4 = computeScriptTransitionZ(text); + float z5 = computeZ5LetterAdjacentToMarkRatio(text); + float z6 = computeZ6ReplacementRatio(text); + float z7 = (float) TextQualityFeatures.scriptDensity(text); + if (Float.isNaN(z7)) z7 = 0f; + double rawFrag = TextQualityFeatures.scriptFragmentation(text); + float z8 = Double.isNaN(rawFrag) ? 1f : 1f - (float) rawFrag; + float z9 = computeZ9AlternationRatio(text); float totalBytes = 0; float weightedZ1 = 0; @@ -485,7 +589,8 @@ public FeatureComponents scoreWithFeatureComponents(String text) { continue; // see scoreText: paired filter avoids NaN poisoning } float[] zs = computeChunkZs(runUtf8, run.text, run.script); - float chunkLogit = combineLogit(zs[0], zs[1], zs[2], z4, run.script); + float chunkLogit = combineLogit(zs[0], zs[1], zs[2], + z4, z5, z6, z7, z8, z9, run.script); int n = runUtf8.length; weightedZ1 += zs[0] * n; weightedZ2 += zs[1] * n; @@ -499,8 +604,10 @@ public FeatureComponents scoreWithFeatureComponents(String text) { } if (totalBytes == 0 || dominantScript == null) { - return new FeatureComponents(Float.NaN, Float.NaN, Float.NaN, z4, - Float.NaN, runs.isEmpty() ? "UNKNOWN" : runs.get(0).script, + float fallback = -7f + 4f * z7 + 6f * z8; + return new FeatureComponents(Float.NaN, Float.NaN, Float.NaN, + z4, z5, z6, z7, z8, z9, + fallback, "NONE", null, 0); } @@ -509,7 +616,7 @@ public FeatureComponents scoreWithFeatureComponents(String text) { weightedZ1 / totalBytes, weightedZ2 / totalBytes, weightedZ3 / totalBytes, - z4, + z4, z5, z6, z7, z8, z9, weightedLogit / totalBytes, dominantScript, cw, @@ -518,13 +625,17 @@ public FeatureComponents scoreWithFeatureComponents(String text) { /** * Per-feature z-score breakdown returned by - * {@link #scoreWithFeatureComponents(String)}. All z-scores are - * byte-count-weighted aggregates across script-homogeneous chunks - * except {@code z4}, which is a single document-level value. + * {@link #scoreWithFeatureComponents(String)}. z1-z3 are byte-count- + * weighted aggregates across script-homogeneous chunks; z4-z6 are + * single document-level values. + * + *

    z5 (letter-adjacent-to-mark ratio) and z6 (replacement-character + * ratio) are document-level features included alongside z1–z4 in the + * per-script LR. * *

    {@code classifierWeights} is the per-script linear classifier - * weight vector {@code {w1, w2, w3, w4, bias}} for the dominant - * script — useful for hybrid models that recompute the logit after + * weight vector {@code {w1, ..., wN, bias}} for the dominant script + * — useful for hybrid models that recompute the logit after * substituting one z-score with an externally-computed value. */ public static final class FeatureComponents { @@ -532,18 +643,29 @@ public static final class FeatureComponents { public final float z2; public final float z3; public final float z4; + public final float z5; + public final float z6; + public final float z7; + public final float z8; + public final float z9; public final float logit; public final String dominantScript; public final float[] classifierWeights; public final int totalBytes; FeatureComponents(float z1, float z2, float z3, float z4, + float z5, float z6, float z7, float z8, float z9, float logit, String dominantScript, float[] classifierWeights, int totalBytes) { this.z1 = z1; this.z2 = z2; this.z3 = z3; this.z4 = z4; + this.z5 = z5; + this.z6 = z6; + this.z7 = z7; + this.z8 = z8; + this.z9 = z9; this.logit = logit; this.dominantScript = dominantScript; this.classifierWeights = classifierWeights; @@ -555,15 +677,79 @@ public static final class FeatureComponents { * Scores a single script-homogeneous chunk and returns its logit. * Positive = clean, negative = junk. Returns 0 (neutral) if the chunk * has no model or is too short. + * + *

    z4/z5/z6 are document-level features passed in by the caller — + * the chunk reuses the same document-wide values. */ - private float scoreChunk(byte[] utf8, String text, String script, float z4) { + private float scoreChunk(byte[] utf8, String text, String script, + float z4, float z5, float z6, float z7, float z8, + float z9) { if (utf8.length < 2 || !calibrations.containsKey(script)) { return 0f; } float[] zs = computeChunkZs(utf8, text, script); - return combineLogit(zs[0], zs[1], zs[2], z4, script); + return combineLogit(zs[0], zs[1], zs[2], z4, z5, z6, z7, z8, z9, script); + } + + // ----------------------------------------------------------------------- + // v8 global features (computed once per document, like z4) + // ----------------------------------------------------------------------- + + /** + * z5: calibrated letter-adjacent-to-mark ratio. Delegates raw + * computation to {@link TextQualityFeatures#letterAdjacentToMarkRatio} + * and applies the document-level (mu, sigma) calibration loaded from + * the v8 model file. Returns 0 (neutral) when the model has no z5 + * calibration (v7 case) or when the raw value is NaN. + * + *

    Positive z5 = correct decoding of a precomposed-or-decomposed + * script (Vietnamese, Indic, Thai, Arabic). Negative z5 = mojibake + * of such content as Latin-1. + */ + public float computeZ5LetterAdjacentToMarkRatio(String text) { + double raw = TextQualityFeatures.letterAdjacentToMarkRatio(text); + if (Double.isNaN(raw) || z5Calibration == null || z5Calibration[1] <= 0) { + return 0f; + } + return ((float) raw - z5Calibration[0]) / z5Calibration[1]; + } + + /** + * z6: calibrated replacement-character ratio. Direct decode-failure + * signal — fraction of codepoints that are U+FFFD. Higher raw value + * = more decode failure = junkier; but the calibration centers on the + * training distribution, so negative z6 = junkier than typical. + * + *

    Returns 0 (neutral) when no calibration available. + */ + public float computeZ6ReplacementRatio(String text) { + double raw = TextQualityFeatures.replacementRatio(text); + if (Double.isNaN(raw) || z6Calibration == null || z6Calibration[1] <= 0) { + return 0f; + } + // Flip sign: higher replacement = lower quality, so feature is + // (mu - raw) / sigma so a clean decode → positive z6. + return (z6Calibration[0] - (float) raw) / z6Calibration[1]; } + /** + * z9: calibrated script-alternation ratio. Catches the mojibake-of- + * Latin-as-CJK pattern where every accent becomes a singleton Han + * char scattered through Latin text (high alternation = max value). + * Length- and proportion-invariant by construction. Sign flipped so + * clean (low alternation) → positive z9 and mojibake (high + * alternation) → negative. + */ + public float computeZ9AlternationRatio(String text) { + double raw = TextQualityFeatures.scriptAlternationRatio(text); + if (Double.isNaN(raw) || z9Calibration == null || z9Calibration[1] <= 0) { + return 0f; + } + // Higher alternation = junkier; (mu - raw) / sigma so clean text → positive z9. + return (z9Calibration[0] - (float) raw) / z9Calibration[1]; + } + + /** * Computes per-feature z-scores {z1, z2, z3} for a single script- * homogeneous chunk. Shared between {@link #scoreChunk} and @@ -578,12 +764,53 @@ private float[] computeChunkZs(byte[] utf8, String text, String script) { float[] cal1 = calibrations.get(script); float z1 = (meanF1LogProb - cal1[0]) / cal1[1]; - float z2 = computeZ2BlockTransition(text, - blockTables.get(script), blockCalibrations.get(script)); + float z2 = computeZ2BlockTransitionQuantized(text, + blockTables.get(script), blockTableQuant.get(script), + blockCalibrations.get(script)); float z3 = computeZ3ControlByte(utf8, controlCalibrations.get(script)); return new float[]{z1, z2, z3}; } + /** + * Inference-side z2 lookup against an int16-quantized block table. + * Mirrors {@link #computeZ2BlockTransition}(float[]) but reads from + * the quantized {@code short[]} table with per-table {min, max} + * dequant params (Phase F runtime quantization). Per-bigram + * dequantize is {@code min + (s/65535) * (max - min)} where s is + * the unsigned 16-bit value. 65536 levels keep ~0.0002 nats/level + * resolution — essentially lossless vs the float32 form for our + * log-prob range. + */ + private static float computeZ2BlockTransitionQuantized(String text, + short[] blockTable, + float[] quant, + float[] blockCal) { + if (blockTable == null || quant == null || blockCal == null || text.length() < 2) { + return 0f; + } + int blockN = UnicodeBlockRanges.bucketCount(); + float min = quant[0]; + float scale = (quant[1] - min) / 65535f; + int prev = -1; + double sum = 0; + int count = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + int blockId = UnicodeBlockRanges.bucketOf(cp); + if (prev >= 0) { + int s = blockTable[prev * blockN + blockId] & 0xFFFF; + sum += min + s * scale; + count++; + } + prev = blockId; + i += Character.charCount(cp); + } + if (count == 0) { + return 0f; + } + return ((float) (sum / count) - blockCal[0]) / blockCal[1]; + } + private static float computeCodepointF1MeanLogP(String text, V7Tables tables) { if (tables == null) return Float.NaN; double v = computeF1MeanLogP(text, tables); @@ -699,9 +926,18 @@ public static float computeZ4ScriptTransition(String text, /** * Combines per-feature z-scores via the per-script linear classifier. - * Fallback (when no classifier weights stored): equal-weight average. + * Fallback (when no classifier weights stored): equal-weight average of + * the four bigram-/transition-based features (z1-z4). + * + *

    v13 classifiers have 9 weights + bias (nFeat == 9) — + * z1 (bigram), z2 (block transitions), z3 (control bytes), + * z4 (script transitions), z5 (letter-adjacent-to-mark), + * z6 (replacement ratio), z7 (script density), z8 (script coherence), + * z9 (script-run density). */ - private float combineLogit(float z1, float z2, float z3, float z4, String script) { + private float combineLogit(float z1, float z2, float z3, float z4, + float z5, float z6, float z7, float z8, + float z9, String script) { float[] cw = classifierWeights.get(script); if (cw != null) { int nFeat = cw.length - 1; // bias is last @@ -710,6 +946,11 @@ private float combineLogit(float z1, float z2, float z3, float z4, String script if (nFeat >= 2) logit += cw[1] * z2; if (nFeat >= 3) logit += cw[2] * z3; if (nFeat >= 4) logit += cw[3] * z4; + if (nFeat >= 5) logit += cw[4] * z5; + if (nFeat >= 6) logit += cw[5] * z6; + if (nFeat >= 7) logit += cw[6] * z7; + if (nFeat >= 8) logit += cw[7] * z8; + if (nFeat >= 9) logit += cw[8] * z9; return logit; } return (z1 + z2 + z3 + z4) / 4.0f; // fallback: equal weight @@ -756,7 +997,14 @@ public static double computeF1MeanLogP(String text, V7Tables tables) { int cp = text.codePointAt(i); i += Character.charCount(cp); int curIdx = codepointToIndex(tables, cp); - if (prevCp >= 0) { + if (prevCp >= 0 + && !(isAsciiWhitespace(prevCp) && isAsciiWhitespace(cp))) { + // γ-analog of NaiveBayesBigramEncodingDetector's + // whitespace-bigram skip: only the whitespace+whitespace + // case is dropped. (letter, space) and (space, letter) + // still score so that real inter-word context is kept, + // but (space, space) runs from HTML indentation don't + // dominate the mean with unigram-fallback penalties. sum += scorePairF1V7(prevCp, prevIdx, cp, curIdx, tables); n++; } @@ -766,6 +1014,19 @@ public static double computeF1MeanLogP(String text, V7Tables tables) { return n == 0 ? Double.NaN : sum / n; } + /** + * ASCII whitespace per the γ filter in + * {@code NaiveBayesBigramEncodingDetector}: tab, LF, VT, FF, CR, space. + * Deliberately ASCII-only (not {@link Character#isWhitespace(int)}) + * to match the encoding-detector's filter exactly and to leave the + * Unicode whitespace separators (no-break space, ideographic space, + * etc.) inside the bigram model. + */ + private static boolean isAsciiWhitespace(int cp) { + return cp == ' ' || cp == '\t' || cp == '\n' || cp == '\r' + || cp == 0x0B /* VT */ || cp == 0x0C /* FF */; + } + /** * Binary-search a codepoint in the script's index. * @@ -864,14 +1125,43 @@ private static float dequantize(byte b, float min, float max) { /** * Computes the global script-transition z-score for the whole input - * string against this model's loaded tables. Thin wrapper around the - * public static {@link #computeZ4ScriptTransition} helper — same math, - * just preloaded with this instance's parameters. + * string against this model's loaded tables. Uses the int8-quantized + * (Phase F) lookup; the public static {@link #computeZ4ScriptTransition} + * float[] variant remains for trainer use. */ private float computeScriptTransitionZ(String text) { - return computeZ4ScriptTransition(text, - scriptTransitionTable, scriptTransitionCalibration, - scriptBucketIndex, numScriptBuckets); + if (scriptTransitionTable == null || scriptTransitionCalibration == null + || scriptBucketIndex == null || numScriptBuckets == 0) { + return 0f; + } + int otherBucket = numScriptBuckets - 1; + float min = scriptTransitionTableQuant[0]; + float scale = (scriptTransitionTableQuant[1] - min) / 65535f; + int prev = -1; + double sum = 0; + int count = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + Character.UnicodeScript s = Character.UnicodeScript.of(cp); + if (s == Character.UnicodeScript.COMMON + || s == Character.UnicodeScript.INHERITED + || s == Character.UnicodeScript.UNKNOWN) { + continue; + } + int bucket = scriptBucketIndex.getOrDefault(s.name(), otherBucket); + if (prev >= 0) { + int val = scriptTransitionTable[prev * numScriptBuckets + bucket] & 0xFFFF; + sum += min + val * scale; + count++; + } + prev = bucket; + } + if (count == 0) { + return 0f; + } + return ((float) (sum / count) - scriptTransitionCalibration[0]) + / scriptTransitionCalibration[1]; } /** diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/JunkFilterEncodingDetector.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/JunkFilterEncodingDetector.java index 72e51e8094f..e4fbcfb4bbb 100644 --- a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/JunkFilterEncodingDetector.java +++ b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/JunkFilterEncodingDetector.java @@ -20,7 +20,6 @@ import java.nio.charset.Charset; import java.util.Arrays; import java.util.Collections; -import java.util.Iterator; import java.util.LinkedHashMap; import java.util.List; import java.util.Map; @@ -39,7 +38,6 @@ import org.apache.tika.metadata.Metadata; import org.apache.tika.ml.chardetect.HtmlByteStripper; import org.apache.tika.parser.ParseContext; -import org.apache.tika.quality.TextQualityComparison; import org.apache.tika.quality.TextQualityDetector; /** @@ -77,6 +75,42 @@ public class JunkFilterEncodingDetector implements MetaEncodingDetector { * default read limit used by the charset base detectors. */ private static final int DEFAULT_READ_LIMIT = 16384; + /** Per-script (clean_mean, mojibake_mean) measured by + * {@code CalibrationGapDiagnostic} on the labeled charset devtest + * (200 records per source × multiple wrong targets). Used to rescale + * per-candidate raw logits to a cross-script-comparable [junk≈0, + * clean≈1] scale before arbitration. Without this, HAN and LATIN + * classifiers (which are structurally more permissive — clean mean + * ~+0.7 vs HANGUL's +1.7, mojibake mean ~-4 vs HANGUL's -10) would + * out-score correct decodings under stricter classifiers on + * cross-script comparisons (the Korean→Chinese over-override case). + * Falls back to LATIN constants for unmeasured scripts. */ + private static final Map SCRIPT_CAL = Map.ofEntries( + Map.entry("LATIN", new float[]{ 0.773f, -3.240f}), + Map.entry("HAN", new float[]{ 0.719f, -4.122f}), + Map.entry("HANGUL", new float[]{ 1.697f, -9.700f}), + Map.entry("CYRILLIC", new float[]{ 1.524f, -5.041f}), + Map.entry("ARABIC", new float[]{ 1.491f, -13.904f}), + Map.entry("HEBREW", new float[]{ 1.144f, -13.898f}), + Map.entry("ARMENIAN", new float[]{ 1.114f, -15.221f}), + Map.entry("TIBETAN", new float[]{ 1.500f, -7.179f}), + Map.entry("BENGALI", new float[]{ 1.860f, -5.000f}), + Map.entry("DEVANAGARI", new float[]{ 1.541f, -5.000f}), + Map.entry("GREEK", new float[]{ 1.500f, -13.226f}) + ); + private static final float[] FALLBACK_CAL = SCRIPT_CAL.get("LATIN"); + + /** Rescale a raw logit to a [junk≈0, clean≈1] common scale using the + * per-script (clean_mean, moji_mean) constants in {@link #SCRIPT_CAL}. */ + private static double calibrate(double rawZ, String script) { + float[] cal = SCRIPT_CAL.getOrDefault(script, FALLBACK_CAL); + float clean = cal[0]; + float moji = cal[1]; + double span = clean - moji; + if (span <= 0) return rawZ; + return (rawZ - moji) / span; + } + /** Cached quality detector. {@code null} if none is on the classpath. */ private final TextQualityDetector qualityDetector; @@ -216,29 +250,45 @@ public List detect(TikaInputStream tis, Metadata metadata, return Collections.emptyList(); } - // Pairwise tournament: the first candidate seeds the champion slot; - // every subsequent candidate challenges the current champion. - Iterator> it = candidates.entrySet().iterator(); - Map.Entry champion = it.next(); - LOG.trace("junk-filter tournament seed: {}", champion.getKey().name()); - while (it.hasNext()) { - Map.Entry challenger = it.next(); - TextQualityComparison cmp = qualityDetector.compare( - champion.getKey().name(), champion.getValue(), - challenger.getKey().name(), challenger.getValue()); - LOG.trace("junk-filter compare {} vs {} -> {} (delta={} A={} B={})", - champion.getKey().name(), challenger.getKey().name(), - cmp.winner(), String.format(java.util.Locale.ROOT, "%.3f", cmp.delta()), - cmp.scoreA(), cmp.scoreB()); - if (challenger.getKey().name().equals(cmp.winner())) { - champion = challenger; + // Calibrated-rescale argmax. Score each candidate once with the + // quality detector, rescale per-script to a [junk≈0, clean≈1] + // common scale, then pick the highest. The rescaling is what + // makes cross-script comparisons sound — without it, the more + // permissive HAN/LATIN classifiers can out-score the stricter + // HANGUL/ARABIC/HEBREW ones on equal-quality text and arbitrate + // wrong (the Korean→Chinese case). + // + // Operates on raw decoded candidates — the strip-COMMON step that + // used to live here was removed once γ (whitespace-bigram skip) + // and NFC normalization landed inside JunkDetector itself. Those + // address the same Masada-style whitespace-storm root cause for + // every caller of JunkDetector and avoid the train/inference + // distribution divergence that the strip introduced. + Charset champion = null; + double championCalZ = Double.NEGATIVE_INFINITY; + for (Map.Entry entry : candidates.entrySet()) { + org.apache.tika.quality.TextQualityScore sc = + qualityDetector.score(entry.getValue()); + float rawZ = sc.isUnknown() ? 0f : sc.getZScore(); + String script = sc.isUnknown() ? "LATIN" : sc.getDominantScript(); + double calZ = calibrate(rawZ, script); + LOG.trace("junk-filter score {} raw_z={} script={} cal_z={}", + entry.getKey().name(), + String.format(java.util.Locale.ROOT, "%.3f", rawZ), + script, + String.format(java.util.Locale.ROOT, "%.3f", calZ)); + if (calZ > championCalZ) { + championCalZ = calZ; + champion = entry.getKey(); } } - LOG.trace("junk-filter -> {} (tournament champion)", champion.getKey().name()); + LOG.trace("junk-filter -> {} (calibrated argmax, cal_z={})", + champion.name(), + String.format(java.util.Locale.ROOT, "%.3f", championCalZ)); - float confidence = context.getTopConfidenceFor(champion.getKey()); + float confidence = context.getTopConfidenceFor(champion); context.setArbitrationInfo("junk-filter-selected"); - return List.of(new EncodingResult(champion.getKey(), confidence)); + return List.of(new EncodingResult(champion, confidence)); } /** diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/TextQualityFeatures.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/TextQualityFeatures.java new file mode 100644 index 00000000000..adb5b897893 --- /dev/null +++ b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/TextQualityFeatures.java @@ -0,0 +1,562 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.apache.tika.ml.junkdetect; + +import java.util.HashMap; +import java.util.HashSet; +import java.util.Map; +import java.util.Set; + +/** + * Candidate charset-agnostic features for use in the Phase-2 feature study + * (see plan {@code wild-roaming-whale}). All features are pure functions of a + * decoded {@code String} so they can be computed by the eval harness without + * touching the trained bigram model. Intended to migrate into + * {@link JunkDetector}'s feature vector after the study identifies the + * non-redundant subset. + * + *

    Also hosts the {@link StripMode} enum and {@link #strip} entry point. + * The current production behaviour + * ({@code JunkFilterEncodingDetector.stripCommonCodepoints}) corresponds to + * {@link StripMode#ALL_COMMON} — it strips every COMMON / INHERITED / + * UNKNOWN codepoint before scoring. The user observation in the plan was + * that this is too aggressive: it removes pilcrows and other punctuation + * marks that are themselves mojibake fingerprints. The other modes let the + * eval measure that empirically. + */ +public final class TextQualityFeatures { + + private TextQualityFeatures() { + } + + // ----------------------------------------------------------------------- + // Strip modes + // ----------------------------------------------------------------------- + + public enum StripMode { + /** No stripping — pass text through unchanged. */ + NONE, + /** + * Strip only Unicode whitespace (per + * {@link Character#isWhitespace(int)}). Keeps punctuation, digits, + * Latin-1 Supplement symbols (¶ © ÷ etc.) — the signals that + * distinguish mojibake from clean text. + */ + WHITESPACE, + /** + * Strip whitespace plus control characters and format characters + * (general categories Cc, Cf). Still keeps printable punctuation. + */ + WHITESPACE_CONTROL, + /** + * Production behaviour today: strip every COMMON, INHERITED, and + * UNKNOWN-script codepoint. Removes everything in the BMP that is + * not script-tagged — including printable punctuation, digits, and + * Latin-1 supplement symbols. + */ + ALL_COMMON + } + + public static String strip(String text, StripMode mode) { + if (text == null || text.isEmpty() || mode == StripMode.NONE) { + return text; + } + StringBuilder sb = new StringBuilder(text.length()); + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + if (shouldStrip(cp, mode)) { + continue; + } + sb.appendCodePoint(cp); + } + return sb.toString(); + } + + private static boolean shouldStrip(int cp, StripMode mode) { + switch (mode) { + case WHITESPACE: + return Character.isWhitespace(cp); + case WHITESPACE_CONTROL: { + if (Character.isWhitespace(cp)) { + return true; + } + int type = Character.getType(cp); + return type == Character.CONTROL || type == Character.FORMAT; + } + case ALL_COMMON: { + Character.UnicodeScript s = Character.UnicodeScript.of(cp); + return s == Character.UnicodeScript.COMMON + || s == Character.UnicodeScript.INHERITED + || s == Character.UnicodeScript.UNKNOWN; + } + default: + return false; + } + } + + // ----------------------------------------------------------------------- + // Candidate features (z5..z9 of the plan) + // ----------------------------------------------------------------------- + + /** + * z6: fraction of codepoints that are letters + * ({@link Character#isLetter(int)}). Polish {@code ciśnienia} ≈ 1.0; + * {@code ci¶nienia} < 1.0 because {@code ¶} is not a letter. + */ + public static double alphabeticRatio(String text) { + if (text == null || text.isEmpty()) { + return Double.NaN; + } + int total = 0; + int letters = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + total++; + if (Character.isLetter(cp)) { + letters++; + } + } + return total == 0 ? Double.NaN : (double) letters / total; + } + + /** + * z5: fraction of adjacent codepoint pairs where both codepoints are + * letters in the same script cluster. Script cluster groups + * HAN + HIRAGANA + KATAKANA + HANGUL + BOPOMOFO (CJK) into one cluster + * so Japanese mixed text and Korean Hanja text count as same-cluster + * pairs; all other scripts are their own cluster. + * + *

    Polish {@code ciśnienia} → 1.0 (every adjacent pair is two LATIN + * letters). {@code ci¶nienia} → 0.75 (the two pairs involving {@code ¶} + * fail the both-letters test). + */ + public static double letterPairDensity(String text) { + if (text == null || text.length() < 2) { + return Double.NaN; + } + int[] cps = text.codePoints().toArray(); + if (cps.length < 2) { + return Double.NaN; + } + int pairs = 0; + int matches = 0; + for (int i = 0; i + 1 < cps.length; i++) { + int a = cps[i]; + int b = cps[i + 1]; + pairs++; + if (Character.isLetter(a) && Character.isLetter(b) + && sameScriptCluster(a, b)) { + matches++; + } + } + return pairs == 0 ? Double.NaN : (double) matches / pairs; + } + + /** + * z7: Shannon entropy (in bits) of the distribution of distinct + * codepoints in the high-byte range (cp >= 0x80). Clean text uses a + * small alphabet there; CJK-as-Latin mojibake (the {@code ƅ} storm) + * fans out across many distinct codepoints, raising entropy. Returns + * 0 if no high-byte codepoints are present. + */ + public static double highByteEntropy(String text) { + if (text == null || text.isEmpty()) { + return Double.NaN; + } + Map counts = new HashMap<>(); + int total = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + if (cp >= 0x80) { + counts.merge(cp, 1, Integer::sum); + total++; + } + } + if (total == 0) { + return 0.0; + } + double h = 0; + for (int c : counts.values()) { + double p = (double) c / total; + h -= p * (Math.log(p) / Math.log(2)); + } + return h; + } + + /** + * z8: fraction of codepoints that are the Unicode REPLACEMENT CHARACTER + * (U+FFFD). Direct decode-failure signal — Java's CharsetDecoder emits + * one U+FFFD per malformed/unmappable byte. Continuous (not a binary + * threshold) so the JunkDetector LR can learn a proportional weight on + * it rather than vetoing decodes that happen to contain any. + */ + public static double replacementRatio(String text) { + if (text == null || text.isEmpty()) { + return Double.NaN; + } + int total = 0; + int replacements = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + total++; + if (cp == 0xFFFD) { + replacements++; + } + } + return total == 0 ? Double.NaN : (double) replacements / total; + } + + /** + * Raw count of U+FFFD codepoints. Kept for diagnostics — the per-record + * eval TSV emits both the count (for easy spot-checking of "how bad was + * this decode") and the ratio (the trainable feature). + */ + public static int replacementCount(String text) { + if (text == null || text.isEmpty()) { + return 0; + } + int n = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + if (cp == 0xFFFD) { + n++; + } + } + return n; + } + + /** + * z10: fraction of codepoints that are combining or spacing marks + * (Unicode general categories Mn, Mc, Me). Real Vietnamese / Indic / + * Thai / Arabic text uses combining marks heavily (Vietnamese ~30 %); + * mojibake from re-decoding precomposed scripts as Latin-1 has zero. + * Companion / corrective signal to {@link #alphabeticRatio}, which is + * backwards on Vietnamese cohorts because marks aren't letters. + * Works on a single 5-codepoint word. + */ + public static double combiningMarkRatio(String text) { + if (text == null || text.isEmpty()) { + return Double.NaN; + } + int total = 0; + int marks = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + total++; + int type = Character.getType(cp); + if (type == Character.NON_SPACING_MARK + || type == Character.COMBINING_SPACING_MARK + || type == Character.ENCLOSING_MARK) { + marks++; + } + } + return total == 0 ? Double.NaN : (double) marks / total; + } + + /** + * z11: fraction of adjacent codepoint pairs where the first is a + * letter and the second is a combining or spacing mark. Bigram-shaped + * companion to {@link #combiningMarkRatio} — direct positive signal + * for "letter wearing decoration," which is what correct Vietnamese / + * Indic / Thai decoding produces and Latin-1 mojibake of those does + * not. + */ + public static double letterAdjacentToMarkRatio(String text) { + if (text == null || text.length() < 2) { + return Double.NaN; + } + int[] cps = text.codePoints().toArray(); + if (cps.length < 2) { + return Double.NaN; + } + int pairs = 0; + int hits = 0; + for (int i = 0; i + 1 < cps.length; i++) { + pairs++; + int a = cps[i]; + int b = cps[i + 1]; + if (Character.isLetter(a)) { + int type = Character.getType(b); + if (type == Character.NON_SPACING_MARK + || type == Character.COMBINING_SPACING_MARK + || type == Character.ENCLOSING_MARK) { + hits++; + } + } + } + return pairs == 0 ? Double.NaN : (double) hits / pairs; + } + + /** + * Fraction of codepoints assigned to a "real" script (i.e. not in + * COMMON / INHERITED / UNKNOWN). Pure-whitespace, pure-digit, and + * pure-punctuation text score 0; mostly-letter text scores near 1. + * + *

    Used by JunkDetector's "no scoreable script" fallback classifier + * (the "NONE" model) to distinguish "real text in an unmodeled + * script" (high density, low fragmentation → modestly positive + * signal) from "all-whitespace / digit-only content" (zero density + * → strong negative signal in JunkDetector's bigram-based judgment, + * mild signal for general-purpose junk filtering). + */ + public static double scriptDensity(String text) { + if (text == null || text.isEmpty()) { + return Double.NaN; + } + int total = 0; + int scripted = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + total++; + Character.UnicodeScript s = Character.UnicodeScript.of(cp); + if (s != Character.UnicodeScript.COMMON + && s != Character.UnicodeScript.INHERITED + && s != Character.UnicodeScript.UNKNOWN) { + scripted++; + } + } + return total == 0 ? Double.NaN : (double) scripted / total; + } + + /** + * Fragmentation of script-bearing codepoints across distinct scripts: + * {@code 1 - longest_same_script_run_length / total_script_codepoints}. + * Coherent one-script text scores 0 (no fragmentation); script-salad + * mojibake (many tiny runs across multiple scripts) approaches 1. + * + *

    Combined with {@link #scriptDensity}, distinguishes the four + * "no-scoreable-script" failure modes: + *

      + *
    • All-whitespace / pure-digit: density 0, fragmentation 0 + * (no scripted codepoints at all).
    • + *
    • Real Gothic / unmodeled-but-coherent script: density 1, + * fragmentation 0 (one long run).
    • + *
    • Script-salad mojibake: density > 0.5, fragmentation + * > 0.7 (many short runs across many scripts).
    • + *
    • Real multilingual text (e.g. Japanese with romaji): density + * 1, fragmentation 0.3-0.5 (a handful of long runs).
    • + *
    + * + *

    Returns 0 when text has no script-bearing codepoints (so the + * caller can rely on {@link #scriptDensity} to discriminate the + * "no-content" case separately). + */ + public static double scriptFragmentation(String text) { + if (text == null || text.isEmpty()) { + return Double.NaN; + } + int totalScripted = 0; + int longestRun = 0; + int currentRun = 0; + String currentScript = null; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + Character.UnicodeScript s = Character.UnicodeScript.of(cp); + if (s == Character.UnicodeScript.COMMON + || s == Character.UnicodeScript.INHERITED + || s == Character.UnicodeScript.UNKNOWN) { + continue; + } + totalScripted++; + String name = s.name(); + if (name.equals(currentScript)) { + currentRun++; + } else { + if (currentRun > longestRun) { + longestRun = currentRun; + } + currentScript = name; + currentRun = 1; + } + } + if (currentRun > longestRun) { + longestRun = currentRun; + } + if (totalScripted == 0) { + return 0.0; // no scripted content → no fragmentation signal + } + return 1.0 - (double) longestRun / totalScripted; + } + + /** + * z9: script-alternation ratio — observed transitions over expected + * transitions under a random-shuffle null. + * + *

    Formally: for a sequence of n non-COMMON codepoints with script + * proportions {@code p_1, ..., p_k}, the expected number of + * (transition between different scripts) under random shuffling is + * {@code (n - 1) * (1 - sum(p_i^2))} — the second factor is + * Gini-Simpson diversity (probability two random positions differ + * in script). This is the Wald-Wolfowitz runs-test statistic + * generalised to k categories. + * + *

    Returns {@code observed_transitions / expected_transitions}: + *

      + *
    • ≈ 1 — scripts randomly interleaved (the mojibake signature + * when accents are scattered through Latin text — each accent + * becomes a singleton Han run, looking random)
    • + *
    • < 1 — clumped (normal: words/phrases stay in one script; + * English document with embedded Chinese phrase scores 0.05-0.3)
    • + *
    • > 1 — more alternating than chance (pathological: + * "HLHLHL" patterns)
    • + *
    + * + *

    Length- and proportion-invariant by construction. COMMON / + * INHERITED / UNKNOWN codepoints are ignored to keep whitespace + * and punctuation from dominating the signal in normal text. + * + *

    Returns 0 for single-script documents (no diversity possible). + */ + public static double scriptAlternationRatio(String text) { + if (text == null || text.isEmpty()) { + return Double.NaN; + } + // Pass 1: count codepoints per non-COMMON script. + java.util.Map scriptCounts = new java.util.HashMap<>(); + int totalScripted = 0; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + Character.UnicodeScript s = Character.UnicodeScript.of(cp); + if (s == Character.UnicodeScript.COMMON + || s == Character.UnicodeScript.INHERITED + || s == Character.UnicodeScript.UNKNOWN) { + continue; + } + scriptCounts.merge(s.name(), 1, Integer::sum); + totalScripted++; + } + if (scriptCounts.size() <= 1 || totalScripted < 2) { + return 0.0; // single script (or too short) → no alternation possible + } + + // Gini-Simpson diversity = 1 - sum(p_i^2) + double sumPiSq = 0; + for (int c : scriptCounts.values()) { + double p = (double) c / totalScripted; + sumPiSq += p * p; + } + double expectedTransitions = (totalScripted - 1) * (1.0 - sumPiSq); + if (expectedTransitions <= 0) { + return 0.0; + } + + // Pass 2: count observed transitions between distinct non-COMMON scripts. + int observedTransitions = 0; + String prevScript = null; + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + Character.UnicodeScript s = Character.UnicodeScript.of(cp); + if (s == Character.UnicodeScript.COMMON + || s == Character.UnicodeScript.INHERITED + || s == Character.UnicodeScript.UNKNOWN) { + continue; + } + String name = s.name(); + if (prevScript != null && !prevScript.equals(name)) { + observedTransitions++; + } + prevScript = name; + } + + return observedTransitions / expectedTransitions; + } + + /** + * Candidate feature (not currently in the classifier): fraction of + * whitespace-delimited tokens whose letter codepoints all belong to + * the same script cluster. Mojibake often produces tokens with + * mixed-script letters (Latin + Cyrillic + Greek in one "word"). + * Tokens with zero letters are excluded from both numerator and + * denominator. + */ + public static double perWordScriptPurity(String text) { + if (text == null || text.isEmpty()) { + return Double.NaN; + } + int tokens = 0; + int pureTokens = 0; + int len = text.length(); + int i = 0; + while (i < len) { + // skip whitespace + int cp = text.codePointAt(i); + if (Character.isWhitespace(cp)) { + i += Character.charCount(cp); + continue; + } + // accumulate a token + int tokenStart = i; + Set clusters = new HashSet<>(); + int letters = 0; + while (i < len) { + int c = text.codePointAt(i); + if (Character.isWhitespace(c)) { + break; + } + if (Character.isLetter(c)) { + letters++; + clusters.add(scriptClusterOf(c)); + } + i += Character.charCount(c); + } + if (letters > 0) { + tokens++; + if (clusters.size() == 1) { + pureTokens++; + } + } + // tokenStart unused; loop continues with i past the token + if (i == tokenStart) { + // safety: never advance past end without consuming + break; + } + } + return tokens == 0 ? Double.NaN : (double) pureTokens / tokens; + } + + // ----------------------------------------------------------------------- + // Script-cluster helper (CJK grouped; others stand alone) + // ----------------------------------------------------------------------- + + static boolean sameScriptCluster(int cpA, int cpB) { + return scriptClusterOf(cpA).equals(scriptClusterOf(cpB)); + } + + private static String scriptClusterOf(int cp) { + Character.UnicodeScript s = Character.UnicodeScript.of(cp); + switch (s) { + case HAN: + case HIRAGANA: + case KATAKANA: + case HANGUL: + case BOPOMOFO: + return "CJK"; + default: + return s.name(); + } + } +} diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/AnalyzeHanByBlock.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/AnalyzeHanByBlock.java deleted file mode 100644 index 08b2aa4eb57..00000000000 --- a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/AnalyzeHanByBlock.java +++ /dev/null @@ -1,201 +0,0 @@ -/* - * Licensed to the Apache Software Foundation (ASF) under one or more - * contributor license agreements. See the NOTICE file distributed with - * this work for additional information regarding copyright ownership. - * The ASF licenses this file to You under the Apache License, Version 2.0 - * (the "License"); you may not use this file except in compliance with - * the License. You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ -package org.apache.tika.ml.junkdetect.tools; - -import java.io.BufferedReader; -import java.io.IOException; -import java.io.InputStreamReader; -import java.nio.charset.StandardCharsets; -import java.nio.file.Files; -import java.nio.file.Path; -import java.nio.file.Paths; -import java.util.ArrayList; -import java.util.Comparator; -import java.util.HashMap; -import java.util.List; -import java.util.Map; -import java.util.zip.GZIPInputStream; - -/** - * Diagnostic tool: bucket every bigram in {@code han.train.gz} (or any - * specified file) by the {@link Character.UnicodeBlock} of each codepoint, - * and report the distribution. - * - *

    Goal: determine whether HAN's 224K distinct pairs split cleanly along - * block boundaries — e.g. CJK Unified Ideographs vs. Hiragana vs. Katakana — - * which would justify routing HAN windows to language-specific sub-models in - * the v7 design. - * - *

    Usage: - *

    - *   java ... AnalyzeHanByBlock /path/to/junkdetect/han.train.gz
    - * 
    - */ -public final class AnalyzeHanByBlock { - - private AnalyzeHanByBlock() {} - - public static void main(String[] args) throws IOException { - if (args.length < 1) { - System.err.println("Usage: AnalyzeHanByBlock "); - System.exit(1); - } - Path file = Paths.get(args[0]); - - // (blockA, blockB) -> [totalBigrams, distinctSet via HashMap] - // We use Maps of Maps to keep code simple; HAN is the only file - // big enough to matter and fits in heap. - Map> byBlockPair = new HashMap<>(); - Map blockPairTotals = new HashMap<>(); - long totalN = 0; - - try (BufferedReader r = new BufferedReader( - new InputStreamReader( - new GZIPInputStream(Files.newInputStream(file)), - StandardCharsets.UTF_8))) { - String line; - while ((line = r.readLine()) != null) { - int prevCp = -1; - String prevBlock = null; - for (int i = 0; i < line.length(); ) { - int cp = line.codePointAt(i); - i += Character.charCount(cp); - String block = blockShortName(cp); - if (prevCp >= 0) { - String key = prevBlock + "|" + block; - Map set = byBlockPair.computeIfAbsent( - key, k -> new HashMap<>(256)); - long packed = ((long) prevCp << 24) | (cp & 0xFFFFFFL); - long[] c = set.get(packed); - if (c == null) { - set.put(packed, new long[]{1L}); - } else { - c[0]++; - } - blockPairTotals.computeIfAbsent(key, k -> new long[1])[0]++; - totalN++; - } - prevCp = cp; - prevBlock = block; - } - } - } - - System.out.printf("File: %s%n", file); - System.out.printf("Total bigram occurrences: %,d%n%n", totalN); - - // Sort block-pair keys by total occurrences (descending). - List> sorted = new ArrayList<>(blockPairTotals.entrySet()); - sorted.sort(Comparator.comparingLong( - (Map.Entry e) -> -e.getValue()[0])); - - System.out.printf("%-50s %14s %14s %12s %8s%n", - "block_pair", "occurrences", "distinct", "singletons", "%total"); - System.out.println(repeat('-', 105)); - - long distinctTotal = 0; - long singletonsTotal = 0; - for (Map.Entry e : sorted) { - String pair = e.getKey(); - long n = e.getValue()[0]; - Map set = byBlockPair.get(pair); - int distinct = set.size(); - int singletons = 0; - for (long[] c : set.values()) { - if (c[0] == 1) singletons++; - } - distinctTotal += distinct; - singletonsTotal += singletons; - double pct = 100.0 * n / totalN; - if (pct < 0.1 && n < 1000) { - continue; // skip tail noise rows - } - System.out.printf("%-50s %,14d %,14d %,12d %7.2f%%%n", - pair, n, distinct, singletons, pct); - } - System.out.println(repeat('-', 105)); - System.out.printf("Total distinct pairs (incl. tail): %,d%n", distinctTotal); - System.out.printf("Total singletons (incl. tail): %,d%n", singletonsTotal); - - // Roll up by individual block (left side only) to see per-block distinct counts. - System.out.println(); - System.out.println("=== Per-leading-block roll-up ==="); - Map distinctByLeadingBlock = new HashMap<>(); - Map occByLeadingBlock = new HashMap<>(); - for (Map.Entry> e : byBlockPair.entrySet()) { - String leading = e.getKey().substring(0, e.getKey().indexOf('|')); - distinctByLeadingBlock.merge(leading, (long) e.getValue().size(), Long::sum); - long sum = 0; - for (long[] c : e.getValue().values()) sum += c[0]; - occByLeadingBlock.merge(leading, sum, Long::sum); - } - List> rollup = new ArrayList<>(occByLeadingBlock.entrySet()); - rollup.sort(Comparator.comparingLong( - (Map.Entry e) -> -e.getValue())); - System.out.printf("%-35s %14s %14s%n", - "leading_block", "occurrences", "distinct(rough)"); - System.out.println(repeat('-', 70)); - for (Map.Entry e : rollup) { - System.out.printf("%-35s %,14d %,14d%n", - e.getKey(), e.getValue(), - distinctByLeadingBlock.get(e.getKey())); - } - } - - /** - * Short-name for the Unicode block containing {@code cp}. Compresses the - * many CJK-related blocks into a handful of human-readable labels. - * - *

    Splits ASCII into ASCII_DIGIT / ASCII_LETTER / ASCII_PUNCT so we can - * distinguish numerals (which are content-bearing across all scripts) from - * English-letter contamination and punctuation. - */ - private static String blockShortName(int cp) { - Character.UnicodeBlock b = Character.UnicodeBlock.of(cp); - if (b == null) return "UNK"; - - String name = b.toString(); - if (name.equals("BASIC_LATIN")) { - if (cp >= '0' && cp <= '9') return "ASCII_DIGIT"; - if ((cp >= 'A' && cp <= 'Z') || (cp >= 'a' && cp <= 'z')) return "ASCII_LETTER"; - return "ASCII_PUNCT"; - } - // Compress noisy block names for the report. - if (name.startsWith("CJK_UNIFIED_IDEOGRAPHS_EXTENSION")) { - return "CJK_EXT_" + name.substring(name.lastIndexOf('_') + 1); - } - if (name.equals("CJK_UNIFIED_IDEOGRAPHS")) return "CJK_UNIFIED"; - if (name.equals("CJK_SYMBOLS_AND_PUNCTUATION")) return "CJK_PUNCT"; - if (name.equals("CJK_COMPATIBILITY_IDEOGRAPHS")) return "CJK_COMPAT"; - if (name.equals("CJK_COMPATIBILITY_FORMS")) return "CJK_COMPAT_FORMS"; - if (name.equals("HALFWIDTH_AND_FULLWIDTH_FORMS")) return "HALF_FULL"; - if (name.equals("HIRAGANA")) return "HIRAGANA"; - if (name.equals("KATAKANA")) return "KATAKANA"; - if (name.equals("KATAKANA_PHONETIC_EXTENSIONS")) return "KATAKANA_EXT"; - if (name.equals("HANGUL_SYLLABLES")) return "HANGUL"; - if (name.equals("HANGUL_JAMO")) return "HANGUL_JAMO"; - if (name.equals("HANGUL_COMPATIBILITY_JAMO")) return "HANGUL_JAMO_C"; - if (name.equals("LATIN_1_SUPPLEMENT")) return "LATIN1"; - return name; - } - - private static String repeat(char c, int n) { - char[] buf = new char[n]; - java.util.Arrays.fill(buf, c); - return new String(buf); - } -} diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/BuildJunkTrainingData.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/BuildJunkTrainingData.java index a80fafbd6b4..451efccb36e 100644 --- a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/BuildJunkTrainingData.java +++ b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/BuildJunkTrainingData.java @@ -658,6 +658,11 @@ static String filterSentence(String text, int minBytes, double maxPuncFrac, if (text.indexOf('\uFFFD') >= 0) { return null; } + // NFD (not NFC) so combining-mark scripts (Vietnamese precomposed, + // Indic, Thai) have their marks as separate codepoints in the + // training corpus. Lets per-script bigram tables and z5 (letter- + // adjacent-to-mark) discriminate uniformly across mark-using + // scripts. Must match JunkDetector.scoreText's normalization. text = Normalizer.normalize(text, Normalizer.Form.NFC); if (text.getBytes(StandardCharsets.UTF_8).length < minBytes) { return null; diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/CountPerScriptBigrams.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/CountPerScriptBigrams.java deleted file mode 100644 index b287012ddc0..00000000000 --- a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/CountPerScriptBigrams.java +++ /dev/null @@ -1,326 +0,0 @@ -/* - * Licensed to the Apache Software Foundation (ASF) under one or more - * contributor license agreements. See the NOTICE file distributed with - * this work for additional information regarding copyright ownership. - * The ASF licenses this file to You under the Apache License, Version 2.0 - * (the "License"); you may not use this file except in compliance with - * the License. You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ -package org.apache.tika.ml.junkdetect.tools; - -import java.io.BufferedReader; -import java.io.IOException; -import java.io.InputStreamReader; -import java.nio.charset.StandardCharsets; -import java.nio.file.Files; -import java.nio.file.Path; -import java.nio.file.Paths; -import java.util.ArrayList; -import java.util.Comparator; -import java.util.HashMap; -import java.util.List; -import java.util.Map; -import java.util.stream.Stream; -import java.util.zip.GZIPInputStream; - -/** - * Diagnostic tool for sizing a per-script F1 bigram store (v7 design). - * - *

    Walks every {@code *.train.gz} in {@code dataDir}, treating each file as - * one script's corpus. Counts (cpA, cpB) codepoint-pair frequencies and - * reports, per script: - * - *

      - *
    • total bigram occurrences (N) - *
    • distinct pair count (U) - *
    • singletons — pairs seen exactly once (these are usually the - * worst candidates to keep; they often reflect OCR noise / rare - * proper nouns and inflate U without helping discrimination) - *
    • "effective" pair count = pairs seen at least {@code MIN_COUNT} times - *
    • coverage curve: how many of the top-N most-frequent pairs are needed - * to cover {x = 50, 75, 90, 95, 99, 99.9}% of all bigram occurrences - *
    • estimated v7 model size for several candidate cutoffs, assuming - * 2.25 bytes/pair (MPHF + 8-bit fingerprint + 8-bit value) - * and 1.3 bytes/pair (MPHF + 8-bit value, no fingerprint) - *
    - * - *

    Usage: - *

    - *   mvn -pl tika-ml/tika-ml-junkdetect exec:java \
    - *       -Dexec.mainClass=org.apache.tika.ml.junkdetect.tools.CountPerScriptBigrams \
    - *       -Dexec.args="/path/to/junkdetect"
    - * 
    - * - *

    No model output; this is read-only telemetry to inform the v7 sizing - * decision (see {@code 20260514-junk-retrain-v6.md}). - */ -public final class CountPerScriptBigrams { - - private static final int[] COVERAGE_PCT = {50, 75, 90, 95, 99}; - private static final double[] COVERAGE_FRAC_HI = {0.999}; - - /** Cutoffs reported in the size-estimate table. */ - private static final int[] MIN_COUNT_CUTOFFS = {1, 2, 3, 5, 10}; - - /** Bytes per retained pair for each candidate storage scheme. */ - private static final double[] BYTES_PER_PAIR_SCHEMES = {1.3, 2.25, 6.25}; - private static final String[] SCHEME_NAMES = { - "MPHF+val(1.3B)", "MPHF+fp+val(2.25B)", "open-addr+key(6.25B)"}; - - private CountPerScriptBigrams() {} - - public static void main(String[] args) throws IOException { - if (args.length < 1) { - System.err.println( - "Usage: CountPerScriptBigrams [topK-per-script]"); - System.exit(1); - } - Path dataDir = Paths.get(args[0]); - int topK = args.length >= 2 ? Integer.parseInt(args[1]) : 0; - - List trainFiles = new ArrayList<>(); - try (Stream s = Files.list(dataDir)) { - s.filter(p -> p.getFileName().toString().endsWith(".train.gz")) - .sorted() - .forEach(trainFiles::add); - } - if (trainFiles.isEmpty()) { - System.err.println("ERROR: no *.train.gz files in " + dataDir); - System.exit(1); - } - - System.out.printf("Found %d *.train.gz files in %s%n%n", - trainFiles.size(), dataDir); - System.out.printf( - "%-22s %12s %12s %12s %12s | %s%n", - "script", "total_N", "distinct_U", "singletons", - "U(>=10)", "coverage: pairs needed for [50,75,90,95,99,99.9]%"); - System.out.println(repeat('-', 140)); - - long grandTotalN = 0; - long grandTotalU = 0; - long grandTotalUge2 = 0; - long grandTotalUge10 = 0; - - // Per-script size accumulators for the global-size summary at the end. - Map perScriptStats = new HashMap<>(); - - for (Path trainFile : trainFiles) { - String fname = trainFile.getFileName().toString(); - String script = fname.substring(0, fname.length() - ".train.gz".length()) - .toUpperCase(); - - HashMap pairCounts = new HashMap<>(1 << 16); - long totalN = 0; - try (BufferedReader r = new BufferedReader( - new InputStreamReader( - new GZIPInputStream(Files.newInputStream(trainFile)), - StandardCharsets.UTF_8))) { - String line; - while ((line = r.readLine()) != null) { - int prevCp = -1; - for (int i = 0; i < line.length(); ) { - int cp = line.codePointAt(i); - i += Character.charCount(cp); - if (prevCp >= 0) { - long key = packPair(prevCp, cp); - long[] c = pairCounts.get(key); - if (c == null) { - pairCounts.put(key, new long[]{1L}); - } else { - c[0]++; - } - totalN++; - } - prevCp = cp; - } - } - } - - int distinctU = pairCounts.size(); - - long[] counts = new long[distinctU]; - int idx = 0; - for (long[] c : pairCounts.values()) { - counts[idx++] = c[0]; - } - // Sort descending for coverage curve. - java.util.Arrays.sort(counts); - // Reverse in place. - for (int i = 0, j = counts.length - 1; i < j; i++, j--) { - long t = counts[i]; - counts[i] = counts[j]; - counts[j] = t; - } - - int singletons = 0; - int uGe2 = 0; - int uGe10 = 0; - for (long c : counts) { - if (c == 1) singletons++; - if (c >= 2) uGe2++; - if (c >= 10) uGe10++; - } - - // Coverage thresholds: minimum k such that sum(counts[0..k-1]) / N >= t. - int[] coveragePairs = new int[COVERAGE_PCT.length + COVERAGE_FRAC_HI.length]; - double[] thresholds = new double[coveragePairs.length]; - for (int i = 0; i < COVERAGE_PCT.length; i++) { - thresholds[i] = COVERAGE_PCT[i] / 100.0; - } - for (int i = 0; i < COVERAGE_FRAC_HI.length; i++) { - thresholds[COVERAGE_PCT.length + i] = COVERAGE_FRAC_HI[i]; - } - long running = 0; - int tIdx = 0; - for (int k = 0; k < counts.length && tIdx < thresholds.length; k++) { - running += counts[k]; - while (tIdx < thresholds.length - && (double) running / totalN >= thresholds[tIdx]) { - coveragePairs[tIdx++] = k + 1; - } - } - // Fill any unreached thresholds with U (means: never reached, took all). - for (; tIdx < thresholds.length; tIdx++) { - coveragePairs[tIdx] = distinctU; - } - - StringBuilder cov = new StringBuilder(); - for (int i = 0; i < coveragePairs.length; i++) { - if (i > 0) cov.append(", "); - cov.append(String.format("%,d", coveragePairs[i])); - } - - System.out.printf("%-22s %,12d %,12d %,12d %,12d | %s%n", - script.toLowerCase(), - totalN, distinctU, singletons, uGe10, - cov.toString()); - - // Per-script size table. - if (topK > 0 || true) { - long[] sizeStats = new long[ - 2 + MIN_COUNT_CUTOFFS.length + BYTES_PER_PAIR_SCHEMES.length]; - sizeStats[0] = totalN; - sizeStats[1] = distinctU; - for (int i = 0; i < MIN_COUNT_CUTOFFS.length; i++) { - int minC = MIN_COUNT_CUTOFFS[i]; - int kept = 0; - for (long c : counts) { - if (c >= minC) kept++; - else break; - } - sizeStats[2 + i] = kept; - } - perScriptStats.put(script.toLowerCase(), sizeStats); - } - - // Per-script top-K dump if requested. - if (topK > 0) { - System.out.printf(" top %d pairs in %s:%n", topK, script.toLowerCase()); - List> sorted = new ArrayList<>(pairCounts.entrySet()); - sorted.sort((a, b) -> Long.compare(b.getValue()[0], a.getValue()[0])); - for (int i = 0; i < Math.min(topK, sorted.size()); i++) { - Map.Entry e = sorted.get(i); - long k = e.getKey(); - int cpA = (int) (k >>> 24); - int cpB = (int) (k & 0xFFFFFFL); - System.out.printf(" U+%04X U+%04X (%c %c) %,d%n", - cpA, cpB, - safePrint(cpA), safePrint(cpB), - e.getValue()[0]); - } - } - - grandTotalN += totalN; - grandTotalU += distinctU; - grandTotalUge2 += uGe2; - grandTotalUge10 += uGe10; - } - - System.out.println(repeat('-', 140)); - System.out.printf("%-22s %,12d %,12d %12s %,12d%n%n", - "TOTAL", grandTotalN, grandTotalU, - "-", grandTotalUge10); - - // ------------------------------------------------------------------ - // Cutoff vs. model-size summary - // ------------------------------------------------------------------ - System.out.println("=== Model-size estimates by min-count cutoff and storage scheme ==="); - System.out.println("(sum of retained pairs across all scripts × bytes-per-pair)"); - System.out.println(); - System.out.printf("%-12s", "cutoff"); - for (String name : SCHEME_NAMES) { - System.out.printf(" %20s", name); - } - System.out.printf(" %20s%n", "retained_pairs"); - System.out.println(repeat('-', 12 + (SCHEME_NAMES.length + 1) * 21)); - - for (int i = 0; i < MIN_COUNT_CUTOFFS.length; i++) { - long retained = 0; - for (long[] stats : perScriptStats.values()) { - retained += stats[2 + i]; - } - System.out.printf("min_count>=%-2d", MIN_COUNT_CUTOFFS[i]); - for (double bpp : BYTES_PER_PAIR_SCHEMES) { - double bytes = retained * bpp; - System.out.printf(" %18s ", humanBytes(bytes)); - } - System.out.printf(" %,20d%n", retained); - } - - System.out.println(); - System.out.println("Per-script pair counts retained at each cutoff:"); - System.out.printf("%-22s", "script"); - for (int c : MIN_COUNT_CUTOFFS) { - System.out.printf(" %12s", ">=" + c); - } - System.out.println(); - List> sortedScripts = - new ArrayList<>(perScriptStats.entrySet()); - sortedScripts.sort(Comparator.comparingLong( - (Map.Entry e) -> -e.getValue()[1])); - for (Map.Entry e : sortedScripts) { - System.out.printf("%-22s", e.getKey()); - for (int i = 0; i < MIN_COUNT_CUTOFFS.length; i++) { - System.out.printf(" %,12d", e.getValue()[2 + i]); - } - System.out.println(); - } - } - - /** Pack two codepoints (each up to 21 bits) into a single long. */ - private static long packPair(int cpA, int cpB) { - return ((long) cpA << 24) | (cpB & 0xFFFFFFL); - } - - private static char safePrint(int cp) { - if (cp < 0x20 || cp == 0x7F || !Character.isDefined(cp)) { - return '.'; - } - if (Character.charCount(cp) != 1) { - return '?'; - } - return (char) cp; - } - - private static String repeat(char c, int n) { - char[] buf = new char[n]; - java.util.Arrays.fill(buf, c); - return new String(buf); - } - - private static String humanBytes(double bytes) { - if (bytes < 1024) return String.format("%.0f B", bytes); - if (bytes < 1024 * 1024) return String.format("%.1f KB", bytes / 1024.0); - if (bytes < 1024L * 1024 * 1024) return String.format("%.2f MB", bytes / (1024.0 * 1024)); - return String.format("%.2f GB", bytes / (1024.0 * 1024 * 1024)); - } -} diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/EvalJunkOnCharsetDevtest.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/EvalJunkOnCharsetDevtest.java index 30d175a4b12..4f63e7ce25f 100644 --- a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/EvalJunkOnCharsetDevtest.java +++ b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/EvalJunkOnCharsetDevtest.java @@ -43,6 +43,8 @@ import java.util.zip.GZIPInputStream; import org.apache.tika.ml.junkdetect.JunkDetector; +import org.apache.tika.ml.junkdetect.TextQualityFeatures; +import org.apache.tika.ml.junkdetect.TextQualityFeatures.StripMode; import org.apache.tika.quality.TextQualityScore; /** @@ -57,13 +59,20 @@ * *

    Output (TSVs): *

      - *
    • detail.tsv: one row per (labeled_cs, script, wrong_cs, length). - * Columns: n, mean_clean_z, mean_mojibake_z, cohens_d, mean_margin, - * p5_margin, p50_margin, fpr, tpr.
    • + *
    • detail.tsv: one row per (strip_mode × labeled_cs × script × + * wrong_cs × length). Columns: n, mean_clean_z, mean_mojibake_z, + * cohens_d, mean_margin, p5_margin, p50_margin, fpr, tpr.
    • *
    • summary.tsv: macro-averaged across wrong charsets, per - * (script, length). The headline "is this script in trouble?" view.
    • - *
    • script_pivot.tsv: per-script rollup across all lengths + - * wrong charsets. Single-number-per-script view for spot inversion.
    • + * (strip_mode, script, length). The headline "is this script in + * trouble?" view. + *
    • script_pivot.tsv: per-(strip_mode, script) rollup across all + * lengths + wrong charsets.
    • + *
    • per_record.tsv (when {@code --per-record} is set): one row + * per individual (record × strip_mode × wrong_cs) — wide feature + * columns z1..z4 from {@link JunkDetector#scoreWithFeatureComponents} + * plus z5..z9 from {@link TextQualityFeatures}, for both the clean + * and mojibake decode. This is the substrate for the Phase-2 + * feature study.
    • *
    * *

    "Margin" is the per-record paired difference {@code clean_z - @@ -76,18 +85,21 @@ *

      *   ./mvnw -pl tika-ml/tika-ml-junkdetect exec:java \
      *     -Dexec.mainClass=org.apache.tika.ml.junkdetect.tools.EvalJunkOnCharsetDevtest \
    - *     -Dexec.args="--devtest-dir ~/data/charsets/devtest --output-dir /tmp/v5-baseline"
    + *     -Dexec.args="--devtest-dir ~/data/charsets/devtest --output-dir /tmp/eval \
    + *                  --strip-modes NONE,WHITESPACE,WHITESPACE_CONTROL,ALL_COMMON \
    + *                  --per-record /tmp/eval/per_record.tsv --per-record-max 50"
      * 
    */ public class EvalJunkOnCharsetDevtest { /** - * Curated set of wrong charsets to cross-decode every labeled charset - * against. Chosen to span the common real-world mojibake families: - * Western Latin (cp1252, ISO-8859-1, MacRoman), CJK over-claim (GB18030, - * Big5-HKSCS, Shift_JIS), Cyrillic (KOI8-R, cp1251), Arabic (cp1256), - * EBCDIC over-claim (IBM424), DOS Latin (IBM850), and UTF-8 (catches - * non-UTF8 bytes as replacement-character garbage). + * Global wrong-charset fallback used for any labeled charset not present + * in {@link #PER_SOURCE_WRONG_CHARSETS}. Spans the common real-world + * mojibake families: Western Latin (cp1252, ISO-8859-1, MacRoman), CJK + * over-claim (GB18030, Big5-HKSCS, Shift_JIS), Cyrillic (KOI8-R, + * cp1251), Arabic (cp1256), EBCDIC over-claim (IBM424), DOS Latin + * (IBM850), and UTF-8 (catches non-UTF-8 bytes as replacement-char + * garbage). */ private static final List DEFAULT_WRONG_CHARSETS = List.of( "windows-1252", "ISO-8859-1", "x-MacRoman", @@ -97,8 +109,98 @@ public class EvalJunkOnCharsetDevtest { "IBM850", "UTF-8" ); - /** Source-byte length buckets to slice records into. */ - private static final int[] DEFAULT_LENGTHS = {20, 50, 100, 200, 500, 1000}; + /** + * Per-source-charset curated wrong-charset lists. Targets the failure + * cohorts surfaced by the 29 K CommonCrawl A-vs-B eval (Polish + * windows-1250↔1252, Masada Cyrillic windows-1251↔1255, Portuguese + * windows-1252↔ISO-8859-3, German windows-1252↔x-MacRoman, etc.). + * Anything not in this map uses {@link #DEFAULT_WRONG_CHARSETS}. + */ + private static final Map> PER_SOURCE_WRONG_CHARSETS; + + static { + Map> m = new LinkedHashMap<>(); + // Polish / Czech / Slovak / Hungarian / Croatian — the emblem case + m.put("windows-1250", List.of( + "windows-1252", "windows-1257", "ISO-8859-3", + "ISO-8859-2", "x-MacRoman", "IBM852")); + // Cyrillic — Masada cohort + m.put("windows-1251", List.of( + "windows-1252", "windows-1255", "windows-1258", + "KOI8-R", "ISO-8859-3", "GB18030")); + // Western Latin — Portuguese ISO-8859-3, German MacRoman. Includes + // UTF-16LE/BE because TIKA-4683 was specifically ASCII source + // mis-decoded as UTF-16 → dense CJK (every byte-pair becomes a + // Han codepoint, so "alphabetic" goes UP while the text is junk). + m.put("windows-1252", List.of( + "windows-1250", "ISO-8859-3", "x-MacRoman", + "IBM850", "IBM852", "IBM866", + "UTF-16LE", "UTF-16BE")); + // Greek + m.put("windows-1253", List.of( + "windows-1252", "ISO-8859-3", "windows-1254")); + // Turkish + m.put("windows-1254", List.of( + "windows-1252", "windows-1250", "ISO-8859-9")); + // Hebrew + m.put("windows-1255", List.of( + "windows-1252", "windows-1251", "ISO-8859-8")); + // Arabic + m.put("windows-1256", List.of( + "windows-1252", "UTF-8", "ISO-8859-6")); + // Baltic + m.put("windows-1257", List.of( + "windows-1250", "windows-1252", "ISO-8859-13")); + // Vietnamese + m.put("windows-1258", List.of( + "windows-1252", "windows-1250", "ISO-8859-3")); + // ISO Latin-15 (ISO-8859-1's later cousin; same charset slot for + // ISO-8859-1 is set below alongside the UTF-16 entries) + m.put("ISO-8859-15", List.of( + "windows-1252", "windows-1250", "x-MacRoman", "UTF-8")); + // KOI8 vs Windows Cyrillic + m.put("KOI8-R", List.of( + "windows-1251", "windows-1252", "KOI8-U")); + m.put("KOI8-U", List.of( + "windows-1251", "windows-1252", "KOI8-R")); + // CJK siblings + m.put("GB18030", List.of( + "EUC-JP", "Big5-HKSCS", "Shift_JIS", + "x-windows-949", "windows-1252")); + m.put("Big5-HKSCS", List.of( + "GB18030", "EUC-JP", "Shift_JIS")); + m.put("EUC-JP", List.of( + "Shift_JIS", "GB18030", "Big5-HKSCS")); + m.put("Shift_JIS", List.of( + "EUC-JP", "GB18030", "Big5-HKSCS")); + m.put("x-windows-949", List.of( + "GB18030", "EUC-JP", "Shift_JIS")); + // UTF-8 — the must-not-regress cohort (mis-declared meta tags). + // UTF-16LE/BE here exercise the AIT5/TIKA-4683-shape failure + // where multi-byte UTF-8 gets re-cast as 16-bit CJK ideographs. + m.put("UTF-8", List.of( + "windows-1252", "windows-1250", "ISO-8859-1", + "UTF-16LE", "UTF-16BE")); + // ISO-8859-1 — also exercises the UTF-16-as-CJK trap (Western Latin + // bytes interpreted as UTF-16 produce dense CJK) + m.put("ISO-8859-1", List.of( + "windows-1252", "windows-1250", "x-MacRoman", + "UTF-8", "UTF-16LE", "UTF-16BE")); + // ISO-8859-2 (synthesized from windows-1250) — the Polish ¶ case. + // Cross-decoding ISO-8859-2 bytes as windows-1250 reproduces the + // ci¶nienia split-word mojibake that motivated this whole eval. + m.put("ISO-8859-2", List.of( + "windows-1250", "windows-1252", "ISO-8859-3")); + PER_SOURCE_WRONG_CHARSETS = Collections.unmodifiableMap(m); + } + + /** + * Source-byte length buckets to slice records into. Includes very short + * buckets (5, 10, 15) because the Polish split-word case is exactly a + * single ~10-byte word (e.g. {@code ciśnienia}), and the per-feature + * discrimination at that length is the headline thing this eval is for. + */ + private static final int[] DEFAULT_LENGTHS = {5, 10, 15, 20, 50, 100, 200, 500}; /** Cap on records loaded per labeled-charset file. */ private static final int DEFAULT_MAX_RECORDS = 2000; @@ -109,6 +211,51 @@ public class EvalJunkOnCharsetDevtest { /** Minimum number of paired (clean, mojibake) samples per cell to emit a row. */ private static final int MIN_SAMPLES_PER_CELL = 30; + /** Cap on records emitted to per_record.tsv per (labeled × length × wrong) cell. */ + private static final int DEFAULT_PER_RECORD_MAX = 50; + + /** Default strip modes to evaluate (matches Phase-1 plan). */ + private static final List DEFAULT_STRIP_MODES = List.of( + StripMode.NONE, + StripMode.WHITESPACE, + StripMode.WHITESPACE_CONTROL, + StripMode.ALL_COMMON); + + /** + * Synthetic source-charset definitions. For each entry, the eval reads + * records from {@code .bin.gz} in the devtest dir, decodes + * them as {@code sourceCharset}, then re-encodes the resulting Unicode + * under the synthetic charset (the map key). The resulting bytes are + * then treated as if they had been read from a labeled-with-the-key + * file. + * + *

    Needed because the training corpus only has Windows codepages + * ({@code windows-1250.bin.gz}, etc.) but the real-world Polish + * {@code ci¶nienia} failure mode requires ISO-8859-2 bytes (where + * {@code ś = 0xB6}, not the windows-1250 {@code 0x9C}). Re-encoding + * windows-1250 Polish records as ISO-8859-2 gives us labeled + * ISO-8859-2 data that, when cross-decoded back as windows-1250, + * reproduces the {@code ¶}-splits-word pattern. + */ + private static final Map SYNTHETIC_SOURCES; + + static { + Map m = new LinkedHashMap<>(); + m.put("ISO-8859-2", + new SyntheticSource("windows-1250", "windows-1250")); + SYNTHETIC_SOURCES = Collections.unmodifiableMap(m); + } + + private static final class SyntheticSource { + final String sourceFileBasename; // without .bin.gz suffix + final String sourceCharset; + + SyntheticSource(String sourceFileBasename, String sourceCharset) { + this.sourceFileBasename = sourceFileBasename; + this.sourceCharset = sourceCharset; + } + } + public static void main(String[] args) throws IOException { Path devtestDir = Paths.get(System.getProperty("user.home"), "data", "charsets", "devtest"); @@ -117,8 +264,13 @@ public static void main(String[] args) throws IOException { int maxRecords = DEFAULT_MAX_RECORDS; int[] lengths = DEFAULT_LENGTHS; float threshold = DEFAULT_THRESHOLD; - List wrongCharsets = DEFAULT_WRONG_CHARSETS; + List wrongCharsetsOverride = null; List labeledFilter = null; + boolean usePerSourceMap = true; + List stripModes = DEFAULT_STRIP_MODES; + Path perRecordPath = null; + int perRecordMax = DEFAULT_PER_RECORD_MAX; + boolean wordMode = false; for (int i = 0; i < args.length; i++) { switch (args[i]) { @@ -142,11 +294,27 @@ public static void main(String[] args) throws IOException { .mapToInt(Integer::parseInt).toArray(); break; case "--wrong-charsets": - wrongCharsets = Arrays.asList(args[++i].split(",")); + wrongCharsetsOverride = Arrays.asList(args[++i].split(",")); + usePerSourceMap = false; + break; + case "--no-per-source-map": + usePerSourceMap = false; break; case "--only": labeledFilter = Arrays.asList(args[++i].split(",")); break; + case "--strip-modes": + stripModes = parseStripModes(args[++i]); + break; + case "--per-record": + perRecordPath = Paths.get(args[++i]); + break; + case "--per-record-max": + perRecordMax = Integer.parseInt(args[++i]); + break; + case "--word-mode": + wordMode = true; + break; default: System.err.println("Unknown arg: " + args[i]); printUsage(); @@ -172,17 +340,12 @@ public static void main(String[] args) throws IOException { System.err.println(" max-records: " + maxRecords); System.err.println(" lengths: " + Arrays.toString(lengths)); System.err.println(" threshold: " + threshold); - System.err.println(" wrong-cs: " + wrongCharsets); - - // Resolve wrong charsets (skip any the JVM doesn't have) - Map resolvedWrong = new LinkedHashMap<>(); - for (String name : wrongCharsets) { - Charset cs = tryGetCharset(name); - if (cs == null) { - System.err.println(" WARN: wrong-charset unavailable: " + name); - continue; - } - resolvedWrong.put(name, cs); + System.err.println(" strip-modes: " + stripModes); + System.err.println(" per-source map: " + (usePerSourceMap ? "yes" : "no")); + System.err.println(" word-mode: " + wordMode); + if (perRecordPath != null) { + System.err.println(" per-record: " + perRecordPath + + " (max " + perRecordMax + " per cell)"); } List files; @@ -204,13 +367,21 @@ public static void main(String[] args) throws IOException { List allRows = new ArrayList<>(); try (PrintWriter detail = new PrintWriter( - Files.newBufferedWriter(detailPath, StandardCharsets.UTF_8))) { + Files.newBufferedWriter(detailPath, StandardCharsets.UTF_8)); + PrintWriter perRecord = perRecordPath != null + ? new PrintWriter(Files.newBufferedWriter(perRecordPath, + StandardCharsets.UTF_8)) + : null) { - detail.println("labeled_cs\tscript\twrong_cs\tlength\tn" + detail.println("strip_mode\tlabeled_cs\tscript\twrong_cs\tlength\tn" + "\tmean_clean_z\tmean_mojibake_z\tcohens_d" + "\tmean_margin\tp5_margin\tp50_margin" + "\tfpr\ttpr"); + if (perRecord != null) { + perRecord.println(perRecordHeader()); + } + for (Path file : files) { String labeledName = filenameToCharsetName(file); if (labeledFilter != null && !labeledFilter.contains(labeledName)) { @@ -221,77 +392,213 @@ public static void main(String[] args) throws IOException { System.err.println(" SKIP: labeled charset unavailable: " + labeledName); continue; } - List records = readRecords(file, maxRecords); - if (records.size() < MIN_SAMPLES_PER_CELL) { - System.err.printf(" SKIP %s: only %d records%n", - labeledName, records.size()); + processLabeled(detector, detail, perRecord, allRows, + labeledName, labeled, records, + stripModes, lengths, threshold, + wrongCharsetsOverride, usePerSourceMap, perRecordMax, + false, wordMode); + } + + // Synthetic sources: re-encode a known charset's records under + // a charset that has no devtest file of its own. Used to + // reproduce the Polish ¶ failure (synthesize ISO-8859-2 bytes + // from windows-1250 records). + for (Map.Entry e : SYNTHETIC_SOURCES.entrySet()) { + String synthName = e.getKey(); + if (labeledFilter != null && !labeledFilter.contains(synthName)) { + continue; + } + Charset synth = tryGetCharset(synthName); + if (synth == null) { + System.err.println(" SKIP synthetic: charset unavailable: " + synthName); + continue; + } + SyntheticSource src = e.getValue(); + Path sourceFile = devtestDir.resolve(src.sourceFileBasename + ".bin.gz"); + if (!Files.isReadable(sourceFile)) { + System.err.println(" SKIP synthetic " + synthName + + ": source file missing: " + sourceFile); continue; } + Charset sourceCs = tryGetCharset(src.sourceCharset); + if (sourceCs == null) { + System.err.println(" SKIP synthetic " + synthName + + ": source charset unavailable: " + src.sourceCharset); + continue; + } + List sourceRecords = readRecords(sourceFile, maxRecords); + List synthRecords = + synthesizeRecords(sourceRecords, sourceCs, synth); + System.err.printf("%n=== synthetic %s ← %s round-trip: kept %d / %d records ===%n", + synthName, src.sourceCharset, synthRecords.size(), + sourceRecords.size()); + processLabeled(detector, detail, perRecord, allRows, + synthName, synth, synthRecords, + stripModes, lengths, threshold, + wrongCharsetsOverride, usePerSourceMap, perRecordMax, + true, wordMode); + } + } - System.err.printf("%n--- %s (%d records) ---%n", - labeledName, records.size()); + writeSummary(summaryPath, allRows, lengths); + writeScriptPivot(pivotPath, allRows); - for (int len : lengths) { - List slices = sliceToLength(records, len); - if (slices.size() < MIN_SAMPLES_PER_CELL) { - continue; - } + System.err.println("\nWrote " + detailPath); + System.err.println("Wrote " + summaryPath); + System.err.println("Wrote " + pivotPath); + if (perRecordPath != null) { + System.err.println("Wrote " + perRecordPath); + } + System.err.println("Done."); + } - // Decode all slices under labeled (clean) once - List cleanTexts = decodeAll(slices, labeled); - List cleanZs = scoreAll(detector, cleanTexts); - if (cleanZs.size() < MIN_SAMPLES_PER_CELL) { - continue; - } + // ----------------------------------------------------------------------- + // Per-labeled-charset processing (shared by real-file and synthetic loops) + // ----------------------------------------------------------------------- - // Detect script from a sample of the clean decoded text - String script = detectDominantScript( - cleanTexts.get(cleanTexts.size() / 2)); + private static void processLabeled(JunkDetector detector, + PrintWriter detail, PrintWriter perRecord, + List allRows, + String labeledName, Charset labeled, + List records, + List stripModes, + int[] lengths, + float threshold, + List wrongCharsetsOverride, + boolean usePerSourceMap, + int perRecordMax, + boolean synthetic, + boolean wordMode) { + if (records.size() < MIN_SAMPLES_PER_CELL) { + System.err.printf(" SKIP %s: only %d records%n", + labeledName, records.size()); + return; + } + List wrongCharsetNames = resolveWrongCharsets( + labeledName, wrongCharsetsOverride, usePerSourceMap); + Map resolvedWrong = resolveCharsets(wrongCharsetNames); + + System.err.printf("%n--- %s%s (%d records, wrong=%s) ---%n", + labeledName, synthetic ? " (synthetic)" : "", + records.size(), wrongCharsetNames); + + // Word-mode replaces the length-bucket loop with a single bucket of + // whitespace-delimited tokens (length-in-bytes = WORD_MODE_LEN_SENTINEL + // for reporting; actual sizes vary per token). + int[] effectiveLengths = wordMode + ? new int[]{WORD_MODE_LEN_SENTINEL} : lengths; + + for (StripMode strip : stripModes) { + for (int len : effectiveLengths) { + List slices = wordMode + ? extractTokens(records, labeled) + : sliceToLength(records, len); + if (slices.size() < MIN_SAMPLES_PER_CELL) { + continue; + } - for (Map.Entry entry : resolvedWrong.entrySet()) { - String wrongName = entry.getKey(); - Charset wrongCs = entry.getValue(); - if (equalCharset(labeled, wrongCs)) { - continue; // can't be its own mojibake - } + List cleanTextsRaw = decodeAll(slices, labeled); + List cleanTexts = applyStrip(cleanTextsRaw, strip); + List cleanZs = scoreAll(detector, cleanTexts); + if (cleanZs.size() < MIN_SAMPLES_PER_CELL) { + continue; + } - List mojiTexts = decodeAll(slices, wrongCs); - // Pair cleanTexts[i] with mojiTexts[i] by source record - Row row = scorePairs(detector, script, labeledName, - wrongName, len, cleanTexts, mojiTexts, - cleanZs, threshold); - if (row == null) { - continue; - } - allRows.add(row); - detail.println(row.toTsv()); + String script = detectDominantScript( + cleanTextsRaw.get(cleanTextsRaw.size() / 2)); + + List cleanFeats = perRecord != null + ? snapshotAll(detector, cleanTexts) + : null; + + for (Map.Entry entry : resolvedWrong.entrySet()) { + String wrongName = entry.getKey(); + Charset wrongCs = entry.getValue(); + if (equalCharset(labeled, wrongCs)) { + continue; // can't be its own mojibake + } + + List mojiTextsRaw = decodeAll(slices, wrongCs); + List mojiTexts = applyStrip(mojiTextsRaw, strip); + + Row row = scorePairs(detector, strip, script, labeledName, + wrongName, len, cleanTexts, mojiTexts, + cleanZs, threshold); + if (row == null) { + continue; } - detail.flush(); - System.err.printf(" len=%4d n_clean=%d cells=%d%n", - len, cleanZs.size(), - allRows.stream() - .filter(r -> r.labeledCs.equals(labeledName) - && r.length == len) - .count()); + allRows.add(row); + detail.println(row.toTsv()); + + if (perRecord != null) { + List mojiFeats = + snapshotAll(detector, mojiTexts); + writePerRecord(perRecord, labeledName + (synthetic ? " (syn)" : ""), + strip, labeledName, script, wrongName, len, + cleanTexts, mojiTexts, + cleanFeats, mojiFeats, perRecordMax); + } + } + detail.flush(); + if (perRecord != null) { + perRecord.flush(); } + System.err.printf(" strip=%-18s len=%4d n_clean=%d%n", + strip, len, cleanZs.size()); } } + } - writeSummary(summaryPath, allRows, lengths); - writeScriptPivot(pivotPath, allRows); + // ----------------------------------------------------------------------- + // Synthetic source generation: source bytes → Unicode → synthetic bytes. + // ----------------------------------------------------------------------- - System.err.println("\nWrote " + detailPath); - System.err.println("Wrote " + summaryPath); - System.err.println("Wrote " + pivotPath); - System.err.println("Done."); + private static List synthesizeRecords(List sourceRecords, + Charset sourceCs, + Charset synthCs) { + CharsetDecoder dec = sourceCs.newDecoder() + .onMalformedInput(CodingErrorAction.REPLACE) + .onUnmappableCharacter(CodingErrorAction.REPLACE); + java.nio.charset.CharsetEncoder enc = synthCs.newEncoder() + .onMalformedInput(CodingErrorAction.REPLACE) + .onUnmappableCharacter(CodingErrorAction.REPLACE) + .replaceWith(new byte[]{(byte) 0x3F}); // '?' for unmappable + List out = new ArrayList<>(); + for (byte[] src : sourceRecords) { + String text; + try { + text = dec.decode(ByteBuffer.wrap(src)).toString(); + } catch (CharacterCodingException e) { + continue; + } + if (text.isEmpty()) { + continue; + } + byte[] synth; + try { + java.nio.ByteBuffer bb = enc.encode(java.nio.CharBuffer.wrap(text)); + synth = new byte[bb.remaining()]; + bb.get(synth); + } catch (CharacterCodingException e) { + continue; + } + // No fidelity filter — lossy round-trips just mean the synthetic + // bytes contain more '?' chars (which become a replacement-ratio + // signal in the eval, not a discard reason). + if (synth.length > 0) { + out.add(synth); + } + } + return out; } // ----------------------------------------------------------------------- - // Per-cell scoring (one labeled × wrong × length cell) + // Per-cell scoring (one strip × labeled × wrong × length cell) // ----------------------------------------------------------------------- private static Row scorePairs(JunkDetector detector, + StripMode strip, String script, String labeledName, String wrongName, int length, @@ -299,8 +606,6 @@ private static Row scorePairs(JunkDetector detector, List mojiTexts, List cleanZsPre, float threshold) { - // cleanZsPre is the already-scored clean text (avoid re-scoring per wrong cs). - // We re-score only the mojibake side here. int n = Math.min(cleanTexts.size(), mojiTexts.size()); List cleanZs = new ArrayList<>(n); List mojiZs = new ArrayList<>(n); @@ -312,6 +617,9 @@ private static Row scorePairs(JunkDetector detector, continue; } float mz = ms.getZScore(); + if (Float.isNaN(cz)) { + continue; + } cleanZs.add(cz); mojiZs.add(mz); margins.add(cz - mz); @@ -319,10 +627,228 @@ private static Row scorePairs(JunkDetector detector, if (margins.size() < MIN_SAMPLES_PER_CELL) { return null; } - return new Row(labeledName, script, wrongName, length, + return new Row(strip, labeledName, script, wrongName, length, cleanZs, mojiZs, margins, threshold); } + // ----------------------------------------------------------------------- + // Per-record output (Phase 2 feature study) + // ----------------------------------------------------------------------- + + private static String perRecordHeader() { + return "strip_mode\tlabeled_cs\tscript\twrong_cs\tlength\trecord_idx" + + "\tclean_logit\twrong_logit\tmargin" + + "\tclean_z1\tclean_z2\tclean_z3\tclean_z4" + + "\twrong_z1\twrong_z2\twrong_z3\twrong_z4" + + "\tclean_alphabetic_ratio\twrong_alphabetic_ratio" + + "\tclean_letter_pair_density\twrong_letter_pair_density" + + "\tclean_high_byte_entropy\twrong_high_byte_entropy" + + "\tclean_replacement_ratio\twrong_replacement_ratio" + + "\tclean_replacement_count\twrong_replacement_count" + + "\tclean_per_word_script_purity\twrong_per_word_script_purity" + + "\tclean_combining_mark_ratio\twrong_combining_mark_ratio" + + "\tclean_letter_adj_mark_ratio\twrong_letter_adj_mark_ratio" + + "\tclean_dominant_script\twrong_dominant_script" + + "\tn_cp_clean\tn_differing_cp" + + "\tclean_text\twrong_text"; + } + + private static void writePerRecord(PrintWriter out, String fileName, + StripMode strip, + String labeledName, String script, + String wrongName, int len, + List cleanTexts, + List mojiTexts, + List cleanFeats, + List mojiFeats, + int maxRecords) { + int n = Math.min(cleanFeats.size(), mojiFeats.size()); + int emitted = 0; + for (int i = 0; i < n && emitted < maxRecords; i++) { + FeatureSnapshot c = cleanFeats.get(i); + FeatureSnapshot w = mojiFeats.get(i); + if (c.logit != c.logit || w.logit != w.logit) { // NaN check + continue; + } + String cText = cleanTexts.get(i); + String wText = mojiTexts.get(i); + int nCpClean = cText.codePointCount(0, cText.length()); + int nDiffCp = countDifferingCodepoints(cText, wText); + float margin = c.logit - w.logit; + out.printf("%s\t%s\t%s\t%s\t%d\t%d" + + "\t%.4f\t%.4f\t%.4f" + + "\t%.4f\t%.4f\t%.4f\t%.4f" + + "\t%.4f\t%.4f\t%.4f\t%.4f" + + "\t%.4f\t%.4f" + + "\t%.4f\t%.4f" + + "\t%.4f\t%.4f" + + "\t%.4f\t%.4f" + + "\t%d\t%d" + + "\t%.4f\t%.4f" + + "\t%.4f\t%.4f" + + "\t%.4f\t%.4f" + + "\t%s\t%s" + + "\t%d\t%d" + + "\t%s\t%s%n", + strip, labeledName, script, wrongName, len, i, + c.logit, w.logit, margin, + c.z1, c.z2, c.z3, c.z4, + w.z1, w.z2, w.z3, w.z4, + c.alphabeticRatio, w.alphabeticRatio, + c.letterPairDensity, w.letterPairDensity, + c.highByteEntropy, w.highByteEntropy, + c.replacementRatio, w.replacementRatio, + c.replacementCount, w.replacementCount, + c.perWordScriptPurity, w.perWordScriptPurity, + c.combiningMarkRatio, w.combiningMarkRatio, + c.letterAdjacentToMarkRatio, w.letterAdjacentToMarkRatio, + c.dominantScript, w.dominantScript, + nCpClean, nDiffCp, + escapeForTsv(cText, 80), + escapeForTsv(wText, 80)); + emitted++; + } + } + + /** + * Render {@code s} for inclusion in a TSV cell: replace every control, + * format, and tab/newline codepoint with a {@code } escape so + * the row remains parseable. Truncate to {@code maxCp} codepoints + * with a trailing ellipsis to keep TSV rows manageable. + */ + private static String escapeForTsv(String s, int maxCp) { + if (s == null) { + return ""; + } + StringBuilder sb = new StringBuilder(); + int kept = 0; + for (int i = 0; i < s.length(); ) { + int cp = s.codePointAt(i); + i += Character.charCount(cp); + if (kept >= maxCp) { + sb.append("…"); + break; + } + kept++; + if (cp == '\t' || cp == '\n' || cp == '\r' || cp == '\\' + || Character.getType(cp) == Character.CONTROL + || Character.getType(cp) == Character.FORMAT) { + sb.append(String.format("", cp)); + } else { + sb.appendCodePoint(cp); + } + } + return sb.toString(); + } + + private static int countDifferingCodepoints(String a, String b) { + int[] ac = a.codePoints().toArray(); + int[] bc = b.codePoints().toArray(); + int n = Math.min(ac.length, bc.length); + int diff = 0; + for (int i = 0; i < n; i++) { + if (ac[i] != bc[i]) { + diff++; + } + } + diff += Math.abs(ac.length - bc.length); + return diff; + } + + private static List snapshotAll(JunkDetector detector, + List texts) { + List out = new ArrayList<>(texts.size()); + for (String t : texts) { + out.add(FeatureSnapshot.of(detector, t)); + } + return out; + } + + private static final class FeatureSnapshot { + final float z1, z2, z3, z4, logit; + final String dominantScript; + final double alphabeticRatio; + final double letterPairDensity; + final double highByteEntropy; + final double replacementRatio; + final int replacementCount; + final double perWordScriptPurity; + final double combiningMarkRatio; + final double letterAdjacentToMarkRatio; + + FeatureSnapshot(float z1, float z2, float z3, float z4, float logit, + String dominantScript, + double alphabeticRatio, double letterPairDensity, + double highByteEntropy, + double replacementRatio, int replacementCount, + double perWordScriptPurity, + double combiningMarkRatio, + double letterAdjacentToMarkRatio) { + this.z1 = z1; + this.z2 = z2; + this.z3 = z3; + this.z4 = z4; + this.logit = logit; + this.dominantScript = dominantScript; + this.alphabeticRatio = alphabeticRatio; + this.letterPairDensity = letterPairDensity; + this.highByteEntropy = highByteEntropy; + this.replacementRatio = replacementRatio; + this.replacementCount = replacementCount; + this.perWordScriptPurity = perWordScriptPurity; + this.combiningMarkRatio = combiningMarkRatio; + this.letterAdjacentToMarkRatio = letterAdjacentToMarkRatio; + } + + static FeatureSnapshot of(JunkDetector detector, String text) { + JunkDetector.FeatureComponents fc = + detector.scoreWithFeatureComponents(text); + return new FeatureSnapshot( + fc.z1, fc.z2, fc.z3, fc.z4, fc.logit, + fc.dominantScript == null ? "-" : fc.dominantScript, + TextQualityFeatures.alphabeticRatio(text), + TextQualityFeatures.letterPairDensity(text), + TextQualityFeatures.highByteEntropy(text), + TextQualityFeatures.replacementRatio(text), + TextQualityFeatures.replacementCount(text), + TextQualityFeatures.perWordScriptPurity(text), + TextQualityFeatures.combiningMarkRatio(text), + TextQualityFeatures.letterAdjacentToMarkRatio(text)); + } + } + + // ----------------------------------------------------------------------- + // Wrong-charset list resolution + // ----------------------------------------------------------------------- + + private static List resolveWrongCharsets(String labeledName, + List override, + boolean usePerSourceMap) { + if (override != null) { + return override; + } + if (usePerSourceMap) { + List perSource = PER_SOURCE_WRONG_CHARSETS.get(labeledName); + if (perSource != null) { + return perSource; + } + } + return DEFAULT_WRONG_CHARSETS; + } + + private static Map resolveCharsets(List names) { + Map out = new LinkedHashMap<>(); + for (String n : names) { + Charset cs = tryGetCharset(n); + if (cs != null) { + out.put(n, cs); + } else { + System.err.println(" WARN: wrong-charset unavailable: " + n); + } + } + return out; + } + // ----------------------------------------------------------------------- // I/O: read the gzipped length-prefixed record format // ----------------------------------------------------------------------- @@ -347,16 +873,97 @@ private static List readRecords(Path file, int maxRecords) throws IOExce return records; } + /** + * Tile each record into contiguous {@code len}-byte slices. A 500-byte + * record at {@code len=10} yields 50 slices, not 1. This dramatically + * increases the short-length sample count without needing more records, + * which matters because the short-string buckets (5, 10, 15) are the + * focus of this eval. Caps total slices per length to avoid runaway + * memory on extreme combinations. + */ private static List sliceToLength(List records, int len) { List slices = new ArrayList<>(); + int cap = MAX_SLICES_PER_LENGTH; + outer: for (byte[] r : records) { - if (r.length >= len) { - slices.add(Arrays.copyOf(r, len)); + int n = r.length / len; + for (int i = 0; i < n; i++) { + slices.add(Arrays.copyOfRange(r, i * len, (i + 1) * len)); + if (slices.size() >= cap) { + break outer; + } } } return slices; } + /** Cap on slices emitted per length bucket — prevents runaway growth at + * small lengths (e.g. 1000-byte records × len=5 = 200 slices each). */ + private static final int MAX_SLICES_PER_LENGTH = 20000; + + /** + * Extract whitespace-delimited tokens from records decoded under + * {@code sourceCs}, then re-encode each token under {@code sourceCs} to + * get token-sized byte sequences. Used by {@code --word-mode}: directly + * tests the "single Polish word" failure case the eval is for. Token + * length filter (in codepoints) is set by {@link #WORD_MODE_MIN_CP} and + * {@link #WORD_MODE_MAX_CP}. + * + *

    Does NOT work for CJK cohorts — CJK text has no inter-character + * whitespace, so each record collapses to one giant token that exceeds + * {@link #WORD_MODE_MAX_CP} and gets dropped. For CJK use the + * fixed-length slicing path (default). + */ + private static List extractTokens(List records, + Charset sourceCs) { + List out = new ArrayList<>(); + for (byte[] r : records) { + String text = decode(r, sourceCs); + int len = text.length(); + int i = 0; + while (i < len) { + int cp = text.codePointAt(i); + if (Character.isWhitespace(cp)) { + i += Character.charCount(cp); + continue; + } + int tokenStart = i; + int cps = 0; + while (i < len) { + int c = text.codePointAt(i); + if (Character.isWhitespace(c)) { + break; + } + cps++; + i += Character.charCount(c); + } + if (cps >= WORD_MODE_MIN_CP && cps <= WORD_MODE_MAX_CP) { + String token = text.substring(tokenStart, i); + byte[] tokenBytes = token.getBytes(sourceCs); + if (tokenBytes.length > 0) { + out.add(tokenBytes); + } + } + if (out.size() >= MAX_SLICES_PER_LENGTH) { + return out; + } + } + } + return out; + } + + private static final int WORD_MODE_MIN_CP = 3; + private static final int WORD_MODE_MAX_CP = 30; + + /** + * Length column written for word-mode rows. Word-mode produces samples + * of varying byte length, so we report a sentinel ({@code -1}) rather + * than tagging each row with the per-record token length (which would + * shatter the per-cell aggregation). Use {@code grep '\t-1\t'} or + * filter {@code length == -1} in the TSV to isolate word-mode rows. + */ + private static final int WORD_MODE_LEN_SENTINEL = -1; + private static List decodeAll(List slices, Charset cs) { List texts = new ArrayList<>(slices.size()); for (byte[] s : slices) { @@ -376,6 +983,17 @@ private static String decode(byte[] bytes, Charset cs) { } } + private static List applyStrip(List texts, StripMode mode) { + if (mode == StripMode.NONE) { + return texts; + } + List out = new ArrayList<>(texts.size()); + for (String t : texts) { + out.add(TextQualityFeatures.strip(t, mode)); + } + return out; + } + private static List scoreAll(JunkDetector detector, List texts) { List zs = new ArrayList<>(texts.size()); for (String t : texts) { @@ -397,92 +1015,103 @@ private static void writeSummary(Path summaryPath, List rows, int[] lengths) throws IOException { try (PrintWriter out = new PrintWriter( Files.newBufferedWriter(summaryPath, StandardCharsets.UTF_8))) { - out.println("script\tlength\tn_cells" + out.println("strip_mode\tscript\tlength\tn_cells" + "\tmacro_cohens_d\tmacro_mean_margin\tmacro_p5_margin" + "\tmacro_fpr\tmacro_tpr"); - // Group by (script, length) - Map>> bucketed = new HashMap<>(); + // Group by (strip_mode, script, length) + Map>>> bucketed = new LinkedHashMap<>(); for (Row r : rows) { bucketed + .computeIfAbsent(r.stripMode, k -> new LinkedHashMap<>()) .computeIfAbsent(r.script, k -> new HashMap<>()) .computeIfAbsent(r.length, k -> new ArrayList<>()) .add(r); } - List scripts = new ArrayList<>(bucketed.keySet()); - Collections.sort(scripts); - for (String script : scripts) { - for (int len : lengths) { - List cell = bucketed.get(script).get(len); - if (cell == null || cell.isEmpty()) { - continue; + for (Map.Entry>>> e + : bucketed.entrySet()) { + StripMode strip = e.getKey(); + List scripts = new ArrayList<>(e.getValue().keySet()); + Collections.sort(scripts); + for (String script : scripts) { + for (int len : lengths) { + List cell = e.getValue().get(script).get(len); + if (cell == null || cell.isEmpty()) { + continue; + } + double macroD = cell.stream() + .filter(r -> !Double.isNaN(r.cohensD)) + .mapToDouble(r -> r.cohensD) + .average().orElse(Double.NaN); + double macroMargin = cell.stream() + .mapToDouble(r -> r.meanMargin) + .average().orElse(Double.NaN); + double macroP5 = cell.stream() + .mapToDouble(r -> r.p5Margin) + .average().orElse(Double.NaN); + double macroFpr = cell.stream() + .mapToDouble(r -> r.fpr) + .average().orElse(Double.NaN); + double macroTpr = cell.stream() + .mapToDouble(r -> r.tpr) + .average().orElse(Double.NaN); + out.printf("%s\t%s\t%d\t%d\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f%n", + strip, script, len, cell.size(), + macroD, macroMargin, macroP5, macroFpr, macroTpr); } - double macroD = cell.stream() - .filter(r -> !Double.isNaN(r.cohensD)) - .mapToDouble(r -> r.cohensD) - .average().orElse(Double.NaN); - double macroMargin = cell.stream() - .mapToDouble(r -> r.meanMargin) - .average().orElse(Double.NaN); - double macroP5 = cell.stream() - .mapToDouble(r -> r.p5Margin) - .average().orElse(Double.NaN); - double macroFpr = cell.stream() - .mapToDouble(r -> r.fpr) - .average().orElse(Double.NaN); - double macroTpr = cell.stream() - .mapToDouble(r -> r.tpr) - .average().orElse(Double.NaN); - out.printf("%s\t%d\t%d\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f%n", - script, len, cell.size(), - macroD, macroMargin, macroP5, macroFpr, macroTpr); } } } } // ----------------------------------------------------------------------- - // Aggregation: script_pivot.tsv (single line per script — quick triage) + // Aggregation: script_pivot.tsv (one line per strip × script — quick triage) // ----------------------------------------------------------------------- private static void writeScriptPivot(Path path, List rows) throws IOException { try (PrintWriter out = new PrintWriter( Files.newBufferedWriter(path, StandardCharsets.UTF_8))) { - out.println("script\tn_cells" + out.println("strip_mode\tscript\tn_cells" + "\tmean_d\tmean_margin\tmean_p5_margin" + "\tmin_d_cell\tmin_margin_cell"); - Map> byScript = new HashMap<>(); + Map>> byStripScript = new LinkedHashMap<>(); for (Row r : rows) { - byScript.computeIfAbsent(r.script, k -> new ArrayList<>()).add(r); + byStripScript + .computeIfAbsent(r.stripMode, k -> new LinkedHashMap<>()) + .computeIfAbsent(r.script, k -> new ArrayList<>()) + .add(r); } - List scripts = new ArrayList<>(byScript.keySet()); - Collections.sort(scripts); - for (String script : scripts) { - List cells = byScript.get(script); - double meanD = cells.stream() - .filter(r -> !Double.isNaN(r.cohensD)) - .mapToDouble(r -> r.cohensD) - .average().orElse(Double.NaN); - double meanMargin = cells.stream() - .mapToDouble(r -> r.meanMargin) - .average().orElse(Double.NaN); - double meanP5 = cells.stream() - .mapToDouble(r -> r.p5Margin) - .average().orElse(Double.NaN); - Row minDCell = cells.stream() - .filter(r -> !Double.isNaN(r.cohensD)) - .min((a, b) -> Double.compare(a.cohensD, b.cohensD)) - .orElse(null); - Row minMarginCell = cells.stream() - .min((a, b) -> Double.compare(a.meanMargin, b.meanMargin)) - .orElse(null); - out.printf("%s\t%d\t%.3f\t%.3f\t%.3f\t%s\t%s%n", - script, cells.size(), - meanD, meanMargin, meanP5, - minDCell != null ? cellLabel(minDCell) : "-", - minMarginCell != null ? cellLabel(minMarginCell) : "-"); + for (Map.Entry>> e : byStripScript.entrySet()) { + StripMode strip = e.getKey(); + List scripts = new ArrayList<>(e.getValue().keySet()); + Collections.sort(scripts); + for (String script : scripts) { + List cells = e.getValue().get(script); + double meanD = cells.stream() + .filter(r -> !Double.isNaN(r.cohensD)) + .mapToDouble(r -> r.cohensD) + .average().orElse(Double.NaN); + double meanMargin = cells.stream() + .mapToDouble(r -> r.meanMargin) + .average().orElse(Double.NaN); + double meanP5 = cells.stream() + .mapToDouble(r -> r.p5Margin) + .average().orElse(Double.NaN); + Row minDCell = cells.stream() + .filter(r -> !Double.isNaN(r.cohensD)) + .min((a, b) -> Double.compare(a.cohensD, b.cohensD)) + .orElse(null); + Row minMarginCell = cells.stream() + .min((a, b) -> Double.compare(a.meanMargin, b.meanMargin)) + .orElse(null); + out.printf("%s\t%s\t%d\t%.3f\t%.3f\t%.3f\t%s\t%s%n", + strip, script, cells.size(), + meanD, meanMargin, meanP5, + minDCell != null ? cellLabel(minDCell) : "-", + minMarginCell != null ? cellLabel(minMarginCell) : "-"); + } } } } @@ -517,9 +1146,16 @@ private static boolean equalCharset(Charset a, Charset b) { || b.aliases().contains(a.name()); } + private static List parseStripModes(String s) { + List out = new ArrayList<>(); + for (String tok : s.split(",")) { + out.add(StripMode.valueOf(tok.trim().toUpperCase())); + } + return out; + } + // ----------------------------------------------------------------------- - // Script detection (parallels JunkDetector.detectDominantScript, which is - // package-private; small enough to inline) + // Script detection (parallels JunkDetector.detectDominantScript) // ----------------------------------------------------------------------- private static final Map SCRIPT_FALLBACK = Map.of( @@ -557,6 +1193,7 @@ private static String detectDominantScript(String text) { // ----------------------------------------------------------------------- private static final class Row { + final StripMode stripMode; final String labeledCs; final String script; final String wrongCs; @@ -571,9 +1208,10 @@ private static final class Row { final double fpr; final double tpr; - Row(String labeledCs, String script, String wrongCs, int length, + Row(StripMode stripMode, String labeledCs, String script, String wrongCs, int length, List cleanZs, List mojiZs, List margins, float threshold) { + this.stripMode = stripMode; this.labeledCs = labeledCs; this.script = script; this.wrongCs = wrongCs; @@ -591,8 +1229,8 @@ private static final class Row { String toTsv() { return String.format( - "%s\t%s\t%s\t%d\t%d\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f", - labeledCs, script, wrongCs, length, n, + "%s\t%s\t%s\t%s\t%d\t%d\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f\t%.3f", + stripMode, labeledCs, script, wrongCs, length, n, meanCleanZ, meanMojiZ, cohensD, meanMargin, p5Margin, p50Margin, fpr, tpr); @@ -682,7 +1320,12 @@ private static void printUsage() { System.err.println(" [--max-records N] (default 2000)"); System.err.println(" [--threshold F] (default -2.0)"); System.err.println(" [--lengths 20,50,...]"); - System.err.println(" [--wrong-charsets a,b,...]"); + System.err.println(" [--strip-modes NONE,WHITESPACE,WHITESPACE_CONTROL,ALL_COMMON]"); + System.err.println(" [--wrong-charsets a,b,...] (override per-source map)"); + System.err.println(" [--no-per-source-map] (use the global default list)"); System.err.println(" [--only labeledCs,...] (filter for spot runs)"); + System.err.println(" [--per-record ] (write wide per-record TSV)"); + System.err.println(" [--per-record-max N] (cap per cell, default 50)"); + System.err.println(" [--word-mode] (use whitespace-delimited tokens, not byte slices)"); } } diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/PrototypeCodepointHash.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/PrototypeCodepointHash.java deleted file mode 100644 index 47ee346d37f..00000000000 --- a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/PrototypeCodepointHash.java +++ /dev/null @@ -1,1208 +0,0 @@ -/* - * Licensed to the Apache Software Foundation (ASF) under one or more - * contributor license agreements. See the NOTICE file distributed with - * this work for additional information regarding copyright ownership. - * The ASF licenses this file to You under the Apache License, Version 2.0 - * (the "License"); you may not use this file except in compliance with - * the License. You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ -package org.apache.tika.ml.junkdetect.tools; - -import java.io.DataInputStream; -import java.io.EOFException; -import java.io.FileInputStream; -import java.io.IOException; -import java.io.PrintWriter; -import java.nio.ByteBuffer; -import java.nio.charset.CharacterCodingException; -import java.nio.charset.Charset; -import java.nio.charset.CharsetDecoder; -import java.nio.charset.CodingErrorAction; -import java.nio.charset.StandardCharsets; -import java.nio.file.Files; -import java.nio.file.Path; -import java.nio.file.Paths; -import java.util.ArrayList; -import java.util.Arrays; -import java.util.Collections; -import java.util.HashSet; -import java.util.List; -import java.util.Set; -import java.util.regex.Matcher; -import java.util.regex.Pattern; -import java.util.stream.Stream; -import java.util.zip.GZIPInputStream; - -import org.apache.tika.ml.chardetect.HtmlByteStripper; -import org.apache.tika.ml.junkdetect.JunkDetector; -import org.apache.tika.quality.TextQualityScore; - -/** - * Throwaway prototype: validates the v6 codepoint-bigram-hash architecture - * (Bloom-gated lookup with unigram backoff) by training on locally-available - * text and measuring margins on the AIT5-class failure case (UTF-8 multi- - * language records cross-decoded as GB18030). - * - *

    Goal: prove the codepoint-bigram-hash approach opens the - * UTF-8→GB18030 mojibake margin meaningfully above v5's ~1 z-unit - * baseline BEFORE committing to a multi-day production retrain. - * - *

    Training corpus: decode {@code ~/data/charsets/devtest/GB18030.bin.gz} - * (Chinese) + first 80% of {@code UTF-8.bin.gz} (multi-language Wikipedia) - * under their labeled charsets, iterate codepoints, count bigrams and unigrams, - * hash into N buckets, build Bloom filter of seen pairs. Held-out: last 20% - * of UTF-8 records. - * - *

    Eval: for each held-out UTF-8 record, slice to length buckets - * {20, 50, 100, 200, 500, 1000} source bytes. Decode each slice under - * UTF-8 (clean) and GB18030 (mojibake-as-HAN). Score both with the - * prototype model. Margin = clean_score - mojibake_score. Report - * mean and 5th-percentile margin per length. - * - *

    Sweep: {bigramBuckets, alpha} grid. Pick the configuration that - * maximises margin. Compare to v5 baseline (mean margin ~1 z-unit - * across all lengths in the same cohort). - * - *

    Outputs: - *

      - *
    • prototype-sweep.tsv: one row per - * (bigram_buckets, alpha, length). Columns: n, mean_clean, - * mean_moji, mean_margin, std_margin, p5_margin, p50_margin, - * margin_in_clean_stds (effective z-units).
    • - *
    - * - *

    Usage: - *

    - *   ./mvnw -pl tika-ml/tika-ml-junkdetect exec:java \
    - *     -Dexec.mainClass=org.apache.tika.ml.junkdetect.tools.PrototypeCodepointHash \
    - *     -Dexec.args="--devtest-dir ~/data/charsets/devtest --output-dir /tmp/v6-prototype"
    - * 
    - */ -public class PrototypeCodepointHash { - - // --- Hyperparameter sweep grid --- - private static final int[] BIGRAM_BUCKETS = {4096, 8192, 16384, 32768}; - private static final double[] ALPHAS = {1.0, 0.4}; - private static final int UNIGRAM_BUCKETS = 8192; - private static final int BLOOM_BITS = 4 * 1024 * 1024; // 512 KB - private static final int BLOOM_K = 7; - - // --- Smoothing --- - private static final double ADD_ALPHA = 0.01; - - // --- Eval --- - private static final int[] LENGTHS = {20, 50, 100, 200, 500, 1000}; - private static final int MAX_RECORDS_PER_FILE = 5000; - private static final double HOLDOUT_FRACTION = 0.20; - private static final int MIN_SCORE_CODEPOINTS = 3; - - public static void main(String[] args) throws IOException { - Path devtestDir = Paths.get(System.getProperty("user.home"), - "data", "charsets", "devtest"); - Path outputDir = Paths.get("/tmp/v6-prototype"); - int maxRecords = MAX_RECORDS_PER_FILE; - List fixturesDirs = new ArrayList<>(); - String wrongCharsetName = "GB18030"; - boolean singleModel = false; - List candidates = List.of( - "UTF-8", "GB18030", "windows-1252", "windows-1251", "windows-1257", - "Shift_JIS", "EUC-JP", "ISO-2022-JP", "UTF-16LE", "UTF-16BE"); - List forceCandidates = null; // when set, skip base detectors - String expected = "UTF-8"; - int[] probeSizes = null; // when set, sweep these probe sizes per fixture - - for (int i = 0; i < args.length; i++) { - switch (args[i]) { - case "--devtest-dir": - devtestDir = Paths.get(args[++i]); - break; - case "--output-dir": - outputDir = Paths.get(args[++i]); - break; - case "--max-records": - maxRecords = Integer.parseInt(args[++i]); - break; - case "--fixtures-dir": - fixturesDirs.add(Paths.get(args[++i])); - break; - case "--wrong-charset": - wrongCharsetName = args[++i]; - break; - case "--single-model": - // Skip prototype training; run N-way fixture eval on bundled JunkDetector only. - singleModel = true; - break; - case "--candidates": - candidates = Arrays.asList(args[++i].split(",")); - break; - case "--force-candidates": - // Bypass base detectors; pairwise tournament directly on these. - forceCandidates = Arrays.asList(args[++i].split(",")); - break; - case "--expected": - expected = args[++i]; - break; - case "--probe-sizes": - // Comma-separated probe sizes (bytes). Each fixture - // gets one row per size, so you can see how length - // affects UNKNOWN vs scored. - String[] sizes = args[++i].split(","); - probeSizes = new int[sizes.length]; - for (int k = 0; k < sizes.length; k++) { - probeSizes[k] = Integer.parseInt(sizes[k].trim()); - } - break; - default: - System.err.println("Unknown arg: " + args[i]); - System.exit(1); - } - } - Files.createDirectories(outputDir); - - // --single-model bypasses the v5/v6-prototype comparison apparatus. - // Requires --force-candidates to specify the charsets to compare; - // the base-detector-driven path was removed to keep tika-ml-junkdetect - // free of heavy encoding-detector deps. - if (singleModel) { - if (fixturesDirs.isEmpty()) { - System.err.println("--single-model requires --fixtures-dir"); - System.exit(1); - } - if (forceCandidates == null || forceCandidates.isEmpty()) { - System.err.println("--single-model requires --force-candidates " - + "(e.g. --force-candidates UTF-8,GB18030)"); - System.exit(1); - } - evalFixturesSingleModel(fixturesDirs, forceCandidates, expected, - probeSizes, outputDir); - return; - } - - System.err.println("=== PrototypeCodepointHash ==="); - System.err.println(" devtest-dir: " + devtestDir); - System.err.println(" output-dir: " + outputDir); - System.err.println(" max-records: " + maxRecords); - System.err.println(" bigram_buckets sweep: " + Arrays.toString(BIGRAM_BUCKETS)); - System.err.println(" alpha sweep: " + Arrays.toString(ALPHAS)); - System.err.println(" unigram_buckets: " + UNIGRAM_BUCKETS); - System.err.println(" bloom_bits: " + BLOOM_BITS - + " (" + (BLOOM_BITS / 8 / 1024) + " KB, k=" + BLOOM_K + ")"); - - // -------- Load corpus -------- - - Charset utf8 = StandardCharsets.UTF_8; - Charset gb18030 = Charset.forName("GB18030"); - - System.err.println("\n--- Loading corpus ---"); - List utf8Records = readRecords( - devtestDir.resolve("UTF-8.bin.gz"), maxRecords); - List gbRecords = readRecords( - devtestDir.resolve("GB18030.bin.gz"), maxRecords); - System.err.printf(" UTF-8.bin.gz: %d records%n", utf8Records.size()); - System.err.printf(" GB18030.bin.gz: %d records%n", gbRecords.size()); - - // Train/eval split on UTF-8 records. GB18030 records all go to training. - int holdoutCount = (int) (utf8Records.size() * HOLDOUT_FRACTION); - int utf8TrainSize = utf8Records.size() - holdoutCount; - List utf8TrainBytes = utf8Records.subList(0, utf8TrainSize); - List utf8EvalBytes = utf8Records.subList(utf8TrainSize, utf8Records.size()); - System.err.printf(" UTF-8 train: %d eval: %d%n", - utf8TrainBytes.size(), utf8EvalBytes.size()); - - // Decode training corpus to codepoint streams - System.err.println("\n--- Decoding training corpus ---"); - List trainStreams = new ArrayList<>(); - long totalTrainCp = 0; - for (byte[] r : utf8TrainBytes) { - int[] cps = toCodepoints(decode(r, utf8)); - if (cps.length >= 2) trainStreams.add(cps); - totalTrainCp += cps.length; - } - for (byte[] r : gbRecords) { - int[] cps = toCodepoints(decode(r, gb18030)); - if (cps.length >= 2) trainStreams.add(cps); - totalTrainCp += cps.length; - } - System.err.printf(" total training codepoints: %,d across %d records%n", - totalTrainCp, trainStreams.size()); - - // Count unique pairs (for Bloom sizing sanity) - Set uniquePairs = new HashSet<>(); - for (int[] cps : trainStreams) { - for (int i = 0; i + 1 < cps.length; i++) { - uniquePairs.add(packPair(cps[i], cps[i + 1])); - if (uniquePairs.size() >= 2_000_000) break; - } - if (uniquePairs.size() >= 2_000_000) break; - } - System.err.printf(" unique codepoint-pairs in training: ~%,d%n", - uniquePairs.size()); - - // -------- Hyperparameter sweep -------- - - Path sweepPath = outputDir.resolve("prototype-sweep.tsv"); - try (PrintWriter out = new PrintWriter( - Files.newBufferedWriter(sweepPath, StandardCharsets.UTF_8))) { - out.println("bigram_buckets\talpha\tlength\tn" - + "\tmean_clean\tstd_clean\tmean_moji" - + "\tmean_margin\tstd_margin\tp5_margin\tp50_margin" - + "\tmargin_in_clean_stds\tbloom_seen_frac_clean\tbloom_seen_frac_moji"); - - for (int buckets : BIGRAM_BUCKETS) { - for (double alpha : ALPHAS) { - System.err.printf("%n--- Config: bigram_buckets=%d alpha=%.1f ---%n", - buckets, alpha); - - Model m = train(trainStreams, buckets, UNIGRAM_BUCKETS, - BLOOM_BITS, BLOOM_K, ADD_ALPHA, alpha); - - // Calibrate on a sample of training streams (for the - // "margin_in_clean_stds" effective-z normalization) - double[] muSigma = calibrate(m, trainStreams); - System.err.printf(" train mu=%.3f sigma=%.3f%n", muSigma[0], muSigma[1]); - - // Eval on held-out UTF-8 records - for (int len : LENGTHS) { - EvalCell cell = evalAtLength(m, utf8EvalBytes, len, utf8, gb18030); - if (cell == null) continue; - double effZ = cell.meanMargin / Math.max(muSigma[1], 1e-6); - out.printf("%d\t%.2f\t%d\t%d\t%.4f\t%.4f\t%.4f\t%.4f\t%.4f\t%.4f\t%.4f\t%.3f\t%.3f\t%.3f%n", - buckets, alpha, len, cell.n, - cell.meanClean, cell.stdClean, cell.meanMoji, - cell.meanMargin, cell.stdMargin, - cell.p5Margin, cell.p50Margin, - effZ, cell.bloomSeenFracClean, cell.bloomSeenFracMoji); - System.err.printf(" len=%4d n=%-5d mean_margin=%6.3f p5=%6.3f" - + " eff_z=%5.2f bloom_clean=%.2f bloom_moji=%.2f%n", - len, cell.n, cell.meanMargin, cell.p5Margin, effZ, - cell.bloomSeenFracClean, cell.bloomSeenFracMoji); - out.flush(); - } - } - } - } - System.err.println("\nWrote " + sweepPath); - - // -------- Fixture eval (AIT5-class HTML files) -------- - - if (!fixturesDirs.isEmpty()) { - evalFixtures(trainStreams, fixturesDirs, wrongCharsetName, outputDir); - } - - System.err.println("Done."); - } - - // ----------------------------------------------------------------------- - // Real-life fixture eval: runs the production base detectors (BOM + - // HtmlEncodingDetector + UniversalEncodingDetector) and asks the - // JunkDetector to pick among their candidates via pairwise compare. - // Mirrors the production charset-detection arbitration. - // ----------------------------------------------------------------------- - - private static void evalFixturesSingleModel(List fixturesDirs, - List forceCandidates, - String expected, - int[] probeSizes, - Path outputDir) throws IOException { - System.err.println("\n--- Forced-candidates fixture eval ---"); - System.err.println(" candidates: " + forceCandidates); - JunkDetector detector = JunkDetector.loadFromClasspath(); - System.err.println(" model version: " + detector.getModelVersion()); - System.err.println(" expected: " + expected); - - List forced = new ArrayList<>(); - for (String n : forceCandidates) { - try { - forced.add(Charset.forName(n)); - } catch (Exception e) { - System.err.println(" skip unsupported charset: " + n); - } - } - - Path out = outputDir.resolve("fixtures-real-life.tsv"); - try (PrintWriter pw = new PrintWriter( - Files.newBufferedWriter(out, StandardCharsets.UTF_8))) { - pw.println("dir\tfile\tn_bytes\tprobe_size\texpected\tbom_cs\thtml_cs\tuniversal_cs" - + "\tcandidates\twinner\tmargin\tstatus\tnotes"); - int pass = 0, fail = 0, skip = 0, agree = 0; - double passMarginSum = 0.0; - List failingLines = new ArrayList<>(); - - for (Path dir : fixturesDirs) { - if (!Files.isDirectory(dir)) { - System.err.println(" WARN: not a directory: " + dir); - continue; - } - try (Stream stream = Files.walk(dir)) { - List files = new ArrayList<>(); - stream.filter(Files::isRegularFile).forEach(files::add); - Collections.sort(files); - int[] sizes = probeSizes != null ? probeSizes : new int[]{16_384}; - for (Path f : files) { - for (int sz : sizes) { - FixtureResult r = - evalOneForced(f, expected, detector, forced, sz); - pw.println(r.toTsvLine()); - switch (r.status) { - case "PASS": - pass++; - passMarginSum += r.margin; - break; - case "FAIL": - fail++; - failingLines.add(r.dir + "/" + r.shortName - + "@" + sz + " -> " + r.winner - + " (expected " + r.expected + ")"); - break; - case "AGREE": - agree++; - break; - default: - skip++; - } - } - } - } - } - int n = pass + fail; - System.err.println(); - System.err.println("=== Summary ==="); - System.err.printf("Pass: %d / %d (%.1f%%) — JunkDetector picked the expected charset%n", - pass, n, n == 0 ? 0.0 : 100.0 * pass / n); - System.err.printf("Fail: %d%n", fail); - System.err.printf("Agree: %d (all detectors agreed; no arbitration needed)%n", agree); - System.err.printf("Skip: %d%n", skip); - if (pass > 0) { - System.err.printf("Mean margin on pass: %.3f%n", passMarginSum / pass); - } - if (!failingLines.isEmpty()) { - System.err.println("Failing:"); - Collections.sort(failingLines); - for (String line : failingLines) { - System.err.println(" " + line); - } - } - } - System.err.println("Wrote " + out); - } - - private static FixtureResult evalOneForced(Path file, String expected, - JunkDetector detector, - List forced, - int probeBytes) throws IOException { - byte[] raw = Files.readAllBytes(file); - FixtureResult r = new FixtureResult(); - r.dir = file.getParent().getFileName().toString(); - String fname = file.getFileName().toString(); - r.shortName = fname.length() > 24 ? fname.substring(0, 24) : fname; - r.bytes = raw.length; - r.probeSize = probeBytes; - r.expected = expected; - - if (isBinaryMagic(raw)) { - r.status = "SKIP_BIN"; - return r; - } - // Strip HTML on the WHOLE raw buffer first, then slice to probeBytes - // from the stripped content. Otherwise a small probe slice can land - // entirely inside // boilerplate and leave - // nothing to score after strip. - byte[] strippedFull = stripHtmlBytes(raw); - byte[] forDecode = strippedFull.length > probeBytes - ? Arrays.copyOf(strippedFull, probeBytes) : strippedFull; - r.candidatesStr = forced.stream().map(Charset::name) - .reduce((a, b) -> a + "," + b).orElse("-"); - - // Always log every candidate in notes — even those JunkDetector - // rejects as unknown — so the failure mode is visible. An - // "unknown" score itself is meaningful information when the other - // candidate scored fine. - String winner = null; - String runner = null; - float winnerZ = Float.NEGATIVE_INFINITY; - float runnerZ = Float.NEGATIVE_INFINITY; - StringBuilder notes = new StringBuilder(); - int decoded_scored = 0; - for (Charset cs : forced) { - String decoded = applyEntityVariant(new String(forDecode, cs), "expanded"); - int cps = toCodepoints(decoded).length; - if (cps < 3) { - notes.append(cs.name()).append("=TOO_SHORT(").append(cps).append(") "); - continue; - } - TextQualityScore s = detector.score(decoded); - if (s.isUnknown()) { - // Diagnose: is this script-not-in-model (neutral case) or - // all-runs-fragmented-too-short (a real mojibake signal)? - String why = diagnoseUnknown(decoded, detector); - notes.append(cs.name()).append("=UNK[").append(why).append("] "); - continue; - } - float z = s.getZScore(); - notes.append(cs.name()).append("=").append(String.format("%.2f", z)).append(" "); - decoded_scored++; - if (z > winnerZ) { - runner = winner; - runnerZ = winnerZ; - winner = cs.name(); - winnerZ = z; - } else if (z > runnerZ) { - runner = cs.name(); - runnerZ = z; - } - } - if (winner == null) { - r.status = "NO_DECODE"; - r.notes = notes.toString().trim(); - return r; - } - r.winner = winner; - if (decoded_scored < 2) { - // Only one candidate scored; no real arbitration happened. - r.margin = Float.NaN; - r.status = safeCanonical(winner).equals(safeCanonical(expected)) - ? "ONLY_EXPECTED_SCORED" : "ONLY_WRONG_SCORED"; - } else { - r.margin = winnerZ - runnerZ; - r.status = safeCanonical(winner).equals(safeCanonical(expected)) ? "PASS" : "FAIL"; - } - r.notes = notes.toString().trim(); - return r; - } - - /** - * Diagnose why JunkDetector returned UNKNOWN for {@code text}. Walks - * the same script-run logic, then classifies the failure mode: - *
      - *
    • {@code EMPTY} — input had no characters.
    • - *
    • {@code NO_MODELED_SCRIPT} — all runs are in scripts the model - * doesn't know (legit reason to be neutral).
    • - *
    • {@code ALL_RUNS_TOO_SHORT(N)} — runs exist in modeled scripts - * but every one is <2 UTF-8 bytes. Strong mojibake signal — - * text is a salad of single codepoints from many scripts.
    • - *
    • {@code MIXED} — some runs were modeled-but-too-short and - * some were unmodeled.
    • - *
    - */ - private static String diagnoseUnknown(String text, JunkDetector detector) { - if (text == null || text.isEmpty()) { - return "EMPTY"; - } - Set modeled = detector.knownScripts(); - // Walk codepoints, splitting on script boundaries — same as - // JunkDetector.buildScriptRuns conceptually. Track per-script: - // longest UTF-8-byte run length, plus a separate "unmodeled" tally. - java.util.Map longestModeled = new java.util.HashMap<>(); - int unmodeledRuns = 0; - int modeledTooShortRuns = 0; - int currentBytes = 0; - String currentScript = null; - for (int i = 0; i < text.length(); ) { - int cp = text.codePointAt(i); - int charCount = Character.charCount(cp); - String script = Character.UnicodeScript.of(cp).name(); - // COMMON / INHERITED / UNKNOWN attach to preceding run, but for - // diagnosis we don't need to be that precise — treat them as a - // continuation. - if ("COMMON".equals(script) || "INHERITED".equals(script) - || "UNKNOWN".equals(script)) { - if (currentScript != null) { - currentBytes += new String(new int[]{cp}, 0, 1) - .getBytes(StandardCharsets.UTF_8).length; - } - } else if (script.equals(currentScript)) { - currentBytes += new String(new int[]{cp}, 0, 1) - .getBytes(StandardCharsets.UTF_8).length; - } else { - // close out previous run - tallyRun(currentScript, currentBytes, modeled, longestModeled); - if (currentScript != null) { - if (!modeled.contains(currentScript)) { - unmodeledRuns++; - } else if (currentBytes < 2) { - modeledTooShortRuns++; - } - } - currentScript = script; - currentBytes = new String(new int[]{cp}, 0, 1) - .getBytes(StandardCharsets.UTF_8).length; - } - i += charCount; - } - // close final run - if (currentScript != null) { - if (!modeled.contains(currentScript)) { - unmodeledRuns++; - } else if (currentBytes < 2) { - modeledTooShortRuns++; - } else { - longestModeled.merge(currentScript, currentBytes, Math::max); - } - } - boolean anyModeledLong = !longestModeled.isEmpty(); - if (anyModeledLong) { - // Some modeled run is ≥2 bytes — shouldn't have hit UNKNOWN. - // (Possible discrepancy with the production logic; reported as MIXED.) - return "MIXED(modeled_long=" + longestModeled.size() + ")"; - } - if (modeledTooShortRuns > 0 && unmodeledRuns > 0) { - return "MIXED(short=" + modeledTooShortRuns - + ",unmodeled=" + unmodeledRuns + ")"; - } - if (modeledTooShortRuns > 0) { - return "ALL_RUNS_TOO_SHORT(" + modeledTooShortRuns + ")"; - } - if (unmodeledRuns > 0) { - return "NO_MODELED_SCRIPT(" + unmodeledRuns + ")"; - } - return "OTHER"; - } - - private static void tallyRun(String script, int bytes, Set modeled, - java.util.Map longestModeled) { - if (script == null) { - return; - } - if (modeled.contains(script) && bytes >= 2) { - longestModeled.merge(script, bytes, Math::max); - } - } - - /** - * Run HtmlByteStripper over the entire input; return the stripped - * content bytes (or the input verbatim if no tags found). - */ - private static byte[] stripHtmlBytes(byte[] raw) { - byte[] dst = new byte[raw.length]; - HtmlByteStripper.Result r = - HtmlByteStripper.strip(raw, 0, raw.length, dst, 0); - if (r.tagCount > 0 && r.length > 0) { - return Arrays.copyOf(dst, r.length); - } - return raw; - } - - private static boolean isBinaryMagic(byte[] b) { - if (b.length < 4) { - return false; - } - if (b[0] == 0x50 && b[1] == 0x4B - && (b[2] == 0x03 || b[2] == 0x05 || b[2] == 0x07)) { - return true; // ZIP / JAR / APK / docx - } - if ((b[0] & 0xFF) == 0x1F && (b[1] & 0xFF) == 0x8B) { - return true; // gzip - } - if (b[0] == '%' && b[1] == 'P' && b[2] == 'D' && b[3] == 'F') { - return true; // PDF - } - if ((b[0] & 0xFF) == 0xD0 && (b[1] & 0xFF) == 0xCF) { - return true; // OLE2 - } - return false; - } - - private static String safeCanonical(String charset) { - if (charset == null) { - return ""; - } - try { - return Charset.forName(charset).name(); - } catch (Exception e) { - return charset.toUpperCase(); - } - } - - private static final class FixtureResult { - String dir; - String shortName; - int bytes; - int probeSize; - String expected; - String bomCs; - String htmlCs; - String universalCs; - String candidatesStr = "-"; - String winner = "-"; - float margin = Float.NaN; - String status = ""; - String notes = ""; - - String toTsvLine() { - return String.format("%s\t%s\t%d\t%d\t%s\t%s\t%s\t%s\t%s\t%s\t%s\t%s\t%s", - dir, shortName, bytes, probeSize, expected, - str(bomCs), str(htmlCs), str(universalCs), - candidatesStr, str(winner), - Float.isNaN(margin) ? "-" : String.format("%.3f", margin), - status, notes.isEmpty() ? "-" : notes); - } - - private static String str(String s) { - return s == null ? "-" : s; - } - } - - // ----------------------------------------------------------------------- - // Fixture eval: score real-world AIT5-class HTML files under v5 and v6 - // prototype, with byte-level HTML stripping and entity-variant comparison. - // ----------------------------------------------------------------------- - - private static void evalFixtures(List trainStreams, - List fixturesDirs, - String wrongCharsetName, - Path outputDir) throws IOException { - System.err.println("\n--- Fixture eval (best config: 4096 buckets, alpha=1.0) ---"); - Model v6 = train(trainStreams, 4096, UNIGRAM_BUCKETS, - BLOOM_BITS, BLOOM_K, ADD_ALPHA, 1.0); - double[] muSigma = calibrate(v6, trainStreams); - float mu = (float) muSigma[0]; - float sigma = (float) Math.max(muSigma[1], 1e-6); - System.err.printf(" v6 train mu=%.3f sigma=%.3f%n", mu, sigma); - - JunkDetector v5 = JunkDetector.loadFromClasspath(); - Charset cleanCs = StandardCharsets.UTF_8; - Charset wrongCs = Charset.forName(wrongCharsetName); - System.err.println(" v5 model version: " + v5.getModelVersion()); - System.err.println(" clean charset: " + cleanCs.name()); - System.err.println(" mojibake charset: " + wrongCs.name()); - - Path fixturesPath = outputDir.resolve("fixtures.tsv"); - try (PrintWriter out = new PrintWriter( - Files.newBufferedWriter(fixturesPath, StandardCharsets.UTF_8))) { - out.println("cluster\tfile\tentity_variant\tn_clean_cp\tn_moji_cp" - + "\tv5_clean_z\tv5_moji_z\tv5_margin" - + "\tv6_F1_clean\tv6_F1_moji\tv6_F1_margin" - + "\tv6_combo_clean\tv6_combo_moji\tv6_combo_margin" - + "\tdominant_script" - + "\tv5_winner\tv6_F1_winner\tv6_combo_winner"); - - for (Path dir : fixturesDirs) { - if (!Files.isDirectory(dir)) { - System.err.println(" WARN: not a directory: " + dir); - continue; - } - try (java.util.stream.Stream files = Files.walk(dir)) { - List sorted = new ArrayList<>(); - files.filter(Files::isRegularFile).forEach(sorted::add); - Collections.sort(sorted); - for (Path f : sorted) { - evalOneFixture(f, v6, mu, sigma, v5, cleanCs, wrongCs, out); - } - } - } - } - System.err.println("Wrote " + fixturesPath); - } - - private static void evalOneFixture(Path file, Model v6, float v6Mu, float v6Sigma, - JunkDetector v5, - Charset cleanCs, Charset wrongCs, - PrintWriter out) throws IOException { - byte[] rawBytes = Files.readAllBytes(file); - if (rawBytes.length > 16384) { - rawBytes = Arrays.copyOf(rawBytes, 16384); - } - // Byte-level HTML strip (matches JunkFilterEncodingDetector production pipeline) - byte[] stripDst = new byte[rawBytes.length]; - HtmlByteStripper.Result strip = - HtmlByteStripper.strip(rawBytes, 0, rawBytes.length, stripDst, 0); - byte[] forDecode = rawBytes; - if (strip.tagCount > 0 && strip.length > 0) { - forDecode = new byte[strip.length]; - System.arraycopy(stripDst, 0, forDecode, 0, strip.length); - } - - String cluster = file.getParent().getFileName().toString(); - String fname = file.getFileName().toString(); - // shorten long content-hash names for readability in output - String shortName = fname.length() > 12 ? fname.substring(0, 12) : fname; - - String cleanRaw = decode(forDecode, cleanCs); - String mojiRaw = decode(forDecode, wrongCs); - - for (String variant : List.of("raw", "expanded", "removed")) { - String clean = applyEntityVariant(cleanRaw, variant); - String moji = applyEntityVariant(mojiRaw, variant); - int[] cleanCps = toCodepoints(clean); - int[] mojiCps = toCodepoints(moji); - if (cleanCps.length < 3 || mojiCps.length < 3) continue; - - // --- v5 full pipeline (existing) --- - TextQualityScore v5cs = v5.score(clean); - TextQualityScore v5ms = v5.score(moji); - float v5cleanZ = v5cs.isUnknown() ? Float.NaN : v5cs.getZScore(); - float v5mojiZ = v5ms.isUnknown() ? Float.NaN : v5ms.getZScore(); - float v5Margin = v5cleanZ - v5mojiZ; - - // --- v6 Feature 1 alone (codepoint-bigram-hash + Bloom + unigram backoff) --- - ScoreResult v6c = score(v6, cleanCps); - ScoreResult v6m = score(v6, mojiCps); - double v6Margin = v6c.meanLogP - v6m.meanLogP; - - // --- v6 combined: substitute v6's F1 z-score into v5's classifier --- - JunkDetector.FeatureComponents cleanFc = v5.scoreWithFeatureComponents(clean); - JunkDetector.FeatureComponents mojiFc = v5.scoreWithFeatureComponents(moji); - float v6F1zClean = (float) (v6c.meanLogP - v6Mu) / v6Sigma; - float v6F1zMoji = (float) (v6m.meanLogP - v6Mu) / v6Sigma; - float comboClean = recombineLogit(v6F1zClean, cleanFc); - float comboMoji = recombineLogit(v6F1zMoji, mojiFc); - float comboMargin = comboClean - comboMoji; - String dominantScript = cleanFc != null ? cleanFc.dominantScript : "?"; - - String v5Winner = Float.isNaN(v5Margin) ? "?" : (v5Margin > 0 ? "CLEAN" : "MOJI"); - String v6F1Winner = Double.isNaN(v6Margin) ? "?" : (v6Margin > 0 ? "CLEAN" : "MOJI"); - String v6cWinner = Float.isNaN(comboMargin) ? "?" : (comboMargin > 0 ? "CLEAN" : "MOJI"); - - out.printf("%s\t%s\t%s\t%d\t%d" - + "\t%.3f\t%.3f\t%.3f" - + "\t%.4f\t%.4f\t%.4f" - + "\t%.3f\t%.3f\t%.3f" - + "\t%s\t%s\t%s\t%s%n", - cluster, shortName, variant, - cleanCps.length, mojiCps.length, - v5cleanZ, v5mojiZ, v5Margin, - v6c.meanLogP, v6m.meanLogP, v6Margin, - comboClean, comboMoji, comboMargin, - dominantScript, - v5Winner, v6F1Winner, v6cWinner); - out.flush(); - System.err.printf(" [%s/%s %-8s] v5: Δ%+6.2f %s v6F1: Δ%+6.3f %s v6combo: Δ%+6.2f %s script=%s%n", - cluster, shortName, variant, - v5Margin, v5Winner, - v6Margin, v6F1Winner, - comboMargin, v6cWinner, - dominantScript); - } - } - - /** - * Recomputes v5's per-script classifier logit with v6's F1 z-score - * substituted for v5's z1. Approximation: keeps v5's classifier weights - * (w1..w4, bias) which were trained on the OLD F1 distribution. A true - * v6 retrain would re-fit w1 on the new F1 distribution; this version - * gives a directional estimate of "what if we just swap F1?" - */ - private static float recombineLogit(float v6F1z, JunkDetector.FeatureComponents fc) { - if (fc == null || fc.classifierWeights == null) { - return Float.NaN; - } - float[] cw = fc.classifierWeights; - int nFeat = cw.length - 1; - float logit = cw[nFeat]; // bias - if (nFeat >= 1) logit += cw[0] * v6F1z; - if (nFeat >= 2) logit += cw[1] * fc.z2; - if (nFeat >= 3) logit += cw[2] * fc.z3; - if (nFeat >= 4) logit += cw[3] * fc.z4; - return logit; - } - - // ----------------------------------------------------------------------- - // HTML entity expansion / removal (regex-based, sufficient for fixtures) - // ----------------------------------------------------------------------- - - private static final Pattern NUM_DEC = Pattern.compile("&#(\\d{1,7});"); - private static final Pattern NUM_HEX = Pattern.compile("&#[xX]([0-9a-fA-F]{1,6});"); - private static final Pattern NAMED = - Pattern.compile("&(amp|lt|gt|quot|apos|nbsp|copy|reg);"); - - private static String applyEntityVariant(String s, String variant) { - switch (variant) { - case "raw": return s; - case "expanded": return expandEntities(s); - case "removed": return removeEntities(s); - default: throw new IllegalArgumentException(variant); - } - } - - private static String expandEntities(String in) { - String s = in; - s = NUM_DEC.matcher(s).replaceAll(mr -> { - try { - int cp = Integer.parseInt(mr.group(1)); - if (cp >= 0 && cp <= 0x10FFFF) { - return Matcher.quoteReplacement(new String(Character.toChars(cp))); - } - } catch (NumberFormatException ignored) { - // fall through, leave unchanged - } - return Matcher.quoteReplacement(mr.group()); - }); - s = NUM_HEX.matcher(s).replaceAll(mr -> { - try { - int cp = Integer.parseInt(mr.group(1), 16); - if (cp >= 0 && cp <= 0x10FFFF) { - return Matcher.quoteReplacement(new String(Character.toChars(cp))); - } - } catch (NumberFormatException ignored) { - // fall through, leave unchanged - } - return Matcher.quoteReplacement(mr.group()); - }); - s = NAMED.matcher(s).replaceAll(mr -> { - switch (mr.group(1)) { - case "amp": return "&"; - case "lt": return "<"; - case "gt": return ">"; - case "quot": return "\""; - case "apos": return "'"; - case "nbsp": return " "; - case "copy": return "©"; - case "reg": return "®"; - default: return Matcher.quoteReplacement(mr.group()); - } - }); - return s; - } - - private static String removeEntities(String s) { - s = NUM_DEC.matcher(s).replaceAll(""); - s = NUM_HEX.matcher(s).replaceAll(""); - s = NAMED.matcher(s).replaceAll(""); - return s; - } - - // ----------------------------------------------------------------------- - // Training - // ----------------------------------------------------------------------- - - private static Model train(List streams, - int bigramBuckets, int unigramBuckets, - int bloomBits, int bloomK, - double addAlpha, double backoffAlpha) { - if (Integer.bitCount(bigramBuckets) != 1 || Integer.bitCount(unigramBuckets) != 1) { - throw new IllegalArgumentException("Bucket counts must be powers of 2"); - } - long[] bigramCounts = new long[bigramBuckets]; - long[] unigramCounts = new long[unigramBuckets]; - long bigramTotal = 0; - long unigramTotal = 0; - long[] bloomBitArr = new long[(bloomBits + 63) / 64]; - - for (int[] cps : streams) { - for (int i = 0; i < cps.length; i++) { - int cp = cps[i]; - int uBucket = (int) (fnv1aUnigram(cp) & (unigramBuckets - 1)); - unigramCounts[uBucket]++; - unigramTotal++; - if (i + 1 < cps.length) { - int cpNext = cps[i + 1]; - int bBucket = (int) (fnv1aBigram(cp, cpNext) & (bigramBuckets - 1)); - bigramCounts[bBucket]++; - bigramTotal++; - bloomAdd(bloomBitArr, bloomBits, bloomK, cp, cpNext); - } - } - } - - // Convert to log-probabilities with add-alpha smoothing - float[] bigramLogP = new float[bigramBuckets]; - double bigramDenom = bigramTotal + addAlpha * bigramBuckets; - for (int i = 0; i < bigramBuckets; i++) { - double p = (bigramCounts[i] + addAlpha) / bigramDenom; - bigramLogP[i] = (float) Math.log(p); - } - float[] unigramLogP = new float[unigramBuckets]; - double unigramDenom = unigramTotal + addAlpha * unigramBuckets; - for (int i = 0; i < unigramBuckets; i++) { - double p = (unigramCounts[i] + addAlpha) / unigramDenom; - unigramLogP[i] = (float) Math.log(p); - } - - return new Model(bigramBuckets, unigramBuckets, bigramLogP, unigramLogP, - bloomBitArr, bloomBits, bloomK, backoffAlpha); - } - - private static double[] calibrate(Model m, List streams) { - double s = 0; - double s2 = 0; - int n = 0; - // Use a stride to avoid scoring every single train record - int stride = Math.max(1, streams.size() / 1000); - for (int i = 0; i < streams.size(); i += stride) { - int[] cps = streams.get(i); - if (cps.length < MIN_SCORE_CODEPOINTS) continue; - ScoreResult r = score(m, cps); - s += r.meanLogP; - s2 += r.meanLogP * r.meanLogP; - n++; - } - if (n == 0) return new double[]{0, 1}; - double mu = s / n; - double var = Math.max(0, s2 / n - mu * mu); - double sigma = Math.sqrt(var); - return new double[]{mu, sigma}; - } - - // ----------------------------------------------------------------------- - // Scoring - // ----------------------------------------------------------------------- - - private static ScoreResult score(Model m, int[] cps) { - if (cps.length < 2) return new ScoreResult(Double.NaN, 0, 0); - double sum = 0; - int n = 0; - int seen = 0; - for (int i = 0; i + 1 < cps.length; i++) { - int cp1 = cps[i]; - int cp2 = cps[i + 1]; - double logP; - if (bloomContains(m.bloomBits, m.bloomBitCount, m.bloomK, cp1, cp2)) { - int b = (int) (fnv1aBigram(cp1, cp2) & (m.bigramBuckets - 1)); - logP = m.bigramLogP[b]; - seen++; - } else { - int u1 = (int) (fnv1aUnigram(cp1) & (m.unigramBuckets - 1)); - int u2 = (int) (fnv1aUnigram(cp2) & (m.unigramBuckets - 1)); - logP = m.backoffAlpha * (m.unigramLogP[u1] + m.unigramLogP[u2]); - } - sum += logP; - n++; - } - return new ScoreResult(sum / n, n, seen); - } - - private static final class ScoreResult { - final double meanLogP; - final int nPairs; - final int seenPairs; - ScoreResult(double m, int n, int s) { - this.meanLogP = m; - this.nPairs = n; - this.seenPairs = s; - } - } - - // ----------------------------------------------------------------------- - // Eval at one length bucket - // ----------------------------------------------------------------------- - - private static EvalCell evalAtLength(Model m, List evalBytes, int length, - Charset cleanCs, Charset wrongCs) { - List cleans = new ArrayList<>(); - List mojis = new ArrayList<>(); - List margins = new ArrayList<>(); - double seenSumClean = 0, seenSumMoji = 0; - int nSeenObs = 0; - for (byte[] rec : evalBytes) { - if (rec.length < length) continue; - byte[] slice = Arrays.copyOf(rec, length); - int[] cleanCps = toCodepoints(decode(slice, cleanCs)); - int[] mojiCps = toCodepoints(decode(slice, wrongCs)); - if (cleanCps.length < MIN_SCORE_CODEPOINTS - || mojiCps.length < MIN_SCORE_CODEPOINTS) continue; - ScoreResult sc = score(m, cleanCps); - ScoreResult sm = score(m, mojiCps); - if (Double.isNaN(sc.meanLogP) || Double.isNaN(sm.meanLogP)) continue; - cleans.add(sc.meanLogP); - mojis.add(sm.meanLogP); - margins.add(sc.meanLogP - sm.meanLogP); - if (sc.nPairs > 0) seenSumClean += (double) sc.seenPairs / sc.nPairs; - if (sm.nPairs > 0) seenSumMoji += (double) sm.seenPairs / sm.nPairs; - nSeenObs++; - } - if (margins.size() < 30) return null; - EvalCell cell = new EvalCell(); - cell.n = margins.size(); - cell.meanClean = mean(cleans); - cell.stdClean = std(cleans, cell.meanClean); - cell.meanMoji = mean(mojis); - cell.meanMargin = mean(margins); - cell.stdMargin = std(margins, cell.meanMargin); - cell.p5Margin = percentile(margins, 0.05); - cell.p50Margin = percentile(margins, 0.50); - cell.bloomSeenFracClean = nSeenObs > 0 ? seenSumClean / nSeenObs : Double.NaN; - cell.bloomSeenFracMoji = nSeenObs > 0 ? seenSumMoji / nSeenObs : Double.NaN; - return cell; - } - - private static final class EvalCell { - int n; - double meanClean, stdClean; - double meanMoji; - double meanMargin, stdMargin; - double p5Margin, p50Margin; - double bloomSeenFracClean, bloomSeenFracMoji; - } - - // ----------------------------------------------------------------------- - // FNV-1a hashing for codepoint bigram / unigram + Bloom filter - // ----------------------------------------------------------------------- - - private static final long FNV_OFFSET = 0xcbf29ce484222325L; - private static final long FNV_PRIME = 0x100000001b3L; - - private static long fnv1aBigram(int cp1, int cp2) { - long h = FNV_OFFSET; - h = (h ^ ((cp1 >>> 24) & 0xFF)) * FNV_PRIME; - h = (h ^ ((cp1 >>> 16) & 0xFF)) * FNV_PRIME; - h = (h ^ ((cp1 >>> 8) & 0xFF)) * FNV_PRIME; - h = (h ^ (cp1 & 0xFF)) * FNV_PRIME; - h = (h ^ 0xFF) * FNV_PRIME; // separator - h = (h ^ ((cp2 >>> 24) & 0xFF)) * FNV_PRIME; - h = (h ^ ((cp2 >>> 16) & 0xFF)) * FNV_PRIME; - h = (h ^ ((cp2 >>> 8) & 0xFF)) * FNV_PRIME; - h = (h ^ (cp2 & 0xFF)) * FNV_PRIME; - return h; - } - - private static long fnv1aUnigram(int cp) { - long h = FNV_OFFSET; - h = (h ^ ((cp >>> 24) & 0xFF)) * FNV_PRIME; - h = (h ^ ((cp >>> 16) & 0xFF)) * FNV_PRIME; - h = (h ^ ((cp >>> 8) & 0xFF)) * FNV_PRIME; - h = (h ^ (cp & 0xFF)) * FNV_PRIME; - return h; - } - - private static long secondaryHash(int cp1, int cp2) { - // Independent secondary hash for Bloom double-hashing. Just shuffle - // the inputs differently. - long h = 0xff51afd7ed558ccdL; - h = (h ^ Integer.reverse(cp1)) * 0xc4ceb9fe1a85ec53L; - h = (h ^ Integer.reverse(cp2)) * 0xc4ceb9fe1a85ec53L; - h ^= h >>> 33; - return h; - } - - private static void bloomAdd(long[] bits, int bitCount, int k, int cp1, int cp2) { - long h1 = fnv1aBigram(cp1, cp2); - long h2 = secondaryHash(cp1, cp2); - for (int i = 0; i < k; i++) { - long pos = ((h1 + (long) i * h2) & 0x7FFFFFFFFFFFFFFFL) % bitCount; - bits[(int) (pos >>> 6)] |= 1L << (pos & 63); - } - } - - private static boolean bloomContains(long[] bits, int bitCount, int k, - int cp1, int cp2) { - long h1 = fnv1aBigram(cp1, cp2); - long h2 = secondaryHash(cp1, cp2); - for (int i = 0; i < k; i++) { - long pos = ((h1 + (long) i * h2) & 0x7FFFFFFFFFFFFFFFL) % bitCount; - if ((bits[(int) (pos >>> 6)] & (1L << (pos & 63))) == 0) return false; - } - return true; - } - - private static long packPair(int cp1, int cp2) { - return ((long) cp1 << 32) | (cp2 & 0xFFFFFFFFL); - } - - // ----------------------------------------------------------------------- - // I/O and decode utilities (copied from EvalJunkOnCharsetDevtest) - // ----------------------------------------------------------------------- - - private static List readRecords(Path file, int maxRecords) throws IOException { - List records = new ArrayList<>(); - try (FileInputStream fis = new FileInputStream(file.toFile()); - GZIPInputStream gis = new GZIPInputStream(fis); - DataInputStream dis = new DataInputStream(gis)) { - while (records.size() < maxRecords) { - int len; - try { - len = dis.readUnsignedShort(); - } catch (EOFException eof) { - break; - } - byte[] rec = new byte[len]; - dis.readFully(rec); - records.add(rec); - } - } - return records; - } - - private static String decode(byte[] bytes, Charset cs) { - CharsetDecoder dec = cs.newDecoder() - .onMalformedInput(CodingErrorAction.REPLACE) - .onUnmappableCharacter(CodingErrorAction.REPLACE); - try { - return dec.decode(ByteBuffer.wrap(bytes)).toString(); - } catch (CharacterCodingException e) { - return new String(bytes, cs); - } - } - - private static int[] toCodepoints(String s) { - int[] cps = new int[s.length()]; - int n = 0; - for (int i = 0; i < s.length(); ) { - int cp = s.codePointAt(i); - cps[n++] = cp; - i += Character.charCount(cp); - } - return Arrays.copyOf(cps, n); - } - - // ----------------------------------------------------------------------- - // Stats - // ----------------------------------------------------------------------- - - private static double mean(List xs) { - double s = 0; - int n = 0; - for (double v : xs) { - if (!Double.isNaN(v)) { - s += v; - n++; - } - } - return n == 0 ? Double.NaN : s / n; - } - - private static double std(List xs, double mu) { - if (xs.size() < 2) return 0; - double s = 0; - int n = 0; - for (double v : xs) { - if (!Double.isNaN(v)) { - s += (v - mu) * (v - mu); - n++; - } - } - return n < 2 ? 0 : Math.sqrt(s / (n - 1)); - } - - private static double percentile(List xs, double p) { - List sorted = new ArrayList<>(xs); - sorted.removeIf(v -> Double.isNaN(v)); - if (sorted.isEmpty()) return Double.NaN; - Collections.sort(sorted); - int idx = (int) Math.floor(p * (sorted.size() - 1)); - return sorted.get(idx); - } - - // ----------------------------------------------------------------------- - // Model - // ----------------------------------------------------------------------- - - private static final class Model { - final int bigramBuckets; - final int unigramBuckets; - final float[] bigramLogP; - final float[] unigramLogP; - final long[] bloomBits; - final int bloomBitCount; - final int bloomK; - final double backoffAlpha; - Model(int bb, int ub, float[] blp, float[] ulp, - long[] bloom, int bbc, int bk, double a) { - this.bigramBuckets = bb; - this.unigramBuckets = ub; - this.bigramLogP = blp; - this.unigramLogP = ulp; - this.bloomBits = bloom; - this.bloomBitCount = bbc; - this.bloomK = bk; - this.backoffAlpha = a; - } - } -} diff --git a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/TrainJunkModel.java b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/TrainJunkModel.java index cf52a9eedfc..88807c1cdbc 100644 --- a/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/TrainJunkModel.java +++ b/tika-ml/tika-ml-junkdetect/src/main/java/org/apache/tika/ml/junkdetect/tools/TrainJunkModel.java @@ -24,19 +24,16 @@ import java.nio.ByteOrder; import java.nio.charset.Charset; import java.nio.charset.StandardCharsets; -import java.nio.charset.UnsupportedCharsetException; import java.nio.file.Files; import java.nio.file.Path; import java.nio.file.Paths; import java.util.ArrayList; import java.util.Collections; import java.util.HashMap; -import java.util.HashSet; import java.util.LinkedHashMap; import java.util.List; import java.util.Map; import java.util.Random; -import java.util.Set; import java.util.TreeMap; import java.util.zip.GZIPInputStream; import java.util.zip.GZIPOutputStream; @@ -127,8 +124,11 @@ public class TrainJunkModel { static final String MAGIC = "JUNKDET1"; - /** Sole supported file-format version. Matches JunkDetector.VERSION. */ - static final byte VERSION = 7; + /** Current file-format version produced by this trainer. v8 adds two + * global calibrations (z5 letter-adjacent-to-mark, z6 replacement-char) + * after the script-transition calibration and writes 6-feature LR + * weights per script. Matches {@link JunkDetector#VERSION}. */ + static final byte VERSION = 13; // ----------------------------------------------------------------------- // v7 model constants (per-script open-addressing codepoint-bigram tables) @@ -156,25 +156,141 @@ public class TrainJunkModel { static final float CONTROL_BYTE_MIN_SIGMA = 0.005f; /** - * Codec pairs used to build wrong-codec remap tables for training. - * Each entry is {sourceCodec, wrongCodec}: text encoded in sourceCodec but - * decoded as wrongCodec. Pairs within the same script family (e.g. CP1250↔CP1252) - * produce wrong-accent distortions that shift characters between Unicode blocks - * while staying in LATIN. Cross-script pairs (CP1252↔CP1255) additionally change - * the Unicode script, which z4 also detects. + * Per-script extra positive-sample sources. For each entry the trainer + * reads length-prefixed records from {@code file}, decodes under the + * declared {@code charset}, and adds the resulting Unicode strings to + * the per-script positive class at fraction {@code fraction} of the + * primary corpus. Phase C of the JunkDetector cleanup uses this to + * augment the LATIN positive class with under-represented Central + * European and South-East Asian languages (Vietnamese, Polish, Czech, + * Baltic) sourced from the charset-detection training corpus. */ - static final String[][] WRONG_CODEC_PAIRS = { - {"windows-1252", "windows-1250"}, // Western ↔ Central European (wrong accents) - {"windows-1250", "windows-1252"}, // reverse - {"windows-1252", "windows-1257"}, // Western ↔ Baltic (wrong accents) - {"windows-1257", "windows-1252"}, // reverse - {"windows-1252", "windows-1254"}, // Western ↔ Turkish (wrong accents) - {"windows-1251", "windows-1252"}, // Cyrillic → Latin (cross-script) - {"windows-1252", "windows-1251"}, // Latin → Cyrillic (cross-script) - {"windows-1253", "windows-1252"}, // Greek → Latin (cross-script) - {"windows-1252", "windows-1253"}, // Latin → Greek (cross-script) - {"windows-1255", "windows-1252"}, // Hebrew → Latin (cross-script) - {"windows-1252", "windows-1255"}, // Latin → Hebrew (the German vcard case) + static final Map> EXTRA_POSITIVE_SOURCES; + + static { + Map> m = new LinkedHashMap<>(); + Path charsetTrain = Paths.get(System.getProperty("user.home"), + "data", "charsets", "train"); + // Fractions chosen small (0.04 / 0.04 / 0.02) to nudge bigram + // coverage without drowning out the primary LATIN corpus or + // collapsing per-script bias/discrimination on Western-Latin + // (English/Spanish/French) and Baltic test fixtures. Initial + // larger fractions (0.15/0.10/0.05) helped Vietnamese but + // dropped LATIN bias from ~1.6 to ~0.4 and broke the cp1257 + // Baltic discrimination test. + m.put("LATIN", List.of( + // Vietnamese (the deferred Phase C target). windows-1258 + // bytes decoded as windows-1258 give Unicode Vietnamese text + // that lifts the LATIN bigram model's Vietnamese coverage. + new ExtraPositiveSource(charsetTrain.resolve("windows-1258.bin.gz"), + "windows-1258", 0.04), + // Central European (Polish, Czech, Slovak, Hungarian, + // Croatian) — similarly under-represented. + new ExtraPositiveSource(charsetTrain.resolve("windows-1250.bin.gz"), + "windows-1250", 0.04), + // Baltic — modest boost for windows-1257 cohort coverage. + new ExtraPositiveSource(charsetTrain.resolve("windows-1257.bin.gz"), + "windows-1257", 0.02))); + EXTRA_POSITIVE_SOURCES = Collections.unmodifiableMap(m); + } + + static final class ExtraPositiveSource { + final Path file; + final String charsetName; + final double fraction; + + ExtraPositiveSource(Path file, String charsetName, double fraction) { + this.file = file; + this.charsetName = charsetName; + this.fraction = fraction; + } + } + + /** + * Full-text byte-level mojibake pairs used by {@link #byteLevelMojibake}. + * Each entry is {sourceCodec, wrongCodec}: training text gets encoded in + * sourceCodec, then the resulting bytes are re-decoded as wrongCodec to + * produce realistic mojibake. Covers SBCS sibling confusion (1252↔1250, + * etc.), UTF-8 ↔ Latin (TIKA-4683), and CJK siblings (the GB18030↔EUC-JP + * cohort that was -14817 in the 29K eval). For codec pairs that share + * an ASCII subset, ASCII-only training samples pass through unchanged + * (no-op corruption), so the list is safe to apply across all scripts. + */ + static final String[][] BYTE_LEVEL_MOJIBAKE_PAIRS = { + // SBCS Western family + {"windows-1252", "windows-1250"}, + {"windows-1250", "windows-1252"}, + {"windows-1252", "windows-1257"}, + {"windows-1257", "windows-1252"}, + {"windows-1252", "windows-1254"}, + {"ISO-8859-1", "windows-1252"}, + {"windows-1252", "ISO-8859-1"}, + {"x-MacRoman", "windows-1252"}, + // SBCS Cyrillic / Greek / RTL + {"windows-1251", "windows-1252"}, + {"windows-1252", "windows-1251"}, + {"windows-1253", "windows-1252"}, + {"windows-1252", "windows-1253"}, + {"windows-1255", "windows-1252"}, + {"windows-1252", "windows-1255"}, + {"windows-1256", "windows-1252"}, + // Polish ¶ emblem and Central European + {"ISO-8859-2", "windows-1250"}, + {"windows-1250", "ISO-8859-2"}, + {"ISO-8859-3", "windows-1250"}, + // Vietnamese + {"windows-1258", "windows-1252"}, + {"windows-1252", "windows-1258"}, + // UTF-8 → Latin (TIKA-4683 / AIT5) + {"UTF-8", "windows-1252"}, + {"UTF-8", "ISO-8859-1"}, + // UTF-16 → various — bytes-as-UTF-16 produces dense CJK ideographs + // (the AIT5 / TIKA-4683 shape); included for HAN-classifier training + // against this cohort. + {"UTF-8", "UTF-16LE"}, + {"UTF-8", "UTF-16BE"}, + // CJK siblings + {"GB18030", "EUC-JP"}, + {"EUC-JP", "GB18030"}, // reverse + {"GB18030", "Shift_JIS"}, // CJK siblings + {"Shift_JIS", "GB18030"}, // reverse + {"Big5-HKSCS", "GB18030"}, // CJK siblings + {"GB18030", "Big5-HKSCS"}, // reverse + // Latin → CJK: the SPECIFIC pattern that produces our 66 wrong-CJK + // over-adoption cases. Western European accents (0xC0-0xFE in + // windows-1252) are valid 2-byte CJK lead bytes; GB18030/Shift_JIS/etc + // decoders consume them as the lead of a multi-byte sequence, which + // (a) inserts singleton Han characters scattered through Latin text + // and (b) eats the byte after each accent. Produces the + // long-Latin-with-singleton-HAN fragmentation that z9 measures. + // Without these pairs the LATIN classifier never sees this pattern + // in its negatives and the LR fits w9 = 0. + {"windows-1252", "GB18030"}, + {"windows-1252", "Shift_JIS"}, + {"windows-1252", "EUC-JP"}, + {"windows-1252", "Big5-HKSCS"}, + {"ISO-8859-1", "GB18030"}, + {"ISO-8859-1", "Shift_JIS"}, + }; + + /** + * Same pairs as the LATIN→CJK block above, but isolated for the + * sampling-boost in {@link #trainClassifierV7}. When training the + * LATIN classifier, half of the case-2 (byte-level-mojibake) picks + * come from this subset rather than from the full pair list. + * Without the boost, LATIN→CJK pairs are ~6/54 = 11% of case-2, + * which translates to ~1.4% of all LATIN negatives — too rare to + * lift w9 (script-alternation ratio) above the L2 floor. Boosting + * to 50% of case-2 = ~6% of all negatives gives the LR enough z9 + * signal to fit a meaningful weight. + */ + static final String[][] LATIN_TO_CJK_PAIRS = { + {"windows-1252", "GB18030"}, + {"windows-1252", "Shift_JIS"}, + {"windows-1252", "EUC-JP"}, + {"windows-1252", "Big5-HKSCS"}, + {"ISO-8859-1", "GB18030"}, + {"ISO-8859-1", "Shift_JIS"}, }; /** @@ -299,6 +415,10 @@ public static void main(String[] args) throws IOException { t0 = System.currentTimeMillis(); System.out.print(" Training named-block table... "); float[] blockTable = trainBlockTable(trainFile); + // Round-trip through int8 quantization so the calibration sees + // the same precision the inference path will see (Phase F: + // eliminates train/infer drift on F2 dequantized lookups). + blockTable = quantizeDequantizeRoundTrip(blockTable); System.out.printf("done (%dms)%n", System.currentTimeMillis() - t0); t0 = System.currentTimeMillis(); @@ -344,6 +464,9 @@ public static void main(String[] args) throws IOException { t0 = System.currentTimeMillis(); System.out.print(" Training script-transition table... "); float[] scriptTransTable = trainScriptTransitionTable(allTrainFiles, scriptBucketMap, numScriptBuckets); + // Round-trip through int8 quantization so calibration sees the + // values inference will see (Phase F: F4 is also stored quantized). + scriptTransTable = quantizeDequantizeRoundTrip(scriptTransTable); System.out.printf("done (%dms)%n", System.currentTimeMillis() - t0); t0 = System.currentTimeMillis(); @@ -353,24 +476,10 @@ public static void main(String[] args) throws IOException { System.out.printf("done — mu=%.4f sigma=%.4f (%dms)%n", scriptTransCal[0], scriptTransCal[1], System.currentTimeMillis() - t0); - t0 = System.currentTimeMillis(); - System.out.print(" Collecting per-script codepoint pools... "); - Map> scriptCodepoints = collectScriptCodepoints(allTrainFiles, 200); - System.out.printf("done — %d scripts (%dms)%n", - scriptCodepoints.size(), System.currentTimeMillis() - t0); - - System.out.print(" Building wrong-codec remap tables... "); - List> remapTables = new ArrayList<>(); - for (String[] pair : WRONG_CODEC_PAIRS) { - Map table = buildRemapTable(pair[0], pair[1]); - if (!table.isEmpty()) remapTables.add(table); - } - System.out.printf("%d tables built%n", remapTables.size()); - // ----------------------------------------------------------------------- - // Phase 3 — per-script linear classifiers using v6 features + // Phase 3 — per-script linear classifiers (9 features: z1-z9) // ----------------------------------------------------------------------- - System.out.println("\n--- Phase 3: per-script linear classifiers (z1,z2,z3,z4) ---"); + System.out.println("\n--- Phase 3: per-script linear classifiers (z1..z9) ---"); for (String script : f1Calibrations.keySet()) { Path trainFile = trainFilePaths.get(script); if (trainFile == null) { @@ -379,21 +488,23 @@ public static void main(String[] args) throws IOException { } t0 = System.currentTimeMillis(); System.out.printf(" [%s] training classifier... ", script); - float[] weights = trainClassifierV7(trainFile, + float[] weights = trainClassifierV7(script, trainFile, f1TablesByScript.get(script), f1Calibrations.get(script), blockTables.get(script), blockCalibrations.get(script), controlCalibrations.get(script), - scriptTransTable, scriptTransCal, scriptBucketMap, numScriptBuckets, - scriptCodepoints, remapTables); + scriptTransTable, scriptTransCal, scriptBucketMap, numScriptBuckets); classifierWeights.put(script, weights); - System.out.printf("done — w=[%.3f,%.3f,%.3f,%.3f] bias=%.3f (%dms)%n", - weights[0], weights[1], weights[2], weights[3], weights[4], + System.out.printf( + "done — w=[%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f] bias=%.3f (%dms)%n", + weights[0], weights[1], weights[2], weights[3], + weights[4], weights[5], weights[6], weights[7], weights[8], + weights[9], System.currentTimeMillis() - t0); } System.out.printf("%nWriting model (%d scripts, blockN=%d, scriptBuckets=%d) → %s%n", f1Calibrations.size(), blockN, numScriptBuckets, output); - saveModelV7(f1TablesByScript, f1Calibrations, + saveModel(f1TablesByScript, f1Calibrations, blockTables, blockCalibrations, controlCalibrations, classifierWeights, scriptBuckets, scriptTransTable, scriptTransCal, @@ -510,7 +621,72 @@ static List sampleSubstrings(Path devGz, int nSamples, while (end < bytes.length && (bytes[end] & 0xC0) == 0x80) { end++; } - result.add(new String(bytes, start, end - start, StandardCharsets.UTF_8)); + String s = new String(bytes, start, end - start, StandardCharsets.UTF_8); + // NFD-normalize on read so calibration/training feature math + // matches JunkDetector.scoreText's NFD path. On-disk corpus + // may be NFC (older builds of BuildJunkTrainingData); NFD is + // idempotent on already-NFD text. + s = java.text.Normalizer.normalize(s, java.text.Normalizer.Form.NFC); + result.add(s); + } + return result; + } + + /** + * Read length-prefixed binary records ({@code [u16-BE length][bytes]}) + * from a gzipped file (the format used by {@code ~/data/charsets/train/}) + * and sample {@code nSamples} substrings of varying length, decoded + * under {@code charset}. Mirrors {@link #sampleSubstrings} but reads + * a different file format so the trainer can pull Vietnamese / Polish / + * Baltic positive samples from the charset-detection training corpus + * (Phase C: {@link #EXTRA_POSITIVE_SOURCES}). + */ + static List sampleBinaryRecords(Path file, Charset charset, + int nSamples, int[] lengths, + long seed) throws IOException { + List records = new ArrayList<>(); + try (java.io.FileInputStream fis = new java.io.FileInputStream(file.toFile()); + java.util.zip.GZIPInputStream gis = new java.util.zip.GZIPInputStream(fis); + java.io.DataInputStream dis = new java.io.DataInputStream(gis)) { + // Read up to 4000 records (plenty to sample from) + int cap = Math.max(nSamples * 4, 4000); + while (records.size() < cap) { + int len; + try { + len = dis.readUnsignedShort(); + } catch (java.io.EOFException eof) { + break; + } + byte[] rec = new byte[len]; + dis.readFully(rec); + if (rec.length >= 2) { + records.add(rec); + } + } + } + if (records.isEmpty()) { + return Collections.emptyList(); + } + + Random rng = new Random(seed); + List result = new ArrayList<>(nSamples); + for (int i = 0; i < nSamples; i++) { + byte[] rec = records.get(rng.nextInt(records.size())); + int targetLen = lengths[i % lengths.length]; + + String text; + if (rec.length <= targetLen) { + text = new String(rec, charset); + } else { + int start = rng.nextInt(rec.length - targetLen); + int end = Math.min(start + targetLen, rec.length); + text = new String(rec, start, end - start, charset); + } + // NFC + skip if effectively empty after decoding + text = java.text.Normalizer.normalize(text, java.text.Normalizer.Form.NFC); + if (!text.isEmpty()) { + result.add(text); + } } return result; } @@ -567,23 +743,19 @@ static float[] computeControlByteCalibration(Path devGz) throws IOException { // ----------------------------------------------------------------------- /** - * Trains a per-script binary logistic regression classifier on (z1, z2, z3, z4). + * Trains a per-script binary logistic regression classifier on + * 8 features (z1-z8). * - *

    Clean examples: {@link #NUM_CLASSIFIER_SAMPLES} random dev windows (seed 100). - * Corrupted examples: same count, cycling through four distortions (seed 102): - *

      - *
    1. inject@5% control chars
    2. - *
    3. char-shuffle
    4. - *
    5. cross-script substitution — replaces ~5% of characters with codepoints from - * foreign scripts, simulating charset encoding errors such as German umlauts - * becoming Hebrew letters when CP1252 text is decoded as CP1255
    6. - *
    7. wrong-codec remap — replaces ~5% of characters using a random pre-computed - * charset remap table (e.g. CP1252→CP1250 for wrong accents, CP1252→CP1255 - * for script crossings), simulating real-world charset misdetection
    8. - *
    + *

    Clean examples: {@link #NUM_CLASSIFIER_SAMPLES} random dev windows + * (seed 100). Corrupted examples: same count, cycling through eight + * realistic distortions (seed 102) covering charset mojibake (via full- + * text byte-level codec confusion), PDF/OCR junk (PUA injection, + * diacritic shedding, visual OCR substitutions, whitespace mangling, + * repeat-byte storms), RTL direction flip, and general structural + * corruption (control-byte injection, codepoint shuffle). * - * @param remapTables list of pre-built wrong-codec remap tables from {@link #buildRemapTable} - * @return float[5] = {w1, w2, w3, w4, bias} — classifier weights; positive logit = clean + * @return float[9] = {w1, w2, w3, w4, w5, w6, w7, w8, bias} + * classifier weights; positive logit = clean. */ // Per-feature z-score helpers (z2, z3, z4) for the classifier-training @@ -631,6 +803,227 @@ static String shuffleChars(String text, Random rng) { return new String(codepoints, 0, codepoints.length); } + /** + * Reverses the codepoint order of the text. Models the PDF/OCR + * BiDi-direction-flip failure on RTL scripts (Arabic, Hebrew, + * Syriac, N'Ko, Thaana) where extraction tools sometimes emit + * runs in visual order rather than logical order — producing + * readable-looking-but-meaningless text. Applied only when the + * dominant script is RTL; passthrough for LTR scripts. + */ + static String reverseRtlText(String text) { + if (text.isEmpty()) return text; + Character.UnicodeScript dom = dominantScriptOf(text); + if (dom != Character.UnicodeScript.ARABIC + && dom != Character.UnicodeScript.HEBREW + && dom != Character.UnicodeScript.SYRIAC + && dom != Character.UnicodeScript.NKO + && dom != Character.UnicodeScript.THAANA) { + return text; + } + int[] cps = text.codePoints().toArray(); + for (int i = 0, j = cps.length - 1; i < j; i++, j--) { + int tmp = cps[i]; + cps[i] = cps[j]; + cps[j] = tmp; + } + return new String(cps, 0, cps.length); + } + + /** + * Injects codepoints from the Unicode Private Use Area + * (U+E000–U+F8FF) at the given rate. Models PDF text extraction + * where a broken / missing cmap table emits blocks of PUA chars + * instead of real text — a common PDF-junk failure that + * JunkDetector should catch outside its charset-arbitration role. + */ + static String injectPrivateUseAreaChars(String text, double rate, Random rng) { + if (text.isEmpty()) return text; + int[] codepoints = text.codePoints().toArray(); + int puaSpan = 0xF8FF - 0xE000 + 1; + for (int i = 0; i < codepoints.length; i++) { + if (rng.nextDouble() < rate) { + codepoints[i] = 0xE000 + rng.nextInt(puaSpan); + } + } + return new String(codepoints, 0, codepoints.length); + } + + /** + * Strips combining marks (Mn / Mc / Me categories) after NFD + * normalization. Models the PDF/OCR pipeline that drops marks + * during extraction — Vietnamese / Arabic / Indic content gets + * stripped of its tone / vowel marks, which destroys meaning + * while leaving the base letters intact. Also useful training + * signal for z5 (letter-adjacent-to-mark) since stripped text + * has z5 = 0. + */ + static String shedDiacritics(String text) { + if (text.isEmpty()) return text; + String nfd = java.text.Normalizer.normalize(text, java.text.Normalizer.Form.NFD); + StringBuilder sb = new StringBuilder(nfd.length()); + for (int i = 0; i < nfd.length(); ) { + int cp = nfd.codePointAt(i); + i += Character.charCount(cp); + int type = Character.getType(cp); + if (type == Character.NON_SPACING_MARK + || type == Character.COMBINING_SPACING_MARK + || type == Character.ENCLOSING_MARK) { + continue; + } + sb.appendCodePoint(cp); + } + return sb.toString(); + } + + /** Visual OCR substitution pairs — pairs that confuse OCR + * recognition: O↔0, 1↔l↔I, rn↔m, cl↔d, etc. */ + private static final char[][] OCR_SUBS = { + {'O', '0'}, {'0', 'O'}, + {'1', 'l'}, {'l', '1'}, + {'I', 'l'}, {'l', 'I'}, + {'S', '5'}, {'5', 'S'}, + {'B', '8'}, {'8', 'B'}, + {'Z', '2'}, {'2', 'Z'}, + {'G', '6'}, {'6', 'G'}, + }; + + /** + * Applies single-char OCR-confusion substitutions at the given + * rate. Models OCR errors where visually-similar chars are + * misrecognised; doesn't change byte structure but corrupts the + * bigram distribution. + */ + static String visualOcrSubstitutions(String text, double rate, Random rng) { + if (text.isEmpty()) return text; + StringBuilder sb = new StringBuilder(text.length()); + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + if (cp < 0x80 && rng.nextDouble() < rate) { + for (char[] pair : OCR_SUBS) { + if (pair[0] == cp) { + cp = pair[1]; + break; + } + } + } + sb.appendCodePoint(cp); + } + return sb.toString(); + } + + /** + * Removes all whitespace from the text. Models PDF columnar + * extraction that stitches words together without spaces. + */ + static String collapseWhitespace(String text) { + if (text.isEmpty()) return text; + StringBuilder sb = new StringBuilder(text.length()); + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + if (!Character.isWhitespace(cp)) { + sb.appendCodePoint(cp); + } + } + return sb.toString(); + } + + /** + * Injects random ASCII spaces inside the text at the given rate. + * Models PDF kerning bugs that fragment words with stray spaces. + */ + static String inflateWhitespace(String text, double rate, Random rng) { + if (text.isEmpty()) return text; + StringBuilder sb = new StringBuilder((int) (text.length() * (1 + rate))); + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + sb.appendCodePoint(cp); + if (rng.nextDouble() < rate) { + sb.append(' '); + } + } + return sb.toString(); + } + + /** + * Picks a random codepoint and duplicates it 5–10 times in place. + * Models OCR sticky-character artifacts and scanner repeat-row + * bugs where a single glyph gets emitted as a run. + */ + static String repeatByteStorm(String text, Random rng) { + if (text.isEmpty()) return text; + int[] cps = text.codePoints().toArray(); + if (cps.length == 0) return text; + int target = rng.nextInt(cps.length); + int repeats = 5 + rng.nextInt(6); + StringBuilder sb = new StringBuilder(cps.length + repeats); + for (int i = 0; i < cps.length; i++) { + sb.appendCodePoint(cps[i]); + if (i == target) { + for (int r = 0; r < repeats; r++) { + sb.appendCodePoint(cps[i]); + } + } + } + return sb.toString(); + } + + /** Dominant Unicode script of {@code text}, COMMON/INHERITED/UNKNOWN + * excluded. Used by {@link #reverseRtlText} to gate the corruption + * on RTL scripts only. */ + private static Character.UnicodeScript dominantScriptOf(String text) { + if (text == null || text.isEmpty()) { + return Character.UnicodeScript.COMMON; + } + Map counts = new HashMap<>(); + for (int i = 0; i < text.length(); ) { + int cp = text.codePointAt(i); + i += Character.charCount(cp); + Character.UnicodeScript s = Character.UnicodeScript.of(cp); + if (s != Character.UnicodeScript.COMMON + && s != Character.UnicodeScript.INHERITED + && s != Character.UnicodeScript.UNKNOWN) { + counts.merge(s, 1, Integer::sum); + } + } + return counts.entrySet().stream() + .max(Map.Entry.comparingByValue()) + .map(Map.Entry::getKey) + .orElse(Character.UnicodeScript.COMMON); + } + + /** + * Full-text byte-level mojibake: encodes the text in {@code sourceCs} + * and decodes the resulting bytes as {@code wrongCs}. ASCII-only text + * is unchanged for ASCII-superset codec pairs (UTF-8↔Latin-1, + * GB18030↔EUC-JP, etc.). For non-ASCII content the result is the + * realistic mojibake pattern that production charset mis-detection + * produces. + * + *

    Trains v8's z5 (letter-adjacent-to-mark) feature: real + * mark-using text has letters followed by combining marks; the + * mojibake decode loses all marks (they become precomposed Latin-1 + * letters or replacement chars). Also exercises z6 because the + * reinterpret typically introduces some U+FFFD on partial/invalid + * sequences. + * + *

    Returns the input unchanged on encoder/decoder error (preserves + * positive training signal in those edge cases). + */ + static String byteLevelMojibake(String text, String sourceCs, String wrongCs) { + if (text.isEmpty()) return text; + try { + byte[] bytes = text.getBytes(Charset.forName(sourceCs)); + return new String(bytes, Charset.forName(wrongCs)); + } catch (IllegalArgumentException e) { + // Covers UnsupportedCharsetException + IllegalCharsetNameException + return text; + } + } + /** * Fits a binary logistic regression classifier on the given feature matrix. * @@ -740,7 +1133,7 @@ private static byte[] toBytes(float[] table) { * * *

    Returned {@link V7Tables} are ready to hand to - * {@link #saveModelV7}. + * {@link #saveModel}. * * @param trainFile the per-script {@code *.train.gz} * @param minBigramCount drop pairs whose count is below this @@ -957,6 +1350,10 @@ static float[] extractFeaturesV7(String window, float[] scriptTransTable, float[] scriptTransCal, Map scriptBucketMap, int numScriptBuckets) { + // NFD-normalize defensively — corruption modes (utf8AsWindows1252- + // Mojibake, etc.) produce text in whatever form the encoder yields. + // Matches JunkDetector.scoreText / scoreWithFeatureComponents. + window = java.text.Normalizer.normalize(window, java.text.Normalizer.Form.NFC); byte[] utf8 = window.getBytes(StandardCharsets.UTF_8); // z1: per-script codepoint-bigram mean log-prob @@ -974,53 +1371,159 @@ static float[] extractFeaturesV7(String window, .computeZ4ScriptTransition(window, scriptTransTable, scriptTransCal, scriptBucketMap, numScriptBuckets); - return new float[]{z1, z2, z3, z4}; + // z5: letter-adjacent-to-mark ratio. Raw [0,1] — high for + // mark-using scripts in correct decode, ~0 for mojibake. LR + // weight absorbs scale; non-negativity → positive contribution. + double rawZ5 = org.apache.tika.ml.junkdetect.TextQualityFeatures + .letterAdjacentToMarkRatio(window); + float z5 = Double.isNaN(rawZ5) ? 0f : (float) rawZ5; + + // z6: 1 - replacement-character ratio (high for clean text, low + // when the decode produced U+FFFD). Flipped so the LR's + // non-negativity puts positive weight on it. + double rawZ6 = org.apache.tika.ml.junkdetect.TextQualityFeatures + .replacementRatio(window); + float z6 = Double.isNaN(rawZ6) ? 1f : 1f - (float) rawZ6; + + // z7: script density — fraction of codepoints in any script + // (non-COMMON/INHERITED/UNKNOWN). Pure-whitespace / pure-digit + // text scores 0. High = script-bearing content (positive signal). + double rawZ7 = org.apache.tika.ml.junkdetect.TextQualityFeatures + .scriptDensity(window); + float z7 = Double.isNaN(rawZ7) ? 0f : (float) rawZ7; + + // z8: script coherence = 1 - fragmentation. High = one coherent + // script run; low = script-salad mojibake. Flipped so positive + // weight in LR means "more coherent → cleaner." + double rawZ8 = org.apache.tika.ml.junkdetect.TextQualityFeatures + .scriptFragmentation(window); + float z8 = Double.isNaN(rawZ8) ? 1f : 1f - (float) rawZ8; + + // z9: scriptAlternationRatio = transitions / (2 * min(N_dom, N_foreign)). + // Length- and proportion-invariant. Catches LATIN→CJK mojibake + // (every accent becomes a singleton Han → maximally alternating). + // Clean text and clumped real mixed-script both score near 0. + // Sign flipped so high alternation = junky = negative z9; LR fits + // positive weight where "low alternation → cleaner." + double rawZ9 = org.apache.tika.ml.junkdetect.TextQualityFeatures + .scriptAlternationRatio(window); + float z9 = Double.isNaN(rawZ9) ? 0f : -(float) rawZ9; + + return new float[]{z1, z2, z3, z4, z5, z6, z7, z8, z9}; } /** * Trains a per-script binary logistic regression classifier on - * (z1_cpHash, z2, z3, z4). Same scaffolding as the v6 trainer + * (z1_cpHash, z2, z3, z4, z5, z6). Same scaffolding as the v6/v7 + * trainer * (sample windows, corrupt half, fit LR, bias-calibrate on short * windows) but uses v7 per-script F1 tables. */ - static float[] trainClassifierV7(Path devGz, + static float[] trainClassifierV7(String script, + Path devGz, V7Tables tables, float[] f1Cal, float[] blockTable, float[] blockCal, float[] controlCal, float[] scriptTransTable, float[] scriptTransCal, - Map scriptBucketMap, int numScriptBuckets, - Map> scriptCodepoints, - List> remapTables) + Map scriptBucketMap, int numScriptBuckets) throws IOException { int nEach = NUM_CLASSIFIER_SAMPLES; - List cleanWindows = sampleSubstrings(devGz, nEach, CALIB_LENGTHS, 100); + List cleanWindows = new ArrayList<>( + sampleSubstrings(devGz, nEach, CALIB_LENGTHS, 100)); + + // Phase C: augment per-script positive samples from EXTRA_POSITIVE_SOURCES. + // For LATIN this pulls in Vietnamese / Polish / Baltic content + // sourced from the charset-detection training corpus, fixing the + // under-representation that caused Vietnamese and Polish-¶ + // cohort regressions in the cc-html-29k eval. + List extras = EXTRA_POSITIVE_SOURCES.get(script); + if (extras != null) { + int seed = 110; + for (ExtraPositiveSource src : extras) { + if (!Files.isReadable(src.file)) { + System.out.printf("%n EXTRA %s: file unreadable, skipping%n", src.file); + continue; + } + int nExtra = (int) Math.round(nEach * src.fraction); + List extraWindows = sampleBinaryRecords( + src.file, Charset.forName(src.charsetName), + nExtra, CALIB_LENGTHS, seed++); + cleanWindows.addAll(extraWindows); + System.out.printf("%n EXTRA %s (%s, fraction=%.2f): +%d positive samples", + src.file.getFileName(), src.charsetName, src.fraction, + extraWindows.size()); + } + } List baseWindows = sampleSubstrings(devGz, nEach, CALIB_LENGTHS, 101); Random rng = new Random(102); List corruptedWindows = new ArrayList<>(nEach); + // Corruption mix — 9-way rotation, all realistic real-world failures: + // 0: random control bytes (universal binary-garbage signal) + // 1: codepoint shuffle (general structural corruption) + // 2: full-text byte-level mojibake (random pair — primary mode) + // 3: reverse RTL text (PDF/OCR BiDi-flip on Arabic/Hebrew/etc.) + // 4: PUA injection (PDF cmap garbage) + // 5: diacritic shedding (OCR/PDF mark-loss) + // 6: visual OCR substitutions (O↔0, l↔1, etc.) + // 7: whitespace mangle (PDF columnar/kerning) + repeat-byte storm + // alternated per-window + // 8: LATIN→CJK byte-level mojibake (for LATIN script only — drives + // z9 / z4 / z8 signal for the 66-file wrong-CJK over-adoption + // failure mode; for other scripts, falls back to random + // byte-level mojibake to avoid crowding any single mode). for (int i = 0; i < baseWindows.size(); i++) { String w = baseWindows.get(i); - switch (i % 4) { + switch (i % 9) { case 0: corruptedWindows.add(injectControlChars(w, CLASSIFIER_INJECT_RATE, rng)); break; case 1: corruptedWindows.add(shuffleChars(w, rng)); break; - case 2: - corruptedWindows.add(injectCrossScriptChars(w, CLASSIFIER_INJECT_RATE, rng, - scriptCodepoints)); + case 2: { + String[] pair = BYTE_LEVEL_MOJIBAKE_PAIRS[ + rng.nextInt(BYTE_LEVEL_MOJIBAKE_PAIRS.length)]; + corruptedWindows.add(byteLevelMojibake(w, pair[0], pair[1])); break; - default: - if (!remapTables.isEmpty()) { - Map table = - remapTables.get(rng.nextInt(remapTables.size())); - corruptedWindows.add(wrongCodecRemap(w, table, CLASSIFIER_INJECT_RATE, rng)); + } + case 3: + corruptedWindows.add(reverseRtlText(w)); + break; + case 4: + corruptedWindows.add(injectPrivateUseAreaChars(w, 0.10, rng)); + break; + case 5: + corruptedWindows.add(shedDiacritics(w)); + break; + case 6: + corruptedWindows.add(visualOcrSubstitutions(w, 0.05, rng)); + break; + case 7: + if (rng.nextBoolean()) { + if (rng.nextBoolean()) { + corruptedWindows.add(collapseWhitespace(w)); + } else { + corruptedWindows.add(inflateWhitespace(w, 0.10, rng)); + } } else { - corruptedWindows.add(injectControlChars(w, CLASSIFIER_INJECT_RATE, rng)); + corruptedWindows.add(repeatByteStorm(w, rng)); } break; + default: { + // Case 8: dedicated LATIN→CJK slot. For LATIN script, + // produces the long-Latin-with-singleton-HAN pattern + // that z9 measures. For other scripts, fall back to + // a random byte-level mojibake pair so we don't waste + // the slot. + String[] pair = "LATIN".equals(script) + ? LATIN_TO_CJK_PAIRS[rng.nextInt(LATIN_TO_CJK_PAIRS.length)] + : BYTE_LEVEL_MOJIBAKE_PAIRS[ + rng.nextInt(BYTE_LEVEL_MOJIBAKE_PAIRS.length)]; + corruptedWindows.add(byteLevelMojibake(w, pair[0], pair[1])); + break; + } } } @@ -1040,7 +1543,7 @@ static float[] trainClassifierV7(Path devGz, labels.add(0); } - float[] weights = fitLogisticRegression(features, labels, 4); + float[] weights = fitLogisticRegression(features, labels, 9); // Bias calibration on short windows so FPR ≤ 2.5% at worst-case length. List shortWindows = sampleSubstrings(devGz, nEach, new int[]{15}, 200); @@ -1065,27 +1568,23 @@ static float[] trainClassifierV7(Path devGz, } /** - * Writes a v7 model file (JUNKDET1 version=7 gzipped binary). - * - *

    Layout vs. v6: no global F1+Bloom section. Each per-script - * section embeds that script's {@link V7Tables} (codepoint index, - * open-addressing bigram keys+values, unigram table) directly after - * its F1 calibration, before F2. See {@link JunkDetector#load} for - * the full layout spec. - * - *

    F2 (block transition), F3 (control byte), F4 (script transition) - * sections are unchanged from v6. + * Writes a model file in the current binary format. Layout: gzip + * envelope around {@code JUNKDET1} magic + {@link #VERSION} byte + + * global script-transition section + z5/z6 calibrations + per-script + * sections (F1 tables, F2 block transitions, F3 control calibration, + * 7-element LR weight vector = 6 weights + bias). See + * {@link JunkDetector#load} for the load-side spec. */ - public static void saveModelV7(TreeMap f1Tables, - TreeMap f1Calibrations, - TreeMap blockTables, - TreeMap blockCalibrations, - TreeMap controlCalibrations, - TreeMap classifierWeights, - List scriptBuckets, - float[] scriptTransTable, - float[] scriptTransCal, - Path output) throws IOException { + public static void saveModel(TreeMap f1Tables, + TreeMap f1Calibrations, + TreeMap blockTables, + TreeMap blockCalibrations, + TreeMap controlCalibrations, + TreeMap classifierWeights, + List scriptBuckets, + float[] scriptTransTable, + float[] scriptTransCal, + Path output) throws IOException { try (DataOutputStream dos = new DataOutputStream( new GZIPOutputStream(Files.newOutputStream(output)))) { @@ -1106,10 +1605,30 @@ public static void saveModelV7(TreeMap f1Tables, dos.writeShort(nameBytes.length); dos.write(nameBytes); } - dos.write(toBytes(scriptTransTable)); + // F4 script-transition table — Phase F int16 quantized. + // Layout: [float min][float max][numBuckets² × 2 bytes BE]. + QuantizedShorts qScriptTrans = quantizeToShorts(scriptTransTable); + dos.writeFloat(qScriptTrans.min); + dos.writeFloat(qScriptTrans.max); + for (short s : qScriptTrans.shorts) { + dos.writeShort(s); + } dos.writeFloat(scriptTransCal[0]); dos.writeFloat(scriptTransCal[1]); + // Three document-level calibrations: + // z5 (letter-adjacent-to-mark): pass-through (mu=0, sigma=1) + // z6 (replacement-ratio): mu=1, sigma=1 so inference returns 1-raw + // z9 (scriptRunDensity): pass-through with flip — mu=0, sigma=1 + // so inference returns -raw (high density = junky = negative). + // Training extractor mirrors each flip. LR weight absorbs scale. + dos.writeFloat(0f); // z5 mu + dos.writeFloat(1f); // z5 sigma + dos.writeFloat(1f); // z6 mu (so inference returns 1 - raw) + dos.writeFloat(1f); // z6 sigma + dos.writeFloat(0f); // z9 mu (so inference returns -raw) + dos.writeFloat(1f); // z9 sigma + // Per-script sections. V7 embeds the F1 tables inline. int blockN = org.apache.tika.ml.junkdetect.UnicodeBlockRanges.bucketCount(); for (var entry : f1Calibrations.entrySet()) { @@ -1123,7 +1642,8 @@ public static void saveModelV7(TreeMap f1Tables, float[] blockCal = blockCalibrations.getOrDefault(script, new float[]{0f, 1f}); float[] controlCal = controlCalibrations.getOrDefault(script, new float[]{0f, 1f}); float[] weights = classifierWeights.getOrDefault(script, - new float[]{1f / 4, 1f / 4, 1f / 4, 1f / 4, 0f}); + new float[]{1f / 9, 1f / 9, 1f / 9, 1f / 9, 1f / 9, + 1f / 9, 1f / 9, 1f / 9, 1f / 9, 0f}); byte[] nameBytes = script.getBytes(StandardCharsets.UTF_8); dos.writeShort(nameBytes.length); @@ -1136,10 +1656,16 @@ public static void saveModelV7(TreeMap f1Tables, // F1 per-script tables tables.writeTo(dos); - // F2 — block transitions + // F2 — block transitions (Phase F int16 quantized). + // Layout: [calMu][calSigma][float min][float max][blockN² × 2 bytes BE]. dos.writeFloat(blockCal[0]); dos.writeFloat(blockCal[1]); - dos.write(toBytes(blockTable)); + QuantizedShorts qBlock = quantizeToShorts(blockTable); + dos.writeFloat(qBlock.min); + dos.writeFloat(qBlock.max); + for (short s : qBlock.shorts) { + dos.writeShort(s); + } // F3 — control-byte calibration dos.writeFloat(controlCal[0]); @@ -1165,6 +1691,63 @@ public static void saveModelV7(TreeMap f1Tables, * * @return three-element record: byte[] quantized, float min, float max */ + /** + * Quantize a float[] to int16 and dequantize back, returning a new + * float[] with the int16-precision values. Used at training time + * so downstream calibration (mu, sigma) is computed on values the + * inference path will actually see. Eliminates the train/infer + * drift that v13's first attempt at Phase F exhibited. 65536 + * levels keep ~0.0002 nats/level resolution, essentially lossless + * for our [-15, -1] log-prob range. + */ + public static float[] quantizeDequantizeRoundTrip(float[] in) { + QuantizedShorts q = quantizeToShorts(in); + float scale = (q.max - q.min) / 65535f; + float[] out = new float[in.length]; + for (int i = 0; i < in.length; i++) { + int s = q.shorts[i] & 0xFFFF; + out[i] = q.min + s * scale; + } + return out; + } + + /** int16 (unsigned 0-65535) quantization of a float[]. Linear + * mapping {@code [min, max] → [0, 65535]}. */ + public static QuantizedShorts quantizeToShorts(float[] in) { + float min = Float.POSITIVE_INFINITY; + float max = Float.NEGATIVE_INFINITY; + for (float v : in) { + if (Float.isFinite(v)) { + if (v < min) min = v; + if (v > max) max = v; + } + } + if (!Float.isFinite(min) || !Float.isFinite(max) || max == min) { + return new QuantizedShorts(new short[in.length], 0f, 1f); + } + float scale = 65535f / (max - min); + short[] out = new short[in.length]; + for (int i = 0; i < in.length; i++) { + float v = in[i]; + int q = Math.round((v - min) * scale); + if (q < 0) q = 0; + if (q > 65535) q = 65535; + out[i] = (short) q; + } + return new QuantizedShorts(out, min, max); + } + + public static final class QuantizedShorts { + public final short[] shorts; + public final float min; + public final float max; + public QuantizedShorts(short[] shorts, float min, float max) { + this.shorts = shorts; + this.min = min; + this.max = max; + } + } + public static QuantizedFloats quantizeFloats(float[] in) { float min = Float.POSITIVE_INFINITY; float max = Float.NEGATIVE_INFINITY; @@ -1361,30 +1944,54 @@ private static double rawScriptTransitionLogProb(String text, float[] table, return count > 0 ? sum / count : Double.NaN; } + + // ----------------------------------------------------------------------- + // Eval-tooling helpers — used by {@link EvalJunkDetector} for the + // synthetic-corruption eval matrix. No longer used by classifier + // training (Phase E replaced wrongCodecRemap with full-text + // byteLevelMojibake from BYTE_LEVEL_MOJIBAKE_PAIRS). + // ----------------------------------------------------------------------- + /** - * Builds a character→character remap table for a (sourceCodec, wrongCodec) pair. - * For every byte 0x80–0xFF, if the two codecs decode it to different characters - * (and neither produces the replacement character U+FFFD), the source character - * maps to the wrong-codec character. - * - *

    Returns an empty map if either codec is unavailable on this JVM. + * Legacy codec pairs for the synthetic char-level remap eval mode. + * Production training uses {@link #BYTE_LEVEL_MOJIBAKE_PAIRS} instead. + */ + static final String[][] WRONG_CODEC_PAIRS = { + {"windows-1252", "windows-1250"}, + {"windows-1250", "windows-1252"}, + {"windows-1252", "windows-1257"}, + {"windows-1257", "windows-1252"}, + {"windows-1251", "windows-1252"}, + {"windows-1252", "windows-1251"}, + {"windows-1253", "windows-1252"}, + {"windows-1255", "windows-1252"}, + {"ISO-8859-2", "windows-1250"}, + {"ISO-8859-1", "windows-1252"}, + {"windows-1258", "windows-1252"}, + }; + + /** + * Build a char→char remap table for a single-byte (sourceCodec, + * wrongCodec) pair. Used by {@link EvalJunkDetector}'s synthetic + * eval; not used by training (full-text {@link #byteLevelMojibake} + * is more realistic). */ static Map buildRemapTable(String sourceCodec, String wrongCodec) { Charset src, wrong; try { - src = Charset.forName(sourceCodec); + src = Charset.forName(sourceCodec); wrong = Charset.forName(wrongCodec); - } catch (UnsupportedCharsetException e) { + } catch (IllegalArgumentException e) { return Collections.emptyMap(); } Map table = new HashMap<>(); byte[] singleByte = new byte[1]; for (int b = 0x80; b <= 0xFF; b++) { singleByte[0] = (byte) b; - String fromSrc = new String(singleByte, src); + String fromSrc = new String(singleByte, src); String fromWrong = new String(singleByte, wrong); if (fromSrc.length() == 1 && fromWrong.length() == 1 - && fromSrc.charAt(0) != '\uFFFD' && fromWrong.charAt(0) != '\uFFFD' + && fromSrc.charAt(0) != '�' && fromWrong.charAt(0) != '�' && fromSrc.charAt(0) != fromWrong.charAt(0)) { table.put(fromSrc.charAt(0), fromWrong.charAt(0)); } @@ -1393,15 +2000,8 @@ static Map buildRemapTable(String sourceCodec, String wron } /** - * Replaces characters using a pre-computed wrong-codec remap table, simulating - * the effect of encoding text in one charset and decoding it in another. - * Only characters present in the remap table are candidates for replacement. - * - *

    This produces realistic mojibake: German umlauts becoming Hebrew letters, - * Polish characters becoming Western accents, Cyrillic becoming Latin symbols, etc. - * - * @param remapTable source-char → wrong-char substitution table (from {@link #buildRemapTable}) - * @param rate fraction of remappable characters to replace [0, 1] + * Stochastic char-level codec remap. See {@link #buildRemapTable}. + * Eval-only. */ static String wrongCodecRemap(String text, Map remapTable, double rate, Random rng) { @@ -1420,96 +2020,6 @@ static String wrongCodecRemap(String text, Map remapTable, return new String(codepoints, 0, codepoints.length); } - /** - * Collects a sample of codepoints from each raw {@link Character.UnicodeScript} - * found across all training files. Used to build the foreign-script codepoint - * pools for the cross-script substitution distortion. - * - * @param maxPerScript maximum distinct codepoints to collect per script - * @return map from raw UnicodeScript name → list of sampled codepoints - */ - static Map> collectScriptCodepoints(List trainFiles, - int maxPerScript) - throws IOException { - Map> collected = new HashMap<>(); - for (Path trainFile : trainFiles) { - try (BufferedReader r = openGzipped(trainFile)) { - String line; - while ((line = r.readLine()) != null) { - for (int i = 0; i < line.length(); ) { - int cp = line.codePointAt(i); - i += Character.charCount(cp); - Character.UnicodeScript s = Character.UnicodeScript.of(cp); - if (s == Character.UnicodeScript.COMMON - || s == Character.UnicodeScript.INHERITED - || s == Character.UnicodeScript.UNKNOWN) { - continue; - } - Set pool = collected.computeIfAbsent( - s.name(), k -> new HashSet<>()); - if (pool.size() < maxPerScript) { - pool.add(cp); - } - } - } - } - } - Map> result = new HashMap<>(collected.size() * 2); - for (Map.Entry> e : collected.entrySet()) { - result.put(e.getKey(), new ArrayList<>(e.getValue())); - } - return result; - } - - /** - * Replaces a random fraction of characters with codepoints drawn from scripts - * that do NOT appear in the source text. Simulates real-world charset encoding - * errors where accented characters in one script are misread as characters from - * a completely different script — e.g., German umlauts (ä, ö, ü) becoming - * Hebrew letters when CP1252-encoded text is decoded as CP1255. - * - * @param rate fraction of characters to replace [0, 1] - * @param scriptCodepoints map from raw UnicodeScript name → pool of codepoints - */ - static String injectCrossScriptChars(String text, double rate, Random rng, - Map> scriptCodepoints) { - if (text.isEmpty() || scriptCodepoints.isEmpty()) { - return text; - } - - // Identify which scripts appear in the source text - Set sourceScripts = new HashSet<>(); - for (int i = 0; i < text.length(); ) { - int cp = text.codePointAt(i); - i += Character.charCount(cp); - Character.UnicodeScript s = Character.UnicodeScript.of(cp); - if (s != Character.UnicodeScript.COMMON - && s != Character.UnicodeScript.INHERITED - && s != Character.UnicodeScript.UNKNOWN) { - sourceScripts.add(s.name()); - } - } - - // Build pool of codepoints from all other scripts - List foreignPool = new ArrayList<>(); - for (Map.Entry> e : scriptCodepoints.entrySet()) { - if (!sourceScripts.contains(e.getKey())) { - foreignPool.addAll(e.getValue()); - } - } - if (foreignPool.isEmpty()) { - return text; - } - - int[] codepoints = text.codePoints().toArray(); - for (int i = 0; i < codepoints.length; i++) { - if (rng.nextDouble() < rate) { - codepoints[i] = foreignPool.get(rng.nextInt(foreignPool.size())); - } - } - return new String(codepoints, 0, codepoints.length); - } - private static void printUsage() { System.err.println("Usage: TrainJunkModel [options]"); System.err.println(" --data-dir Directory with {script}.train.gz / .dev.gz files"); diff --git a/tika-ml/tika-ml-junkdetect/src/main/resources/org/apache/tika/ml/junkdetect/junkdetect.bin b/tika-ml/tika-ml-junkdetect/src/main/resources/org/apache/tika/ml/junkdetect/junkdetect.bin index 644d46bad05df28d65da2eb9ef876ecf4f571c18..50f7dfe2e6c6581604b55180b1c364e2a4513368 100644 GIT binary patch literal 2784427 zcmY(p1yodD)Hh5IptRC3f+$E!_YeX~D=8@@-5o-crn2~`;q`nOf{vo0j)iyf` zl7v8_La0oen{a{RDKqsu6*Po2!f=gRj44HZ@ zH_@(6&8%vj)6pOU2KlmRkd8K0cZIDr_mC~Wjz)S)zTR%F#{IM_TSVqP{dwy3(^}TP zk=rSO;P6%>?F0Q(L@NH>TtkpbuM5uw--Ci@bD>xy91kL&-bWf{KQ~^Fe*P?7@en6J z*7ZjkI#qa1S$K_ahq&@ATV=Y|X2$j_w0axc6RU1?=LH>JEoA8p>Ae{l66Nb=Q- zvnh&tS#O6_AebZSkNz$Hy%txfr1kI72DUEd)S!3`(S0o;9dRnU6g zg;#+?AR;=8cCgRzqML1!Fkpy&GWwyJ*f!0WDL(B6iWT4*Qzj~c`@2*#0i*_YfSB06 zSI_HI^R`kiZ4^?udnR!6bUX-Amh#13p5!f?Bd2z>_KZ&Df!QG$x*Xy*TScAf1Xt#u z6P8ndCeBh>X?!_?WgMX;E1T$D0m8BRRVddW(9tzd`y&&*9&QiIWZNry#-TV)H$hHKrob z%5AkrTAI|e&=#e%7AJSnN30nGFVgV~L-+Ey)6tP!&nQTV7g9t4p}`sUfZ;A$={LGG zqlc~hkb?I$-xr_ko5to|$$LD=3l|>qXhkX0fZ2 z9qsNgwod&VS^AVX?RF@My71F&7 z%1OXk^)agZ3LVCMCKP0^AS_^QVjXUVQDQh_D2>qzdk0TpHN7q9V^AoN1rXp_bne2I=^Uvf^A1jFBiK$ zgXX*Zs`l593eN-Fy7GBQ(v2n`I{jP~t1l9m9NzqTzOEh+)i@^kwox?Aft#JEaA|0j zu`S1tJWkU0tF$u79H_3c>TGD8gr~NWfmH0!F;&#(7?SoKvp=y+WZ8Qe{DAroW?ygk zT-8VIR&*7x<~ra?gc!_mTF|FF&#A7Y>N$9?|8TN(i1}%5hNzxdRkKkL&Fx<7=BD

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zDF>vySDF{3Ph-+`Rr+jHT2PrY4P;5e%<@K(+{est*q-<{P`H zGICYD>-JIe$u4RSnMl2j$`$%lI|{P*+}B3EOiJwOe2Mxx5rO9~FH^t1lN=r2{|$BU zK6&z&A5Q+7oBZw2WN&El5S%>BP9Bk%;olI^hCGXYOFef7dAZ|v)F-60m9J4-NumGp z8ucAwKES?4kw4fMnB{K}^$#)2c9Wfg8Ru>aeMQa|hq6nCnC)+pf?Z&ay;(TAJdgjr zAfhnyAAcZ84|?AHLqSC3JNBO2d$n^9Rj}##d=FJ{ZS&mwr-Cpfrs6Gf28BJjwWhBTR7@b?kouqJ{z~ diff --git a/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/CalibrateTopK.java b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/CalibrateTopK.java new file mode 100644 index 00000000000..cbd9b1172c8 --- /dev/null +++ b/tika-encoding-detectors/tika-encoding-detector-mojibuster/src/test/java/org/apache/tika/ml/chardetect/CalibrateTopK.java @@ -0,0 +1,353 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one or more + * contributor license agreements. See the NOTICE file distributed with + * this work for additional information regarding copyright ownership. + * The ASF licenses this file to You under the Apache License, Version 2.0 + * (the "License"); you may not use this file except in compliance with + * the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +package org.apache.tika.ml.chardetect; + +import java.io.DataInputStream; +import java.io.FileInputStream; +import java.io.IOException; +import java.io.InputStream; +import java.nio.file.Files; +import java.nio.file.Path; +import java.nio.file.Paths; +import java.util.ArrayList; +import java.util.Arrays; +import java.util.Collections; +import java.util.HashMap; +import java.util.List; +import java.util.Locale; +import java.util.Map; +import java.util.stream.Collectors; +import java.util.stream.Stream; +import java.util.zip.GZIPInputStream; + +/** + * Calibration tool — for each devtest sample, run the bigram NB and + * record where the true label appears in the ranked candidate list and + * what softmax confidence it carries. Bucket by scored-bigram count + * (number of bigrams that actually contributed to the dot product, + * which is the right unit of "evidence available to NB" regardless of + * raw input length and HTML noise). + * + *