| """ |
| Programmatic validation of LLM-generated listing content. |
| |
| We never trust the model to have respected the constraints just because we |
| asked nicely. Every rule from the product brief is re-checked here in code. |
| """ |
| import re |
| from dataclasses import dataclass, field |
|
|
| from app.config import TITLE_MAX_CHARS, TAG_MAX_CHARS, TAG_COUNT |
|
|
| _WORD_RE = re.compile(r"[a-zA-Z]+") |
|
|
| |
| |
| def _singularize(word: str) -> str: |
| w = word.lower() |
| if len(w) > 3 and w.endswith("ies"): |
| return w[:-3] + "y" |
| if len(w) > 3 and w.endswith("es") and w[-3] in "sxzo" or w.endswith("shes") or w.endswith("ches"): |
| return w[:-2] |
| if len(w) > 3 and w.endswith("s") and not w.endswith("ss"): |
| return w[:-1] |
| return w |
|
|
|
|
| def _words(text: str) -> set[str]: |
| return {_singularize(w) for w in _WORD_RE.findall(text)} |
|
|
|
|
| @dataclass |
| class ValidationResult: |
| ok: bool |
| errors: list[str] = field(default_factory=list) |
|
|
| def add(self, msg: str) -> None: |
| self.ok = False |
| self.errors.append(msg) |
|
|
|
|
| def validate_finish_reason(finish_reason: str | None) -> ValidationResult: |
| """Reject output that the API itself says was cut off by the token limit.""" |
| result = ValidationResult(ok=True) |
| if finish_reason and finish_reason.lower() in ("length", "max_tokens"): |
| result.add( |
| f"Generation was truncated by the token limit (finish_reason={finish_reason}); " |
| f"must regenerate with a higher max_tokens or retry." |
| ) |
| return result |
|
|
|
|
| def validate_titles(titles: list[str], expected_count: int) -> ValidationResult: |
| result = ValidationResult(ok=True) |
|
|
| if len(titles) != expected_count: |
| result.add(f"Expected {expected_count} title variant(s), got {len(titles)}.") |
|
|
| for i, title in enumerate(titles): |
| if not title or not title.strip(): |
| result.add(f"Title {i} is empty.") |
| continue |
| if len(title) > TITLE_MAX_CHARS: |
| result.add(f"Title {i} is {len(title)} chars, exceeds {TITLE_MAX_CHARS} char limit.") |
| if not _ends_cleanly(title, require_terminal_punctuation=False): |
| result.add(f"Title {i} looks truncated / does not end on a complete word.") |
|
|
| return result |
|
|
|
|
| def validate_tags(tags: list[str], title_for_dup_check: str | None = None) -> ValidationResult: |
| result = ValidationResult(ok=True) |
|
|
| if len(tags) != TAG_COUNT: |
| result.add(f"Expected exactly {TAG_COUNT} tags, got {len(tags)}.") |
|
|
| for i, tag in enumerate(tags): |
| if not tag or not tag.strip(): |
| result.add(f"Tag {i} is empty.") |
| continue |
| if len(tag) > TAG_MAX_CHARS: |
| result.add(f"Tag {i} ('{tag}') is {len(tag)} chars, exceeds {TAG_MAX_CHARS} char limit.") |
|
|
| |
| seen_words: dict[str, int] = {} |
| for i, tag in enumerate(tags): |
| for w in _words(tag): |
| if w in seen_words and seen_words[w] != i: |
| result.add(f"Word '{w}' is duplicated between tag {seen_words[w]} and tag {i}.") |
| seen_words.setdefault(w, i) |
|
|
| |
| if title_for_dup_check: |
| title_words = _words(title_for_dup_check) |
| for i, tag in enumerate(tags): |
| overlap = _words(tag) & title_words |
| if overlap: |
| result.add(f"Tag {i} ('{tag}') repeats word(s) already in the title: {sorted(overlap)}.") |
|
|
| return result |
|
|
|
|
| def validate_description(description: str) -> ValidationResult: |
| result = ValidationResult(ok=True) |
| if not description or not description.strip(): |
| result.add("Description is empty.") |
| return result |
| if not _ends_cleanly(description, require_terminal_punctuation=True): |
| result.add("Description looks truncated / does not end on a complete sentence.") |
| return result |
|
|
|
|
| def _ends_cleanly(text: str, require_terminal_punctuation: bool) -> bool: |
| """True if text ends on a complete word, i.e. was not cut off mid-word. |
| |
| If require_terminal_punctuation, longer text (descriptions) must also |
| end in sensible terminal punctuation. Titles never require this - Etsy |
| titles routinely end on a plain word and that is correct, not truncated. |
| """ |
| text = text.strip() |
| if not text: |
| return False |
| if text.endswith("-"): |
| return False |
| if text.endswith("...") and len(text) < 20: |
| return False |
| if require_terminal_punctuation and len(text) > 60 and text[-1] not in ".!?\u201d\"'": |
| return False |
| return True |
|
|
|
|
| def trim_to_limit(text: str, limit: int, require_terminal_punctuation: bool = False) -> str: |
| """Trim text to `limit` chars, always at a word boundary, never mid-word. |
| |
| If require_terminal_punctuation is True (used for descriptions), ensure |
| the trimmed result ends with proper punctuation rather than a dangling |
| fragment; otherwise just ensure it ends on a whole word. |
| """ |
| if len(text) <= limit: |
| return text |
|
|
| truncated = text[:limit] |
| |
| last_space = truncated.rfind(" ") |
| if last_space > 0: |
| truncated = truncated[:last_space] |
| truncated = truncated.rstrip(" ,;:-") |
|
|
| if require_terminal_punctuation and truncated and truncated[-1] not in ".!?": |
| truncated += "." |
|
|
| return truncated |
|
|
|
|
| def validate_all( |
| titles: list[str], |
| tags: list[str], |
| description: str, |
| expected_title_count: int, |
| finish_reason: str | None = None, |
| ) -> ValidationResult: |
| """Run every check and merge into one result.""" |
| combined = ValidationResult(ok=True) |
|
|
| for sub in ( |
| validate_finish_reason(finish_reason), |
| validate_titles(titles, expected_title_count), |
| validate_tags(tags, title_for_dup_check=titles[0] if titles else None), |
| validate_description(description), |
| ): |
| if not sub.ok: |
| combined.ok = False |
| combined.errors.extend(sub.errors) |
|
|
| return combined |
|
|