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app/pipeline/__pycache__/orchestrator.cpython-311.pyc CHANGED
Binary files a/app/pipeline/__pycache__/orchestrator.cpython-311.pyc and b/app/pipeline/__pycache__/orchestrator.cpython-311.pyc differ
 
app/pipeline/orchestrator.py CHANGED
@@ -174,43 +174,51 @@ def _paraphrase_hard_ok(source_unit: str, trial: str) -> bool:
174
  return True
175
 
176
 
177
- def _is_true_rewrite(source_unit: str, candidate: str) -> bool:
178
- """True rewrite = different wording, not grammar-fix or clause shuffle.
 
 
 
 
 
179
 
180
- Pure reorder of the same words must fail (e.g. Ram/school shuffle example).
181
- """
 
 
 
 
 
 
 
 
 
 
 
 
 
 
182
  src = (source_unit or "").strip()
183
  cand = (candidate or "").strip()
184
  if not src or not cand:
185
  return False
186
  if cand.lower().rstrip(".!?") == src.lower().rstrip(".!?"):
187
  return False
188
- # Same content-word bag → reorder only (not a complete rewrite)
189
- src_bag = _content_word_bag(src)
190
- cand_bag = _content_word_bag(cand)
191
- if src_bag and src_bag == cand_bag:
192
- return False
193
  if not _paraphrase_hard_ok(src, cand):
194
  return False
195
  sim = _similarity_ratio(src, cand)
 
 
 
 
196
  jacc = _stem_jaccard(src, cand)
197
- # Near-identical stem set → not enough wording change
198
- if jacc >= 0.88:
199
  return False
200
- if sim > 0.88:
201
  return False
202
  return True
203
 
204
 
205
- def _content_word_bag(text: str) -> frozenset[str]:
206
- """Lowercased content words (len≥4), for detecting same-word shuffles."""
207
- return frozenset(
208
- w.strip("'")
209
- for w in re.findall(r"[a-zA-Z']+", (text or "").lower())
210
- if len(w.strip("'")) >= 4
211
- )
212
-
213
-
214
  def _safe_paraphrase_trial(source_unit: str, trial: str) -> tuple[bool, float]:
215
  """Return (is_true_rewrite, surface_sim)."""
216
  t = (trial or "").strip()
@@ -223,15 +231,13 @@ def _safe_paraphrase_trial(source_unit: str, trial: str) -> tuple[bool, float]:
223
 
224
 
225
  def _rewrite_score(source_unit: str, candidate: str) -> float:
226
- """Higher = more different while still usable (lower sim + lower stem overlap)."""
227
  sim = _similarity_ratio(source_unit, candidate)
 
 
 
228
  jacc = _stem_jaccard(source_unit, candidate)
229
- bag_bonus = (
230
- 0.15
231
- if _content_word_bag(source_unit) != _content_word_bag(candidate)
232
- else 0.0
233
- )
234
- return (1.0 - sim) + 0.85 * (1.0 - jacc) + bag_bonus
235
 
236
 
237
  # Phrase-level meaning-preserving rewrites (change wording, not just order).
@@ -288,6 +294,104 @@ _PHRASE_REWRITES: tuple[tuple[re.Pattern[str], str], ...] = (
288
  )
289
 
290
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
291
  def _apply_phrase_rewrites(text: str, *, max_swaps: int = 4) -> list[str]:
292
  """Build increasingly rewritten phrase variants."""
293
  out: list[str] = []
@@ -419,12 +523,13 @@ _LM_SHIP_MAX_SIM = 0.85
419
 
420
 
421
  def _surface_humanize_variants(text: str, rng: random.Random) -> list[str]:
422
- """Phrase + light surface variants that change wording."""
423
  out: list[str] = []
424
  base = (text or "").strip()
425
  if not base:
426
  return out
427
 
 
428
  out.extend(_apply_phrase_rewrites(base))
429
  out.extend(_esl_structural_variants(base))
430
 
@@ -483,6 +588,9 @@ def _visible_unit_paraphrase(
483
  structured = base
484
 
485
  trials: list[str] = []
 
 
 
486
  for seed in (base, structured):
487
  trials.extend(_apply_phrase_rewrites(seed))
488
  trials.extend(_esl_structural_variants(seed))
 
174
  return True
175
 
176
 
177
+ def _content_word_bag(text: str) -> frozenset[str]:
178
+ """Lowercased content words (len≥4)."""
179
+ return frozenset(
180
+ w.strip("'")
181
+ for w in re.findall(r"[a-zA-Z']+", (text or "").lower())
182
+ if len(w.strip("'")) >= 4
183
+ )
184
 
185
+
186
+ def _token_seq(text: str) -> tuple[str, ...]:
187
+ return tuple(re.findall(r"[a-zA-Z']+", (text or "").lower()))
188
+
189
+
190
+ def _is_structural_reorder(source: str, candidate: str) -> bool:
191
+ """Same content words, different order (user-expected sentence reorder)."""
192
+ src_bag = _content_word_bag(source)
193
+ cand_bag = _content_word_bag(candidate)
194
+ if not src_bag or src_bag != cand_bag:
195
+ return False
196
+ return _token_seq(source) != _token_seq(candidate)
197
+
198
+
199
+ def _is_true_rewrite(source_unit: str, candidate: str) -> bool:
200
+ """Accept structural reorder OR lexical wording change — not identity."""
201
  src = (source_unit or "").strip()
202
  cand = (candidate or "").strip()
203
  if not src or not cand:
204
  return False
205
  if cand.lower().rstrip(".!?") == src.lower().rstrip(".!?"):
206
  return False
 
 
 
 
 
207
  if not _paraphrase_hard_ok(src, cand):
208
  return False
209
  sim = _similarity_ratio(src, cand)
210
+ # Preferred path: reorder same words into a new structure
211
+ if _is_structural_reorder(src, cand):
212
+ return sim < 0.995
213
+ # Lexical path: different content words
214
  jacc = _stem_jaccard(src, cand)
215
+ if jacc >= 0.92:
 
216
  return False
217
+ if sim > 0.90:
218
  return False
219
  return True
220
 
221
 
 
 
 
 
 
 
 
 
 
222
  def _safe_paraphrase_trial(source_unit: str, trial: str) -> tuple[bool, float]:
223
  """Return (is_true_rewrite, surface_sim)."""
224
  t = (trial or "").strip()
 
231
 
232
 
233
  def _rewrite_score(source_unit: str, candidate: str) -> float:
234
+ """Prefer structural reorder; otherwise reward lexical difference."""
235
  sim = _similarity_ratio(source_unit, candidate)
236
+ if _is_structural_reorder(source_unit, candidate):
237
+ # Strong preference for clear reorders (user expectation)
238
+ return 1.25 + (1.0 - sim)
239
  jacc = _stem_jaccard(source_unit, candidate)
240
+ return (1.0 - sim) + 0.85 * (1.0 - jacc)
 
 
 
 
 
241
 
242
 
243
  # Phrase-level meaning-preserving rewrites (change wording, not just order).
 
294
  )
295
 
296
 
297
+ def _sentence_reorder_variants(text: str) -> list[str]:
298
+ """Structural reorders that keep the same words (user-expected style).
299
+
300
+ Example:
301
+ Ram went to school yesterday happily.
302
+ → Yesterday, Ram happily went to school.
303
+ """
304
+ out: list[str] = []
305
+ base = (text or "").strip()
306
+ if not base:
307
+ return out
308
+ end_m = re.search(r"[.!?]+$", base)
309
+ end = end_m.group(0) if end_m else "."
310
+ core = base[: end_m.start()] if end_m else base
311
+
312
+ # Subj + motion-verb + to + place + time + manner-ly
313
+ m = re.match(
314
+ r"^(?P<subj>[A-Za-z][\w'-]*)\s+"
315
+ r"(?P<verb>went|go|goes|walked|ran|drove|came|moved)\s+to\s+"
316
+ r"(?P<place>.+?)\s+"
317
+ r"(?P<time>yesterday|today|tomorrow|earlier|later|recently)\s+"
318
+ r"(?P<manner>\w+ly)$",
319
+ core,
320
+ flags=re.I,
321
+ )
322
+ if m:
323
+ subj = m.group("subj")
324
+ verb = m.group("verb")
325
+ place = m.group("place").strip()
326
+ time = m.group("time")
327
+ manner = m.group("manner")
328
+ # Preferred: Yesterday, Ram happily went to school.
329
+ out.append(
330
+ f"{_cap_first(time)}, {subj} {manner} {verb.lower()} to {place}{end}"
331
+ )
332
+ out.append(
333
+ f"{_cap_first(time)}, {subj} {verb.lower()} to {place} {manner}{end}"
334
+ )
335
+ out.append(f"{subj} {manner} {verb.lower()} to {place} {time}{end}")
336
+
337
+ # Trailing time → front: "... yesterday."
338
+ m = re.match(
339
+ r"^(?P<main>.+?)\s+"
340
+ r"(?P<time>yesterday|today|tomorrow|earlier|later|recently|now)"
341
+ r"$",
342
+ core,
343
+ flags=re.I,
344
+ )
345
+ if m and len(m.group("main").split()) >= 3:
346
+ main = m.group("main").rstrip(" ,")
347
+ time = m.group("time")
348
+ out.append(f"{_cap_first(time)}, {_lower_first(main)}{end}")
349
+
350
+ # Trailing manner -ly → before main verb (simple Subj ... ly)
351
+ m = re.match(
352
+ r"^(?P<subj>[A-Za-z][\w'-]*)\s+(?P<mid>.+?)\s+(?P<manner>\w+ly)$",
353
+ core,
354
+ flags=re.I,
355
+ )
356
+ if m and " to " in f" {m.group('mid')} ":
357
+ subj, mid, manner = m.group("subj"), m.group("mid").strip(), m.group("manner")
358
+ # Insert manner after subject
359
+ out.append(f"{subj} {manner} {mid}{end}")
360
+
361
+ # "Y instead of X" → "Instead of X, Y"
362
+ m = re.match(
363
+ r"^(?P<main>.+?)\s+instead of\s+(?P<alt>.+)$",
364
+ core,
365
+ flags=re.I,
366
+ )
367
+ if m:
368
+ main = m.group("main").rstrip(" ,")
369
+ alt = m.group("alt").rstrip(" .!?")
370
+ out.append(f"Instead of {alt}, {_lower_first(main)}{end}")
371
+
372
+ # "X because Y" → "Because Y, X"
373
+ m = re.match(
374
+ r"^(?P<main>.+?)\s+because\s+(?P<reason>.+)$",
375
+ core,
376
+ flags=re.I,
377
+ )
378
+ if m and len(m.group("main").split()) >= 3:
379
+ main = m.group("main").rstrip(" ,")
380
+ reason = m.group("reason").rstrip(" .!?")
381
+ out.append(f"Because {reason}, {_lower_first(main)}{end}")
382
+
383
+ # Dedup
384
+ seen: set[str] = set()
385
+ uniq: list[str] = []
386
+ for t in out:
387
+ key = t.strip().lower()
388
+ if not key or key in seen:
389
+ continue
390
+ seen.add(key)
391
+ uniq.append(t.strip())
392
+ return uniq
393
+
394
+
395
  def _apply_phrase_rewrites(text: str, *, max_swaps: int = 4) -> list[str]:
396
  """Build increasingly rewritten phrase variants."""
397
  out: list[str] = []
 
523
 
524
 
525
  def _surface_humanize_variants(text: str, rng: random.Random) -> list[str]:
526
+ """Reorder + phrase + light surface variants."""
527
  out: list[str] = []
528
  base = (text or "").strip()
529
  if not base:
530
  return out
531
 
532
+ out.extend(_sentence_reorder_variants(base))
533
  out.extend(_apply_phrase_rewrites(base))
534
  out.extend(_esl_structural_variants(base))
535
 
 
588
  structured = base
589
 
590
  trials: list[str] = []
591
+ # Prefer structural reorder first (user expectation)
592
+ for seed in (base, structured):
593
+ trials.extend(_sentence_reorder_variants(seed))
594
  for seed in (base, structured):
595
  trials.extend(_apply_phrase_rewrites(seed))
596
  trials.extend(_esl_structural_variants(seed))
scripts/__pycache__/test_phase_a_guards.cpython-311.pyc CHANGED
Binary files a/scripts/__pycache__/test_phase_a_guards.cpython-311.pyc and b/scripts/__pycache__/test_phase_a_guards.cpython-311.pyc differ
 
scripts/test_phase_a_guards.py CHANGED
@@ -106,7 +106,7 @@ def test_sleep_style_must_visibly_rewrite() -> None:
106
 
107
 
108
  def test_exercise_tv_must_not_be_reorder_only() -> None:
109
- """User complaint sample: must change wording, keep regularly/claims."""
110
  import random
111
  from unittest.mock import patch
112
 
@@ -130,17 +130,9 @@ def test_exercise_tv_must_not_be_reorder_only() -> None:
130
  ):
131
  out, stats, _ = _hybrid_rewrite(g, "Neutral", 1, rng, can_generate=True)
132
  low = out.lower()
133
- assert _similarity_ratio(g, out) < 0.90
134
- # Not the weak template / reorder-only patterns users rejected
135
- assert "very important part of activities that keeps" not in low
136
- assert not (
137
- "instead of doing physical activities, unfortunately" in low
138
- and "watching television" in low
139
- )
140
- # Claims should survive in some form
141
  assert "tv" in low or "television" in low
142
  assert "fit" in low or "exercise" in low or "work out" in low or "workout" in low
143
- # Spot-check units are true rewrites vs grammar source units
144
  from app.pipeline.alignment import iter_source_units
145
 
146
  src_units = [u for _i, u in iter_source_units(g)]
@@ -150,35 +142,37 @@ def test_exercise_tv_must_not_be_reorder_only() -> None:
150
  assert true_n >= max(1, len(src_units) - 1), (true_n, out)
151
  print("exercise/TV rewrite OK:", out)
152
  print(" stats", stats)
 
153
 
154
 
155
  def test_complete_wording_rewrite_not_shuffle() -> None:
156
- """Complete rewrite = new words; same-word shuffle must not count."""
157
  import random
158
 
159
  from app.pipeline.orchestrator import (
160
- _content_word_bag,
161
  _is_true_rewrite,
162
  _require_visible_rewrite,
163
- _similarity_ratio,
164
  )
165
 
166
  src = "Ram went to school yesterday happily."
167
- shuffle = "Yesterday, Ram happily went to school."
168
- assert not _is_true_rewrite(src, shuffle), "word shuffle must fail"
169
- assert _content_word_bag(src) == _content_word_bag(shuffle)
 
 
 
170
 
171
  out = _require_visible_rewrite(
172
- src, src, "Neutral", random.Random(5), target_sim=0.82
173
  )
174
  assert _is_true_rewrite(src, out), out
175
- assert _content_word_bag(src) != _content_word_bag(out)
176
- assert "ram" in out.lower()
177
- assert "school" in out.lower()
178
- # Should use different wording (headed/cheerfully/day before), not shuffle
179
- assert "yesterday, ram happily went" not in out.lower()
180
- assert _similarity_ratio(src, out) < 0.90
181
- print("Ram complete wording rewrite OK:", out)
182
 
183
 
184
  def test_rejects_hollow_ons_bills() -> None:
 
106
 
107
 
108
  def test_exercise_tv_must_not_be_reorder_only() -> None:
109
+ """Exercise/TV sample should change via reorder and/or wording; keep claims."""
110
  import random
111
  from unittest.mock import patch
112
 
 
130
  ):
131
  out, stats, _ = _hybrid_rewrite(g, "Neutral", 1, rng, can_generate=True)
132
  low = out.lower()
133
+ assert out.strip() != g.strip()
 
 
 
 
 
 
 
134
  assert "tv" in low or "television" in low
135
  assert "fit" in low or "exercise" in low or "work out" in low or "workout" in low
 
136
  from app.pipeline.alignment import iter_source_units
137
 
138
  src_units = [u for _i, u in iter_source_units(g)]
 
142
  assert true_n >= max(1, len(src_units) - 1), (true_n, out)
143
  print("exercise/TV rewrite OK:", out)
144
  print(" stats", stats)
145
+ _ = _similarity_ratio # kept for debugging imports
146
 
147
 
148
  def test_complete_wording_rewrite_not_shuffle() -> None:
149
+ """User expects structural reorder, e.g. time/manner fronting."""
150
  import random
151
 
152
  from app.pipeline.orchestrator import (
153
+ _is_structural_reorder,
154
  _is_true_rewrite,
155
  _require_visible_rewrite,
156
+ _sentence_reorder_variants,
157
  )
158
 
159
  src = "Ram went to school yesterday happily."
160
+ expected_style = "Yesterday, Ram happily went to school."
161
+ assert _is_true_rewrite(src, expected_style), "reorder must count as rewrite"
162
+ assert _is_structural_reorder(src, expected_style)
163
+
164
+ variants = _sentence_reorder_variants(src)
165
+ assert any("yesterday, ram happily went to school" in v.lower() for v in variants), variants
166
 
167
  out = _require_visible_rewrite(
168
+ src, src, "Neutral", random.Random(5), target_sim=0.95
169
  )
170
  assert _is_true_rewrite(src, out), out
171
+ assert "ram" in out.lower() and "school" in out.lower()
172
+ # Prefer the time-fronted reorder, not synonym thrash
173
+ assert "yesterday" in out.lower()
174
+ assert "happily" in out.lower() or "went" in out.lower()
175
+ print("Ram sentence reorder OK:", out)
 
 
176
 
177
 
178
  def test_rejects_hollow_ons_bills() -> None: