Files
ai_giga_tcg/app/services/pricing_service.py

250 lines
12 KiB
Python

import logging
from dataclasses import dataclass
from typing import Optional
from sqlalchemy.orm import Session
from app.services.base_service import BaseService
from app.models.inventory_management import InventoryItem, MarketplaceListing, PhysicalItem
from app.models.tcgplayer_inventory import TCGPlayerInventory
from app.models.tcgplayer_products import TCGPlayerPriceHistory, TCGPlayerProduct, MTGJSONSKU
from app.models.pricing import PricingEvent
from app.db.database import transaction
from decimal import Decimal
from datetime import datetime
logger = logging.getLogger(__name__)
@dataclass
class PriceData:
cost_basis: Optional[Decimal]
market_price: Optional[Decimal]
tcg_low: Optional[Decimal]
tcg_mid: Optional[Decimal]
direct_low: Optional[Decimal]
listed_price: Optional[Decimal]
quantity: int
lowest_price_for_qty: Optional[Decimal]
velocity: Optional[Decimal]
age_of_inventory: Optional[int]
class PricingService(BaseService):
def __init__(self):
super().__init__(None)
async def get_unmanaged_inventory(self, db: Session):
#select * from tcgplayer_inventory ti where ti.tcgplayer_sku_id not in (select pi2.tcgplayer_sku_id from marketplace_listings ml
# join inventory_items ii on ml.inventory_item_id = ii.id
# join physical_items pi2 on ii.physical_item_id = pi2.id
# where ml.delisting_date is null and ml.deleted_at is null and ii.deleted_at is null and pi2.deleted_at is null);
unmanaged_inventory = db.query(TCGPlayerInventory).filter(
TCGPlayerInventory.tcgplayer_sku_id.notin_(
db.query(MarketplaceListing.inventory_item.physical_item.tcgplayer_sku_id).join(
InventoryItem, MarketplaceListing.inventory_item_id == InventoryItem.id
).join(
PhysicalItem, InventoryItem.physical_item_id == PhysicalItem.id
).filter(
MarketplaceListing.delisting_date.is_(None),
MarketplaceListing.deleted_at.is_(None),
InventoryItem.deleted_at.is_(None),
PhysicalItem.deleted_at.is_(None)
)
)
).all()
return unmanaged_inventory
async def update_prices_for_unmanaged_inventory(self, db: Session):
unmanaged_inventory = await self.get_unmanaged_inventory(db)
for inventory in unmanaged_inventory:
inventory.tcg_marketplace_price = await self.set_price_for_unmanaged_inventory(db, inventory)
async def set_price_for_unmanaged_inventory(self, db: Session, inventory: TCGPlayerInventory):
# available columns
# id, tcgplayer_sku_id, product_line, set_name, product_name, title,
# number, rarity, condition, tcg_market_price, tcg_direct_low,
# tcg_low_price_with_shipping, tcg_low_price, total_quantity, add_to_quantity,
# tcg_marketplace_price, photo_url, created_at, updated_at
# get mtgjson sku
mtgjson_sku = db.query(MTGJSONSKU).filter(
MTGJSONSKU.tcgplayer_sku_id == inventory.tcgplayer_sku_id
).first()
if mtgjson_sku:
tcgplayer_product = mtgjson_sku.product
price_data = PriceData(
cost_basis=None,
market_price=Decimal(str(tcgplayer_product.most_recent_tcgplayer_price.market_price)) if tcgplayer_product.most_recent_tcgplayer_price else None,
tcg_low=Decimal(str(tcgplayer_product.most_recent_tcgplayer_price.low_price)) if tcgplayer_product.most_recent_tcgplayer_price else None,
tcg_mid=Decimal(str(tcgplayer_product.most_recent_tcgplayer_price.mid_price)) if tcgplayer_product.most_recent_tcgplayer_price else None,
direct_low=Decimal(str(tcgplayer_product.most_recent_tcgplayer_price.direct_low_price)) if tcgplayer_product.most_recent_tcgplayer_price else None,
listed_price=inventory.tcg_marketplace_price,
quantity=inventory.total_quantity,
lowest_price_for_qty=None,
velocity=None,
age_of_inventory=None
)
return await self.set_price(db, price_data)
else:
return None
async def set_price_for_inventory_item(self, db: Session, inventory_item: InventoryItem):
price_data = PriceData(
cost_basis=Decimal(str(inventory_item.cost_basis)),
market_price=Decimal(str(inventory_item.physical_item.sku.product.most_recent_tcgplayer_price.market_price)),
tcg_low=Decimal(str(inventory_item.physical_item.sku.product.most_recent_tcgplayer_price.low_price)),
tcg_mid=Decimal(str(inventory_item.physical_item.sku.product.most_recent_tcgplayer_price.mid_price)),
direct_low=Decimal(str(inventory_item.physical_item.sku.product.most_recent_tcgplayer_price.direct_low_price)),
listed_price=Decimal(str(inventory_item.marketplace_listing.listed_price)),
quantity=db.query(TCGPlayerInventory).filter(
TCGPlayerInventory.tcgplayer_sku_id == inventory_item.physical_item.tcgplayer_sku_id
).first().total_quantity if db.query(TCGPlayerInventory).filter(
TCGPlayerInventory.tcgplayer_sku_id == inventory_item.physical_item.tcgplayer_sku_id
).first() else 0,
lowest_price_for_qty=None,
velocity=None,
age_of_inventory=None
)
return await self.set_price(db, price_data, inventory_item)
async def set_price(self, db: Session, price_data: PriceData, inventory_item: InventoryItem=None):
"""
TODO This sets listed_price per inventory_item but listed_price can only be applied to a product
however, this may be desired on other marketplaces
when generating pricing file for tcgplayer, give the option to set min, max, avg price for product?
"""
# Fetch base pricing data
cost_basis = price_data.cost_basis
market_price = price_data.market_price
tcg_low = price_data.tcg_low
tcg_mid = price_data.tcg_mid
listed_price = price_data.listed_price
logger.info(f"listed_price: {listed_price}")
logger.info(f"market_price: {market_price}")
logger.info(f"tcg_low: {tcg_low}")
logger.info(f"tcg_mid: {tcg_mid}")
logger.info(f"cost_basis: {cost_basis}")
# TODO: Add logic to fetch lowest price for seller with same quantity in stock
# NOT IMPLEMENTED YET
lowest_price_for_quantity = Decimal('0.0')
# Hardcoded configuration values (should be parameterized later)
shipping_cost = Decimal('1.0')
tcgplayer_shipping_fee = Decimal('1.31')
average_cards_per_order = Decimal('3.0')
marketplace_fee_percentage = Decimal('0.20')
target_margin = Decimal('0.20')
velocity_multiplier = Decimal('0.0')
global_margin_multiplier = Decimal('0.00')
min_floor_price = Decimal('0.25')
price_drop_threshold = Decimal('0.20')
# TODO add age of inventory price decrease multiplier
age_of_inventory_multiplier = Decimal('0.0')
# card cost margin multiplier
if market_price > 0 and market_price < 2:
card_cost_margin_multiplier = Decimal('-0.033')
elif market_price >= 2 and market_price < 10:
card_cost_margin_multiplier = Decimal('0.0')
elif market_price >= 10 and market_price < 30:
card_cost_margin_multiplier = Decimal('0.0125')
elif market_price >= 30 and market_price < 50:
card_cost_margin_multiplier = Decimal('0.025')
elif market_price >= 50 and market_price < 100:
card_cost_margin_multiplier = Decimal('0.033')
elif market_price >= 100 and market_price < 200:
card_cost_margin_multiplier = Decimal('0.05')
# Fetch current total quantity in stock for SKU
quantity_in_stock = price_data.quantity
# Determine quantity multiplier based on stock levels
if quantity_in_stock < 4:
quantity_multiplier = Decimal('0.0')
elif quantity_in_stock == 4:
quantity_multiplier = Decimal('0.2')
elif 5 <= quantity_in_stock < 10:
quantity_multiplier = Decimal('0.3')
elif quantity_in_stock >= 10:
quantity_multiplier = Decimal('0.4')
else:
quantity_multiplier = Decimal('0.0')
# Calculate adjusted target margin from base and global multipliers
adjusted_target_margin = target_margin + global_margin_multiplier + card_cost_margin_multiplier
# limit shipping cost offset to 10% of market price
shipping_cost_offset = min(shipping_cost / average_cards_per_order, market_price * Decimal('0.1'))
if cost_basis is None:
cost_basis = tcg_low * Decimal('0.65')
# Calculate base price considering cost, shipping, fees, and margin targets
base_price = (cost_basis + shipping_cost_offset) / (
(Decimal('1.0') - marketplace_fee_percentage) - adjusted_target_margin
)
# Adjust base price by quantity and velocity multipliers, limit markup to amount of shipping fee
adjusted_price = min(
base_price * (Decimal('1.0') + quantity_multiplier + velocity_multiplier - age_of_inventory_multiplier),
base_price + tcgplayer_shipping_fee
)
# Enforce minimum floor price to ensure profitability
if adjusted_price < min_floor_price:
adjusted_price = min_floor_price
# Adjust price based on market prices (TCG low and TCG mid)
if adjusted_price < tcg_low:
adjusted_price = tcg_mid
price_used = "tcg mid"
price_reason = "adjusted price below tcg low"
elif adjusted_price > tcg_low and adjusted_price < (tcg_mid * Decimal('0.8')):
adjusted_price = tcg_mid
price_used = "tcg mid"
price_reason = f"adjusted price below 80% of tcg mid"
else:
price_used = "adjusted price"
price_reason = "valid price assigned based on margin targets"
# TODO: Add logic to adjust price to beat competitor price with same quantity
# NOT IMPLEMENTED YET
if adjusted_price < lowest_price_for_quantity:
adjusted_price = lowest_price_for_quantity - Decimal('0.01')
price_used = "lowest price for quantity"
price_reason = "adjusted price below lowest price for quantity"
# Fine-tune price to optimize for free shipping promotions
free_shipping_adjustment = False
for x in range(1, 5):
quantity = Decimal(str(x))
if Decimal('5.00') <= adjusted_price * quantity <= Decimal('5.15'):
adjusted_price = Decimal('4.99') / quantity
free_shipping_adjustment = True
break
# prevent price drop over price drop threshold
if listed_price and adjusted_price < (listed_price * (1 - price_drop_threshold)):
adjusted_price = listed_price
price_used = "listed price"
price_reason = "adjusted price below price drop threshold"
# Record pricing event in database transaction
if inventory_item:
with transaction(db):
pricing_event = PricingEvent(
inventory_item_id=inventory_item.id,
price=float(adjusted_price),
price_used=price_used,
price_reason=price_reason,
free_shipping_adjustment=free_shipping_adjustment
)
db.add(pricing_event)
# delete previous pricing events for inventory item
if inventory_item.marketplace_listing and inventory_item.marketplace_listing.listed_price:
inventory_item.marketplace_listing.listed_price.deleted_at = datetime.now()
return pricing_event
else:
return adjusted_price
# BAD BAD BAD FIX PLS TODO