Upload clashcr/models/card_resolver.py with huggingface_hub
Browse files- clashcr/models/card_resolver.py +327 -0
clashcr/models/card_resolver.py
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| 1 |
+
"""Card resolver: convert visual evidence into card events.
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| 2 |
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|
| 3 |
+
Rules:
|
| 4 |
+
- Bats observed as grouped flying units -> Bats.
|
| 5 |
+
- Three Musketeers observed as three Musketeers spawning together -> Three Musketeers.
|
| 6 |
+
- Elixir Pump building spawn -> Elixir Collector.
|
| 7 |
+
- Tornado vortex effect -> Tornado.
|
| 8 |
+
- Vines root/tangle effect -> Vines.
|
| 9 |
+
- Elixir Golem split behavior -> Elixir Golem.
|
| 10 |
+
- Hero visual variant -> corresponding Hero card, not base card.
|
| 11 |
+
- Evolution variant -> evolution-aware event.
|
| 12 |
+
- If evidence is ambiguous, output UNKNOWN instead of guessing.
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| 13 |
+
"""
|
| 14 |
+
from __future__ import annotations
|
| 15 |
+
|
| 16 |
+
import logging
|
| 17 |
+
from dataclasses import dataclass, field
|
| 18 |
+
from typing import Dict, List, Optional, Set
|
| 19 |
+
|
| 20 |
+
from clashcr.utils.card_registry import CardRegistry
|
| 21 |
+
from clashcr.models.evidence_model import EvidenceBundle, UnitEvidence, SpellEvidence
|
| 22 |
+
|
| 23 |
+
logger = logging.getLogger(__name__)
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
@dataclass
|
| 27 |
+
class ResolvedEvent:
|
| 28 |
+
card_key: str # 'UNKNOWN' if ambiguous
|
| 29 |
+
confidence: float
|
| 30 |
+
evidence: EvidenceBundle
|
| 31 |
+
reasoning: str
|
| 32 |
+
is_ambiguous: bool = False
|
| 33 |
+
ambiguity_reason: str = ""
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
class CardResolver:
|
| 37 |
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"""Maps unit/spell evidence to card plays."""
|
| 38 |
+
|
| 39 |
+
# Multi-unit card mappings: unit_name -> possible cards
|
| 40 |
+
UNIT_TO_CARDS: Dict[str, List[str]] = {
|
| 41 |
+
"skeleton": ["skeletons", "skeleton-army", "graveyard", "tombstone"],
|
| 42 |
+
"skeleton-evolution": ["skeletons-evolution"],
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| 43 |
+
"bat": ["bats"],
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| 44 |
+
"bat-evolution": ["bats-evolution"],
|
| 45 |
+
"goblin": ["goblins", "goblin-gang", "goblin-barrel", "goblin-drill"],
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| 46 |
+
"spear-goblin": ["spear-goblins", "goblin-gang"],
|
| 47 |
+
"barbarian": ["barbarians", "barbarian-hut", "battle-ram", "elite-barbarians"],
|
| 48 |
+
"barbarian-evolution": ["barbarians-evolution"],
|
| 49 |
+
"hog": ["hog-rider"],
|
| 50 |
+
"hog-rider": ["hog-rider"],
|
| 51 |
+
"musketeer": ["musketeer", "three-musketeers"],
|
| 52 |
+
"mini-pekka": ["mini-pekka"],
|
| 53 |
+
"pekka": ["pekka"],
|
| 54 |
+
"knight": ["knight"],
|
| 55 |
+
"knight-evolution": ["knight-evolution"],
|
| 56 |
+
"archer": ["archers"],
|
| 57 |
+
"archer-evolution": ["archers-evolution"],
|
| 58 |
+
"minion": ["minions", "minion-horde"],
|
| 59 |
+
"mega-minion": ["mega-minion"],
|
| 60 |
+
"elite-barbarian": ["elite-barbarians"],
|
| 61 |
+
"royal-recruit": ["royal-recruits"],
|
| 62 |
+
"royal-recruit-evolution": ["royal-recruits-evolution"],
|
| 63 |
+
"wall-breaker": ["wall-breakers"],
|
| 64 |
+
"wall-breaker-evolution": ["wall-breakers-evolution"],
|
| 65 |
+
"bomber": ["bomber"],
|
| 66 |
+
"bomber-evolution": ["bomber-evolution"],
|
| 67 |
+
"battle-ram": ["battle-ram"],
|
| 68 |
+
"battle-ram-evolution": ["battle-ram-evolution"],
|
| 69 |
+
"ice-spirit": ["ice-spirit"],
|
| 70 |
+
"ice-spirit-evolution": ["ice-spirit-evolution"],
|
| 71 |
+
"fire-spirit": ["fire-spirit"],
|
| 72 |
+
"electro-spirit": ["electro-spirit"],
|
| 73 |
+
"heal-spirit": ["heal-spirit"],
|
| 74 |
+
"valkyrie": ["valkyrie"],
|
| 75 |
+
"valkyrie-evolution": ["valkyrie-evolution"],
|
| 76 |
+
"wizard": ["wizard"],
|
| 77 |
+
"witch": ["witch"],
|
| 78 |
+
"baby-dragon": ["baby-dragon"],
|
| 79 |
+
"inferno-dragon": ["inferno-dragon"],
|
| 80 |
+
"electro-dragon": ["electro-dragon"],
|
| 81 |
+
"skeleton-dragon": ["skeleton-dragons"],
|
| 82 |
+
"prince": ["prince"],
|
| 83 |
+
"dark-prince": ["dark-prince"],
|
| 84 |
+
"bandit": ["bandit"],
|
| 85 |
+
"royal-ghost": ["royal-ghost"],
|
| 86 |
+
"fisherman": ["fisherman"],
|
| 87 |
+
"hunter": ["hunter"],
|
| 88 |
+
"executioner": ["executioner"],
|
| 89 |
+
"magic-archer": ["magic-archer"],
|
| 90 |
+
"lumberjack": ["lumberjack"],
|
| 91 |
+
"miner": ["miner"],
|
| 92 |
+
"princess": ["princess"],
|
| 93 |
+
"ice-wizard": ["ice-wizard"],
|
| 94 |
+
"electro-wizard": ["electro-wizard"],
|
| 95 |
+
"night-witch": ["night-witch"],
|
| 96 |
+
"mother-witch": ["mother-witch"],
|
| 97 |
+
"golden-knight": ["golden-knight"],
|
| 98 |
+
"skeleton-king": ["skeleton-king"],
|
| 99 |
+
"archer-queen": ["archer-queen"],
|
| 100 |
+
"monk": ["monk"],
|
| 101 |
+
"mighty-miner": ["mighty-miner"],
|
| 102 |
+
"little-prince": ["little-prince"],
|
| 103 |
+
"royal-guardian": ["royal-guardian"],
|
| 104 |
+
"phoenix-big": ["phoenix"],
|
| 105 |
+
"phoenix-egg": ["phoenix"],
|
| 106 |
+
"phoenix-small": ["phoenix"],
|
| 107 |
+
"golem": ["golem"],
|
| 108 |
+
"golemite": ["golem"],
|
| 109 |
+
"lava-hound": ["lava-hound"],
|
| 110 |
+
"lava-pup": ["lava-hound"],
|
| 111 |
+
"giant": ["giant"],
|
| 112 |
+
"giant-skeleton": ["giant-skeleton"],
|
| 113 |
+
"goblin-giant": ["goblin-giant"],
|
| 114 |
+
"royal-giant": ["royal-giant"],
|
| 115 |
+
"royal-giant-evolution": ["royal-giant-evolution"],
|
| 116 |
+
"electro-giant": ["electro-giant"],
|
| 117 |
+
"mega-knight": ["mega-knight"],
|
| 118 |
+
"sparky": ["sparky"],
|
| 119 |
+
"balloon": ["balloon"],
|
| 120 |
+
"ram-rider": ["ram-rider"],
|
| 121 |
+
"battle-healer": ["battle-healer"],
|
| 122 |
+
"cannon": ["cannon"],
|
| 123 |
+
"tesla": ["tesla"],
|
| 124 |
+
"tesla-evolution": ["tesla-evolution"],
|
| 125 |
+
"inferno-tower": ["inferno-tower"],
|
| 126 |
+
"bomb-tower": ["bomb-tower"],
|
| 127 |
+
"mortar": ["mortar"],
|
| 128 |
+
"mortar-evolution": ["mortar-evolution"],
|
| 129 |
+
"x-bow": ["x-bow"],
|
| 130 |
+
"elixir-collector": ["elixir-collector"],
|
| 131 |
+
"furnace": ["furnace"],
|
| 132 |
+
"goblin-hut": ["goblin-hut"],
|
| 133 |
+
"barbarian-hut": ["barbarian-hut"],
|
| 134 |
+
"tombstone": ["tombstone"],
|
| 135 |
+
"goblin-cage": ["goblin-cage"],
|
| 136 |
+
"goblin-brawler": ["goblin-cage"],
|
| 137 |
+
"dart-goblin": ["dart-goblin"],
|
| 138 |
+
"flying-machine": ["flying-machine"],
|
| 139 |
+
"zappy": ["zappies"],
|
| 140 |
+
"rascal-boy": ["rascals"],
|
| 141 |
+
"rascal-girl": ["rascals"],
|
| 142 |
+
"royal-hog": ["royal-hogs"],
|
| 143 |
+
"cannon-cart": ["cannon-cart"],
|
| 144 |
+
"skeleton-barrel": ["skeleton-barrel"],
|
| 145 |
+
"goblin-barrel": ["goblin-barrel"],
|
| 146 |
+
"goblin-drill": ["goblin-drill"],
|
| 147 |
+
"clone": ["clone"],
|
| 148 |
+
"mirror": ["mirror"],
|
| 149 |
+
"graveyard": ["graveyard"],
|
| 150 |
+
"elixir-golem-big": ["elixir-golem"],
|
| 151 |
+
"elixir-golem-mid": ["elixir-golem"],
|
| 152 |
+
"elixir-golem-small": ["elixir-golem"],
|
| 153 |
+
"dirt": ["miner"],
|
| 154 |
+
# Spells as YOLO classes (if model detects them)
|
| 155 |
+
"fireball": ["fireball"],
|
| 156 |
+
"zap": ["zap"],
|
| 157 |
+
"zap-evolution": ["zap-evolution"],
|
| 158 |
+
"arrows": ["arrows"],
|
| 159 |
+
"poison": ["poison"],
|
| 160 |
+
"freeze": ["freeze"],
|
| 161 |
+
"rage": ["rage"],
|
| 162 |
+
"tornado": ["tornado"],
|
| 163 |
+
"earthquake": ["earthquake"],
|
| 164 |
+
"the-log": ["the-log"],
|
| 165 |
+
"barbarian-barrel": ["barbarian-barrel"],
|
| 166 |
+
"giant-snowball": ["giant-snowball"],
|
| 167 |
+
"lightning": ["lightning"],
|
| 168 |
+
"rocket": ["rocket"],
|
| 169 |
+
"royal-delivery": ["royal-delivery"],
|
| 170 |
+
}
|
| 171 |
+
|
| 172 |
+
# Cards that spawn multiple identical units
|
| 173 |
+
MULTI_UNIT_CARDS = {
|
| 174 |
+
"skeletons": {"unit": "skeleton", "count": 4},
|
| 175 |
+
"skeletons-evolution": {"unit": "skeleton-evolution", "count": 4},
|
| 176 |
+
"skeleton-army": {"unit": "skeleton", "count": 15},
|
| 177 |
+
"goblins": {"unit": "goblin", "count": 3},
|
| 178 |
+
"goblin-gang": {"unit": ["goblin", "spear-goblin"], "count": [3, 3]},
|
| 179 |
+
"minions": {"unit": "minion", "count": 3},
|
| 180 |
+
"minion-horde": {"unit": "minion", "count": 6},
|
| 181 |
+
"barbarians": {"unit": "barbarian", "count": 5},
|
| 182 |
+
"barbarians-evolution": {"unit": "barbarian-evolution", "count": 5},
|
| 183 |
+
"elite-barbarians": {"unit": "elite-barbarian", "count": 2},
|
| 184 |
+
"bats": {"unit": "bat", "count": 5},
|
| 185 |
+
"bats-evolution": {"unit": "bat-evolution", "count": 5},
|
| 186 |
+
"three-musketeers": {"unit": "musketeer", "count": 3},
|
| 187 |
+
"royal-recruits": {"unit": "royal-recruit", "count": 6},
|
| 188 |
+
"royal-recruits-evolution": {"unit": "royal-recruit-evolution", "count": 6},
|
| 189 |
+
"wall-breakers": {"unit": "wall-breaker", "count": 2},
|
| 190 |
+
"wall-breakers-evolution": {"unit": "wall-breaker-evolution", "count": 2},
|
| 191 |
+
"royal-hogs": {"unit": "royal-hog", "count": 5},
|
| 192 |
+
"rascals": {"unit": ["rascal-boy", "rascal-girl"], "count": [1, 2]},
|
| 193 |
+
}
|
| 194 |
+
|
| 195 |
+
def __init__(self, registry: Optional[CardRegistry] = None):
|
| 196 |
+
self.registry = registry or CardRegistry()
|
| 197 |
+
if not self.registry.cards:
|
| 198 |
+
self.registry.load()
|
| 199 |
+
self._recent_resolutions: List[ResolvedEvent] = []
|
| 200 |
+
|
| 201 |
+
def resolve(self, evidence: EvidenceBundle) -> ResolvedEvent:
|
| 202 |
+
"""Convert an EvidenceBundle into a ResolvedEvent."""
|
| 203 |
+
units = evidence.units
|
| 204 |
+
spells = evidence.spells
|
| 205 |
+
|
| 206 |
+
# No evidence -> UNKNOWN
|
| 207 |
+
if not units and not spells:
|
| 208 |
+
return ResolvedEvent(
|
| 209 |
+
card_key="UNKNOWN",
|
| 210 |
+
confidence=0.0,
|
| 211 |
+
evidence=evidence,
|
| 212 |
+
reasoning="no_units_or_spells",
|
| 213 |
+
is_ambiguous=True,
|
| 214 |
+
ambiguity_reason="empty_evidence",
|
| 215 |
+
)
|
| 216 |
+
|
| 217 |
+
# Spell-only evidence
|
| 218 |
+
if not units and spells:
|
| 219 |
+
if len(spells) == 1:
|
| 220 |
+
sp = spells[0]
|
| 221 |
+
return ResolvedEvent(
|
| 222 |
+
card_key=sp.spell_name,
|
| 223 |
+
confidence=sp.confidence * 0.7,
|
| 224 |
+
evidence=evidence,
|
| 225 |
+
reasoning=f"single_spell_heuristic:{sp.spell_name}",
|
| 226 |
+
)
|
| 227 |
+
else:
|
| 228 |
+
names = [s.spell_name for s in spells]
|
| 229 |
+
return ResolvedEvent(
|
| 230 |
+
card_key="UNKNOWN",
|
| 231 |
+
confidence=0.3,
|
| 232 |
+
evidence=evidence,
|
| 233 |
+
reasoning=f"multiple_spells:{names}",
|
| 234 |
+
is_ambiguous=True,
|
| 235 |
+
ambiguity_reason=f"multiple_spell_effects:{names}",
|
| 236 |
+
)
|
| 237 |
+
|
| 238 |
+
# Building detection
|
| 239 |
+
buildings = [u for u in units if u.is_building]
|
| 240 |
+
if buildings and not any(not u.is_building for u in units):
|
| 241 |
+
if len(buildings) == 1:
|
| 242 |
+
b = buildings[0]
|
| 243 |
+
cards = self.UNIT_TO_CARDS.get(b.unit_name, [b.unit_name])
|
| 244 |
+
return ResolvedEvent(
|
| 245 |
+
card_key=cards[0],
|
| 246 |
+
confidence=b.confidence * 0.8,
|
| 247 |
+
evidence=evidence,
|
| 248 |
+
reasoning=f"single_building:{b.unit_name}",
|
| 249 |
+
)
|
| 250 |
+
|
| 251 |
+
# Multi-unit inference
|
| 252 |
+
unit_counts: Dict[str, int] = {}
|
| 253 |
+
for u in units:
|
| 254 |
+
unit_counts[u.unit_name] = unit_counts.get(u.unit_name, 0) + 1
|
| 255 |
+
|
| 256 |
+
for card_key, spec in self.MULTI_UNIT_CARDS.items():
|
| 257 |
+
expected_unit = spec["unit"]
|
| 258 |
+
expected_count = spec["count"]
|
| 259 |
+
if isinstance(expected_unit, list):
|
| 260 |
+
# Mixed units (e.g., Goblin Gang)
|
| 261 |
+
match = all(
|
| 262 |
+
unit_counts.get(u, 0) >= c
|
| 263 |
+
for u, c in zip(expected_unit, expected_count)
|
| 264 |
+
)
|
| 265 |
+
if match:
|
| 266 |
+
return ResolvedEvent(
|
| 267 |
+
card_key=card_key,
|
| 268 |
+
confidence=0.75,
|
| 269 |
+
evidence=evidence,
|
| 270 |
+
reasoning=f"multi_unit_match:{card_key}",
|
| 271 |
+
)
|
| 272 |
+
else:
|
| 273 |
+
if unit_counts.get(expected_unit, 0) >= expected_count:
|
| 274 |
+
return ResolvedEvent(
|
| 275 |
+
card_key=card_key,
|
| 276 |
+
confidence=0.75,
|
| 277 |
+
evidence=evidence,
|
| 278 |
+
reasoning=f"multi_unit_match:{card_key}",
|
| 279 |
+
)
|
| 280 |
+
|
| 281 |
+
# Single-unit fallback
|
| 282 |
+
if len(units) == 1:
|
| 283 |
+
u = units[0]
|
| 284 |
+
cards = self.UNIT_TO_CARDS.get(u.unit_name, [u.unit_name])
|
| 285 |
+
if len(cards) == 1:
|
| 286 |
+
return ResolvedEvent(
|
| 287 |
+
card_key=cards[0],
|
| 288 |
+
confidence=u.confidence * 0.8,
|
| 289 |
+
evidence=evidence,
|
| 290 |
+
reasoning=f"single_unit:{u.unit_name}",
|
| 291 |
+
)
|
| 292 |
+
else:
|
| 293 |
+
return ResolvedEvent(
|
| 294 |
+
card_key="UNKNOWN",
|
| 295 |
+
confidence=u.confidence * 0.5,
|
| 296 |
+
evidence=evidence,
|
| 297 |
+
reasoning=f"ambiguous_unit:{u.unit_name}->{'/'.join(cards)}",
|
| 298 |
+
is_ambiguous=True,
|
| 299 |
+
ambiguity_reason=f"unit_maps_to_multiple_cards:{cards}",
|
| 300 |
+
)
|
| 301 |
+
|
| 302 |
+
# Multiple different units -> ambiguous
|
| 303 |
+
all_names = [u.unit_name for u in units]
|
| 304 |
+
return ResolvedEvent(
|
| 305 |
+
card_key="UNKNOWN",
|
| 306 |
+
confidence=0.3,
|
| 307 |
+
evidence=evidence,
|
| 308 |
+
reasoning=f"mixed_units:{all_names}",
|
| 309 |
+
is_ambiguous=True,
|
| 310 |
+
ambiguity_reason=f"multiple_different_units:{all_names}",
|
| 311 |
+
)
|
| 312 |
+
|
| 313 |
+
def deduplicate(self, event: ResolvedEvent, cooldown_seconds: float = 2.0) -> bool:
|
| 314 |
+
"""Return True if this event is a duplicate of a recent one."""
|
| 315 |
+
import time
|
| 316 |
+
now = time.monotonic()
|
| 317 |
+
for recent in self._recent_resolutions:
|
| 318 |
+
if recent.card_key == event.card_key and \
|
| 319 |
+
(now - recent.evidence.timestamp) < cooldown_seconds:
|
| 320 |
+
return True
|
| 321 |
+
self._recent_resolutions.append(event)
|
| 322 |
+
# Prune old
|
| 323 |
+
self._recent_resolutions = [
|
| 324 |
+
r for r in self._recent_resolutions
|
| 325 |
+
if (now - r.evidence.timestamp) < cooldown_seconds * 3
|
| 326 |
+
]
|
| 327 |
+
return False
|