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Learn on the fly #110

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Merged
ShadowTemplate merged 1 commit into from
Nov 13, 2025
Merged

Learn on the fly #110

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15 changes: 12 additions & 3 deletions pauperformance_bot/service/pauperformance/silver/decklassifier.py
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Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,7 @@
from scipy import spatial

from pauperformance_bot.constant.pauperformance.silver import (
BREW_CLASSIFICATION_THRESHOLD,
MAINBOARD_WEIGHT,
SIDEBOARD_WEIGHT,
)
Expand Down Expand Up @@ -317,21 +318,29 @@ def parse_dpl_deck(self, deck):
lines = [f"{pc['quantity']} {pc['name']}" for pc in deck["cards"]["mainboard"]]
lines += [""]
lines += [f"{pc['quantity']} {pc['name']}" for pc in deck["cards"]["sideboard"]]
lines += [""]
playable_deck = parse_playable_deck_from_lines(
lines, raise_error_if_invalid=False
)
return deck_id, playable_deck

def get_dpl_metagame(self, decks, name="DPL metagame"):
def get_dpl_metagame(
self,
decks,
name="DPL metagame",
brew_threshold=BREW_CLASSIFICATION_THRESHOLD,
learn_on_the_fly=True,
):
dpl_decks = []
for deck in decks:
deck_id, playable_deck = self.parse_dpl_deck(deck)
most_similar_archetype, highest_similarity = self.classify_deck(
playable_deck
)
logger.info(f"{deck} | {most_similar_archetype} {highest_similarity}")
if highest_similarity < 0.76:
if highest_similarity < brew_threshold:
most_similar_archetype = None
elif learn_on_the_fly:
self.known_decks.append((playable_deck, most_similar_archetype))
dpl_decks.append(
DPLDeck(
identifier=deck_id,
Expand Down