feat: oracle-text keyword overlap scoring in _generate_deck
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f851df6dbf
commit
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1 file changed
+44
-2
+44
-2
@@ -103,7 +103,7 @@ def _resolve_commander(req: DeckGenerationRequest) -> dict:
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# Try scryfall_id first
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if req.commander_scryfall_id:
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row = conn.execute(
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"SELECT name, type_line, color_identity, mana_cost, scryfall_id FROM collection_entries WHERE scryfall_id = ? LIMIT 1",
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"SELECT name, type_line, color_identity, mana_cost, scryfall_id, oracle_text FROM collection_entries WHERE scryfall_id = ? LIMIT 1",
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(req.commander_scryfall_id,)
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).fetchone()
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if row:
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@@ -119,6 +119,7 @@ def _resolve_commander(req: DeckGenerationRequest) -> dict:
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"color_identity": ci,
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"type_line": row["type_line"],
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"mana_cost": row["mana_cost"] or "",
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"oracle_text": row["oracle_text"] or "",
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"image_url": f"https://api.scryfall.com/cards/{row['scryfall_id']}?format=image&version=normal",
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}
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# Fallback to Scryfall API
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@@ -136,7 +137,7 @@ def _resolve_commander(req: DeckGenerationRequest) -> dict:
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if req.commander_name:
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name_lower = req.commander_name.strip().lower()
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row = conn.execute(
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"SELECT name, type_line, color_identity, mana_cost, scryfall_id FROM collection_entries WHERE LOWER(name) = ? LIMIT 1",
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"SELECT name, type_line, color_identity, mana_cost, scryfall_id, oracle_text FROM collection_entries WHERE LOWER(name) = ? LIMIT 1",
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(name_lower,)
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).fetchone()
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if row:
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@@ -152,6 +153,7 @@ def _resolve_commander(req: DeckGenerationRequest) -> dict:
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"color_identity": ci,
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"type_line": row["type_line"],
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"mana_cost": row["mana_cost"] or "",
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"oracle_text": row["oracle_text"] or "",
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"image_url": f"https://api.scryfall.com/cards/{row['scryfall_id']}?format=image&version=normal",
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}
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@@ -183,6 +185,7 @@ def _scryfall_to_commander(data: dict) -> dict:
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"color_identity": ci,
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"type_line": data.get("type_line", ""),
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"mana_cost": data.get("mana_cost", ""),
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"oracle_text": data.get("oracle_text", ""),
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"image_url": image_uris.get("normal", ""),
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}
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@@ -233,6 +236,31 @@ def _get_collection_for_colors(color_identity: list) -> list:
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return valid
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# ── Oracle-text keyword extraction for scoring ────────────────────────
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_ORACLE_STOP_WORDS = frozenset({
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'a', 'an', 'the', 'of', 'to', 'and', 'or', 'is', 'it', 'its',
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'in', 'on', 'at', 'for', 'by', 'with', 'from', 'as', 'if',
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'that', 'this', 'you', 'your', 'up', 'all', 'each', 'may',
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'can', 'one', 'two', 'three', 'four', 'five', 'card', 'cards',
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'target', 'player', 'creature', 'creatures', 'spell', 'spells',
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'permanent', 'permanents', 'turn', 'end', 'step', 'phase',
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'mana', 'color', 'pay', 'cost', 'tap', 'untap', 'put', 'get',
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'has', 'have', 'are', 'be', 'been', 'was', 'were', 'do', 'does',
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'any', 'no', 'not', 'only', 'also', 'then', 'when', 'whenever',
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'where', 'which', 'who', 'them', 'they', 'their', 'other',
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'more', 'less', 'than', 'into', 'under', 'over', 'until',
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'would', 'could', 'instead', 'about', 'number', 'equal',
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})
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def _extract_oracle_keywords(oracle_text: str) -> set[str]:
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"""Extract meaningful keywords from oracle text, filtering stop words."""
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if not oracle_text:
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return set()
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cleaned = re.sub(r'\([^)]*\)', '', oracle_text)
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tokens = re.findall(r'[a-z]{3,}', cleaned.lower())
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return {t for t in tokens if t not in _ORACLE_STOP_WORDS}
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def _generate_deck(req: DeckGenerationRequest) -> dict:
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"""
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Core deck generation algorithm.
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@@ -251,6 +279,8 @@ def _generate_deck(req: DeckGenerationRequest) -> dict:
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color_identity = req.color_identity or commander.get("color_identity", [])
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log_deckgen.info(f" Commander: {commander['name']}, CI: {color_identity}")
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commander_keywords = _extract_oracle_keywords(commander.get("oracle_text", ""))
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log_deckgen.info(f" Commander keywords ({len(commander_keywords)}): {sorted(commander_keywords)[:15]}")
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# 2. Load collection
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collection = _get_collection_for_colors(color_identity)
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@@ -317,6 +347,7 @@ def _generate_deck(req: DeckGenerationRequest) -> dict:
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)
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candidate_map[key] = {
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"scryfall_id": card.get("scryfall_id", ""),
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"oracle_text": card.get("oracle_text", ""),
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"name": name,
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"type_line": type_line,
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"mana_cost": card.get("mana_cost", ""),
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@@ -409,6 +440,17 @@ def _generate_deck(req: DeckGenerationRequest) -> dict:
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score += 5
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elif cmc <= 4:
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score += 3
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# Oracle-text keyword overlap with commander
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card_oracle = card.get("oracle_text") or ""
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if commander_keywords and card_oracle:
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card_kw = _extract_oracle_keywords(card_oracle)
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overlap = len(commander_keywords & card_kw)
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if overlap >= 4:
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score += 12
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elif overlap >= 2:
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score += 7
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elif overlap >= 1:
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score += 3
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card["_score"] = score
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cards.sort(key=lambda x: x["_score"], reverse=True)
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