-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy patharchive_intent.py
More file actions
397 lines (358 loc) · 16 KB
/
Copy patharchive_intent.py
File metadata and controls
397 lines (358 loc) · 16 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
"""Pure, conservative classification of session archive and resume intent."""
from __future__ import annotations
import dataclasses
import enum
import re
import unicodedata
PARSER_VERSION = 4
MAX_INTENT_CHARS = 65_536
SUSPICIOUS_CONTROL_RE = re.compile(r"[\x00\u200b-\u200f\u202a-\u202e\u2066-\u2069\ufeff]")
class IntentKind(str, enum.Enum):
CLOSE = "close"
RESUME = "resume"
NONE = "none"
@dataclasses.dataclass(frozen=True)
class IntentDecision:
kind: IntentKind
reason: str
matched_clause: str = ""
parser_version: int = PARSER_VERSION
QUOTE_RE = re.compile(r'"[^"\n]*"|“[^”\n]*”|‘[^’\n]*’|`[^`\n]*`')
WORD_RE = re.compile(r"[a-z0-9']+")
CLAUSE_SPLIT_RE = re.compile(r"(?<=[.!?])\s+|[;\n]+")
CLOSE_WORDS = {
"archive", "cease", "close", "conclude", "dismiss", "end", "finalize", "finish",
"retire", "seal", "shutdown", "terminate", "wrap",
}
RESUME_WORDS = {
"continue", "reactivate", "reinstate", "reopen", "restart", "resume", "revive",
"unarchive", "unseal",
}
CURRENT_WORDS = {
"chat", "conversation", "context", "convo", "dialogue", "discussion", "exchange",
"session", "thread",
}
TYPO_VOCAB = CLOSE_WORDS | RESUME_WORDS | CURRENT_WORDS | {"summarize"}
INTENT_ACTION_RE = re.compile(
r"\b(?:archive|cease|close|closed|conclude|dismiss|end|finalize|finish|finished|"
r"mark|retire|seal|terminate|wrap|shut|done|file|declare|"
r"resume|reactivate|reinstate|reopen|restart|revive|unarchive|unseal|continue|"
r"bring|carry|open|pick|restore|return|start|take|wake|"
r"arhive|arvhive|clsoe|resuem)\b",
re.I,
)
INTENT_REFERENT_RE = re.compile(
r"\b(?:chat|session|thread|conversation|context|convo|dialogue|discussion|exchange|"
r"sesion|sessoin|sesson)\b|"
r"\bclose\s+(?:this|it)\s+(?:out|down)\b",
re.I,
)
NEGATION_RE = re.compile(r"\b(?:do\s+not|don't|dont|never|no|not)\b", re.I)
QUESTION_RE = re.compile(r"^\s*(?:should|can|could|would|will|do|did|is|are|what|when|why|how)\b", re.I)
CONDITIONAL_RE = re.compile(r"\b(?:if|unless|when|whenever)\b", re.I)
FUTURE_RE = re.compile(
r"\b(?:later|tomorrow|next\s+(?:week|month|time)|not\s+yet|once|plan\s+to|will|after|"
r"before\s+(?:we|you|this)|eventually)\b",
re.I,
)
META_RE = re.compile(
r"\b(?:phrase|command|detector|classifier|feature|example|explain|recognize|test|means|"
r"if\s+i\s+say|when\s+i\s+say|almost\s+said)\b",
re.I,
)
CONTINUE_TAIL_RE = re.compile(
r"\b(?:but|then|and)\b.{0,45}\b(?:continue|keep\s+going|keep\b.{0,25}\bopen|"
r"carry\s+on|not\s+yet)\b",
re.I,
)
WRONG_REFERENT_RE = re.compile(r"\b(?:plan|issue|task|ticket|client|interview|campaign|file|document)\b", re.I)
PASTED_CONTEXT_RE = re.compile(
r"```|^\s*>|^\s*(?:user|assistant|claude|codex)\s*:|"
r"^\s*(?:he|she|they)\s+(?:wrote|said)\s*:|^\s*copied\s+command\s*:|"
r"^\s*email\s+from\b.*:|"
r"\b(?:here\s+is\s+the\s+command|the\s+user\s+requested|example|transcript)\s*:",
re.I | re.M,
)
WRONG_OBJECT_RE = re.compile(
r"\b(?:archive|close|end|finish)\s+(?:the\s+)?"
r"(?:issue|task|ticket|file|document|notes?|summary|analysis|report|plan|output|transcript)\b|"
r"\bmark\s+(?:the\s+)?(?:issue|task|ticket|file|document|plan)\s+clos(?:e|ed)\b|"
r"\bclose\s+(?:the\s+)?browser\s+tab\b|"
r"\bfinish\s+(?:analyzing|debugging|reading|reviewing|writing|summarizing)\s+"
r"(?:this|the|current)\s+(?:session|thread|conversation|context)\b|"
r"\b(?:archive|close|end|finish)\s+(?:this|the|current)\s+"
r"(?:session|thread|conversation|context)\s+"
r"(?:summary|document|file|notes?|analysis|report|plan|output|transcript)\b|"
r"\b(?:archive|close|end|finish)\s+(?:this|the|current)\s+chat\s+"
r"(?:summary|document|file|notes?|analysis|report|plan|output|transcript)\b",
re.I,
)
TERMINAL_REINFORCEMENT_RE = re.compile(
r"(?:\band\s+)?\bdo\s+not\s+continue\s+it\b|"
r"(?:\band\s+)?\bdon'?t\s+reopen\s+it\b|"
r"(?:\band\s+)?\bbe\s+done\s+with\s+it\b|"
r"(?:[—-]\s*)?\bno\s+more\s+repl(?:y|ies)\b",
re.I,
)
DIRECTIVE_PREFIX_RE = re.compile(
r"(?:^|,\s*)(?:ok(?:ay)?[,.]?\s+|please\s+(?:permanently\s+)?|now\s+|"
r"permanently\s+|i(?:'m|\s+am)\s+all\s+set[—,-]?\s*|"
r"we(?:'re|\s+are)\s+finished,?\s+(?:so\s+)?|"
r"let'?s\s+|we\s+can\s+|we\s+are\s+finished\s+here[—,-]?\s*|"
r"stop\s+here\s+and\s+|finish\s+and\s+|"
r"name\s+and\s+summarize.{0,50}?\b(?:then|and)\s+)?"
r"(?:archive|bring|cease|close|conclude|consider|declare|dismiss|end|file|finalize|"
r"finish|kill|mark|put|retire|seal|shut|terminate|wrap)",
re.I,
)
DONE_CURRENT_RE = re.compile(
r"\b(?:we(?:'re|\s+are)\s+done\s+(?:with\s+)?(?:this|the|current)\s+"
r"(?:session|thread|conversation|context)|(?:this|the|current)\s+"
r"(?:session|thread|conversation|context)\s+is\s+(?:done|finished|closed))\b",
re.I,
)
def _typo_variants(word: str) -> set[str]:
letters = "abcdefghijklmnopqrstuvwxyz"
variants = {word}
variants.update(word[:i] + word[i + 1 :] for i in range(len(word)))
variants.update(
word[:i] + word[i + 1] + word[i] + word[i + 2 :]
for i in range(len(word) - 1)
)
variants.update(
word[:i] + letter + word[i + 1 :]
for i in range(len(word))
for letter in letters
)
variants.update(
word[:i] + letter + word[i:]
for i in range(len(word) + 1)
for letter in letters
)
return variants
def _build_typo_map() -> dict[str, str]:
candidates: dict[str, set[str]] = {}
for word in TYPO_VOCAB:
for variant in _typo_variants(word):
candidates.setdefault(variant, set()).add(word)
return {
variant: next(iter(matches))
for variant, matches in candidates.items()
if len(matches) == 1
}
TYPO_MAP = _build_typo_map()
TYPO_MAP.update({
"curent": "current",
"reusme": "resume",
})
ACTION_TYPO_TOKENS = {
token
for token, word in TYPO_MAP.items()
if word in CLOSE_WORDS | RESUME_WORDS
}
REFERENT_TYPO_TOKENS = {
token
for token, word in TYPO_MAP.items()
if word in CURRENT_WORDS
}
def _normalize_typos(text: str) -> str:
def replace(match: re.Match[str]) -> str:
token = match.group(0).lower()
if token in TYPO_VOCAB or token in {"archived", "closed", "finished"} or len(token) < 4:
return token
return TYPO_MAP.get(token, token)
return WORD_RE.sub(replace, text.lower())
def _strip_quoted_text(text: str) -> tuple[str, bool]:
found = False
def blank(match: re.Match[str]) -> str:
nonlocal found
found = True
return " " * len(match.group(0))
return QUOTE_RE.sub(blank, text), found
def _has_current_referent(clause: str) -> bool:
noun = r"(?:chat|session|thread|conversation|context|convo|dialogue|discussion|exchange)"
modifier = r"(?:(?:active|archived|current|exact|live|ongoing|paused|present|same|very|whole)\s+)?"
return bool(
re.search(rf"\b(?:this|the|our)\s+{modifier}{noun}\b", clause)
or re.search(
rf"\b(?:active|archived|current|exact|live|ongoing|paused|present|same|very|whole)\s+"
rf"{noun}\b",
clause,
)
or re.search(
rf"\b{noun}\s+(?:i(?:'m|\s+am)|we(?:'re|\s+are))\s+"
r"(?:in|using|speaking\s+in)\b",
clause,
)
or re.search(rf"\b{noun}\s+(?:open\s+)?between\s+us\b", clause)
or re.search(rf"\b{noun}\s+(?:on\s+screen|currently\s+before\s+us)\b", clause)
)
def _has_close_action(clause: str) -> bool:
clause = re.sub(r"\bun-?archive\b", "", clause)
clause = re.sub(r"\b(?:out\s+of|back\s+from)\s+(?:the\s+)?archive\b", "", clause)
return bool(
re.search(
r"\b(?:archive|cease|close|conclude|dismiss|end|finalize|finish|kill|retire|"
r"terminate)\b",
clause,
)
or re.search(r"\bfile\s+away\b", clause)
or re.search(r"\bput\b.{0,55}\binto\s+the\s+archive\b", clause)
or re.search(r"\bbring\b.{0,55}\bto\s+a\s+final\s+close\b", clause)
or re.search(r"\bdeclare\b.{0,55}\bfinished\b", clause)
or re.search(r"\bput\s+an?\s+end\s+to\b", clause)
or re.search(
r"\bconsider\s+.+\b(?:chat|session|thread|conversation|context)\s+"
r"clos(?:e|ed)\b",
clause,
)
or re.search(
r"\bmark\s+(?:(?:this|the|current|our|present|same)\s+)?"
r"(?:chat|session|thread|conversation|context)\s+closed\b",
clause,
)
or re.search(
r"\bseal\s+(?:(?:this|the|current|our|present|same)\s+)?"
r"(?:(?:chat|session|thread|conversation|context)\s+)?up\b",
clause,
)
or re.search(
r"\bwrap\s+(?:(?:this|the|current|our|present|same)\s+)?"
r"(?:(?:chat|session|thread|conversation|context)\s+)?up\b",
clause,
)
or re.search(
r"\bshut(?:\s+down)?\s+(?:(?:this|the|our)\s+"
r"(?:(?:active|current|ongoing|present|same)\s+)?|"
r"(?:active|current|ongoing|present|same)\s+)"
r"(?:chat|session|thread|conversation|context)(?:\s+down)?\b",
clause,
)
or re.search(r"\bclose\s+(?:this|it)\s+(?:out|down)\b", clause)
)
def _has_resume_action(clause: str) -> bool:
return bool(
re.search(
r"\b(?:resume|reactivate|reinstate|re-?open|continue|revive|un-?archive|"
r"unseal)\b",
clause,
)
or re.search(r"\bpick\b.{0,45}\b(?:back\s+up|up\b.{0,20}\bagain)\b", clause)
or re.search(r"\bcarry\s+on\s+with\b", clause)
or re.search(r"\brestart\b.{0,45}\b(?:and\s+)?continue\b", clause)
or re.search(r"\bbring\b.{0,45}\bback\b.{0,25}\bproceed\b", clause)
or re.search(r"\bopen\b.{0,45}\bback\s+up\b", clause)
or re.search(r"\b(?:bring|take)\b.{0,55}\b(?:out\s+of\s+the\s+archive|live\s+again)\b", clause)
or re.search(r"\breturn\b.{0,55}\b(?:proceed|open\s+state)\b", clause)
or re.search(r"\bstart\b.{0,55}\bmoving\s+again\b", clause)
or re.search(r"\bcarry\s+forward\b", clause)
or re.search(r"\bwake\b.{0,45}\bback\s+up\b", clause)
or re.search(r"\brestore\b.{0,55}\bgo\s+on\b", clause)
or re.search(r"\bbring\b.{0,45}\bback\s+from\s+(?:the\s+)?archive\b", clause)
or re.search(r"\bget\b.{0,45}\bgoing\s+again\b", clause)
)
def _classify_clause(raw_clause: str) -> IntentDecision | None:
clause = _normalize_typos(raw_clause.strip())
safety_clause = TERMINAL_REINFORCEMENT_RE.sub("", clause)
close_action = _has_close_action(clause) or bool(DONE_CURRENT_RE.search(clause))
resume_action = _has_resume_action(safety_clause)
if not close_action and not resume_action:
return None
if close_action and resume_action:
return IntentDecision(IntentKind.NONE, "conflicting-intent", raw_clause.strip())
if WRONG_OBJECT_RE.search(clause):
return IntentDecision(IntentKind.NONE, "wrong-object", raw_clause.strip())
if raw_clause.rstrip().endswith("?") or QUESTION_RE.search(clause):
return IntentDecision(IntentKind.NONE, "question", raw_clause.strip())
if NEGATION_RE.search(safety_clause):
return IntentDecision(IntentKind.NONE, "negated", raw_clause.strip())
if CONDITIONAL_RE.search(clause):
return IntentDecision(IntentKind.NONE, "conditional", raw_clause.strip())
if FUTURE_RE.search(clause):
return IntentDecision(IntentKind.NONE, "future", raw_clause.strip())
if META_RE.search(clause):
return IntentDecision(IntentKind.NONE, "meta", raw_clause.strip())
if close_action and CONTINUE_TAIL_RE.search(safety_clause):
return IntentDecision(IntentKind.NONE, "continued-work-tail", raw_clause.strip())
current = _has_current_referent(clause)
close_shorthand = bool(re.search(r"\bclose\s+(?:this|it)\s+(?:out|down)\b", clause))
summarize_close = bool(re.search(r"\bname\s+and\s+summarize\b", clause) and close_action)
if close_action:
if WRONG_REFERENT_RE.search(clause) and not current and not close_shorthand:
return IntentDecision(IntentKind.NONE, "wrong-referent", raw_clause.strip())
if not (current or close_shorthand or summarize_close or DONE_CURRENT_RE.search(clause)):
return IntentDecision(IntentKind.NONE, "missing-current-session", raw_clause.strip())
if not (DIRECTIVE_PREFIX_RE.search(clause) or summarize_close or close_shorthand or DONE_CURRENT_RE.search(clause)):
return IntentDecision(IntentKind.NONE, "not-terminal-directive", raw_clause.strip())
return IntentDecision(IntentKind.CLOSE, "explicit-terminal-close", raw_clause.strip())
if resume_action:
if not current:
return IntentDecision(IntentKind.NONE, "missing-current-session", raw_clause.strip())
if not re.search(
r"^\s*(?:ok(?:ay)?[,.]?\s+|please\s+|now\s+|let'?s\s+)?"
r"(?:resume|re-?open|continue|un-?archive|pick|carry\s+on|restart|"
r"bring|carry\s+forward|get|open|reactivate|reinstate|restore|return|revive|"
r"start|take|unseal|wake)\b",
clause,
):
return IntentDecision(IntentKind.NONE, "not-resume-directive", raw_clause.strip())
return IntentDecision(IntentKind.RESUME, "explicit-resume", raw_clause.strip())
return None
def classify_session_intent(text: str) -> IntentDecision:
normalized = unicodedata.normalize("NFKC", text or "").strip()
if not normalized:
return IntentDecision(IntentKind.NONE, "empty")
if len(normalized) > MAX_INTENT_CHARS:
return IntentDecision(IntentKind.NONE, "oversized")
if SUSPICIOUS_CONTROL_RE.search(normalized):
return IntentDecision(IntentKind.NONE, "suspicious-control")
if (
normalized.count("`") % 2
or normalized.count('"') % 2
or normalized.count("“") != normalized.count("”")
):
return IntentDecision(IntentKind.NONE, "unclosed-quotation")
if PASTED_CONTEXT_RE.search(normalized):
return IntentDecision(IntentKind.NONE, "pasted-or-attributed")
visible, had_quotes = _strip_quoted_text(normalized)
decisions: list[IntentDecision] = []
for clause in CLAUSE_SPLIT_RE.split(visible):
decision = _classify_clause(clause)
if decision is not None:
decisions.append(decision)
if decisions:
positive = [decision for decision in decisions if decision.kind is not IntentKind.NONE]
if len(positive) != 1 or len(decisions) != 1:
return IntentDecision(IntentKind.NONE, "ambiguous-multiple-clauses")
return positive[0]
if had_quotes and re.search(r"\b(?:archive|close|resume|reopen)\b", normalized, re.I):
return IntentDecision(IntentKind.NONE, "quoted-only")
return IntentDecision(IntentKind.NONE, "no-explicit-intent")
def has_session_intent_candidate(text: str) -> bool:
clean = unicodedata.normalize("NFKC", text or "").lower()
safety_clean = TERMINAL_REINFORCEMENT_RE.sub("", clean)
if (
PASTED_CONTEXT_RE.search(clean)
or WRONG_OBJECT_RE.search(clean)
or NEGATION_RE.search(safety_clean)
or QUESTION_RE.search(clean)
or CONDITIONAL_RE.search(clean)
or FUTURE_RE.search(clean)
or META_RE.search(clean)
or (CONTINUE_TAIL_RE.search(safety_clean) and _has_close_action(_normalize_typos(safety_clean)))
):
return False
normalized = _normalize_typos(clean)
tokens = WORD_RE.findall(normalized)
referent = bool(INTENT_REFERENT_RE.search(normalized)) or _has_current_referent(normalized) or any(
token in REFERENT_TYPO_TOKENS for token in tokens
)
shorthand = bool(
re.search(r"\b(?:this|it)\b.{0,12}\b(?:out|down)\b", normalized)
or re.search(r"\bname\b.{0,20}\bsummar\w*\b", normalized)
)
if not (referent or shorthand):
return False
return bool(INTENT_ACTION_RE.search(normalized)) or _has_close_action(normalized) or _has_resume_action(normalized) or any(
token in ACTION_TYPO_TOKENS for token in tokens
)