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Browse files- src/datatypes.py +73 -17
src/datatypes.py
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import sqlite3
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from typing import List
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from src.common import *
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class DataLoader:
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active_db = "02_baseline_products_dataset"
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db_dir = os.path.join(data_dir, 'sqlite')
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db_file = os.path.join(db_dir, f"{active_db}.db")
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@classmethod
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def set_db_name(cls, name: str):
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if name != cls.active_db:
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new_file = os.path.join(data_dir, 'sqlite', f"{name}.db")
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cls.db_file = os.path.join(DataLoader.db_dir, f"{name}.db")
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@@ -20,14 +35,26 @@ class DataLoader:
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@staticmethod
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def current_db() -> str:
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return DataLoader.active_db[:-3]
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@staticmethod
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def available_dbs() -> List[str]:
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return [f[:-3] for f in os.listdir(DataLoader.db_dir) if ('products' in f) and f.endswith('.db')]
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@staticmethod
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def load_data(reload=False):
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if DataLoader.loaded and not reload:
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return
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@@ -71,16 +98,26 @@ class DataLoader:
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class Category:
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@staticmethod
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def all_sorted():
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all_cats = list(Category.all.values())
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all_cats.sort(key=lambda x: x.name)
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return all_cats
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@staticmethod
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def by_name(name: str):
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all_cats = list(Category.all.values())
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for c in all_cats:
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if c.name == name:
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self.products = []
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@property
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def feature_count(self):
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return len(self.features)
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@property
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def product_count(self):
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return len(self.products)
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@property
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def singular_name(self):
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if self.name[-1] == "s":
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return self.name[:-1] # Clip the s
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return self.name
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@property
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def lower_singular_name(self):
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if self.name[-1] == "s":
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return self.name[:-1].lower() # Clip the s
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return self.name.lower()
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class Feature:
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def __init__(self, id, name, category):
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self.id = id
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self.products = []
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@property
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def product_count(self):
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return len(self.products)
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def __repr__(self):
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return self.name
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class Product:
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def __init__(self, id, name, description, price, category):
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self.id = id
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self.reviews = []
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@property
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def feature_count(self):
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return len(self.features)
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@property
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def review_count(self):
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return len(self.reviews)
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@property
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def average_rating(self, decimals=2):
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if self.review_count == 0:
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return 0.0
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return float(round(sum([r.rating for r in self.reviews]) / self.review_count, decimals))
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@staticmethod
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def for_ids(ids: List[str]):
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return[Product.all[i] for i in ids]
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@staticmethod
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def all_as_list():
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return list(Product.all.values())
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class Review:
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def __init__(self, id, rating, review_text, product):
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self.id = id
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"""
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This file contains all the code to load the business/private datatypes from the database and interact with them.
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i.e. the product categories, products, reviews etc.... including utility methods to find them, render them etc...
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It is all implemented as a very simple read-only Object-Relational mapping type layer to grant access to read and
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use the data in the database. DB updates are all done by offline processes and the data setup.
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"""
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from __future__ import annotations # For referencing own class
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import sqlite3
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from typing import List, Dict
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from src.common import *
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class DataLoader:
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"""
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Class which controls the loading of all the data in the system from the database
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"""
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active_db = "02_baseline_products_dataset"
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db_dir = os.path.join(data_dir, 'sqlite')
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db_file = os.path.join(db_dir, f"{active_db}.db")
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@classmethod
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def set_db_name(cls, name: str):
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"""
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Programatically switch the database in use.
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"""
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if name != cls.active_db:
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new_file = os.path.join(data_dir, 'sqlite', f"{name}.db")
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cls.db_file = os.path.join(DataLoader.db_dir, f"{name}.db")
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@staticmethod
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def current_db() -> str:
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"""
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Get the name of the current database in use
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"""
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return DataLoader.active_db[:-3]
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@staticmethod
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def available_dbs() -> List[str]:
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"""
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Get the names of all the available databases in the sqlite folder
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"""
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return [f[:-3] for f in os.listdir(DataLoader.db_dir) if ('products' in f) and f.endswith('.db')]
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@staticmethod
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def load_data(reload=False):
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"""
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Load (or reload) all the data classes across the system from the database. Fills out all the
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class variables holding the list of all of each type, and then completes also the cross-references
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between objects so they are aware of each other (e.g. putting reviews into products and linking the reviews
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to their products)
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"""
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if DataLoader.loaded and not reload:
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return
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class Category:
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"""
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A category of products (e.g. "Dishwashers"). Holds also a list of Features relevant to this
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category and a list of Products in this category
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"""
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all: Dict[str, Category] = {} # All categories by ID
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@staticmethod
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def all_sorted() -> List[Category]:
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"""
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Gets a list of all the catgories, sorted by name
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"""
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all_cats = list(Category.all.values())
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all_cats.sort(key=lambda x: x.name)
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return all_cats
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@staticmethod
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def by_name(name: str) -> Category:
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"""
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Look up a single category by name
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"""
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all_cats = list(Category.all.values())
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for c in all_cats:
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if c.name == name:
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self.products = []
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@property
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def feature_count(self) -> int:
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return len(self.features)
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@property
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def product_count(self) -> int:
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return len(self.products)
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@property
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def singular_name(self) -> str:
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"""
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Get the name of this category, stripping the trailing s if there is one
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"""
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if self.name[-1] == "s":
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return self.name[:-1] # Clip the s
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return self.name
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@property
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def lower_singular_name(self):
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"""
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Get the name of this ctaegory in lower case, removing any trailing s
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"""
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if self.name[-1] == "s":
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return self.name[:-1].lower() # Clip the s
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return self.name.lower()
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class Feature:
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"""
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A feature available to Products in a given Category (e.g. "Quiet operation")
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"""
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all: Dict[str, Feature] = {} # All features by ID
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def __init__(self, id, name, category):
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self.id = id
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self.products = []
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@property
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def product_count(self) -> int:
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return len(self.products)
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def __repr__(self) -> str:
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return self.name
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class Product:
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"""
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A product specification with its price, description, features, and a list of associated
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customer reviews.
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"""
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all: Dict[str, Product] = {} # All products by ID
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def __init__(self, id, name, description, price, category):
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self.id = id
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self.reviews = []
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@property
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def feature_count(self) -> int:
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return len(self.features)
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@property
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def review_count(self) -> int:
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return len(self.reviews)
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@property
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def average_rating(self, decimals=2) -> float:
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if self.review_count == 0:
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return 0.0
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return float(round(sum([r.rating for r in self.reviews]) / self.review_count, decimals))
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@staticmethod
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def for_ids(ids: List[str]) -> List[Product]:
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"""
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Get a set of products based on a set of IDs
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"""
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return[Product.all[i] for i in ids]
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@staticmethod
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def all_as_list() -> List[Product]:
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return list(Product.all.values())
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class Review:
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"""
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A single customer review with its star rating and the review text
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"""
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all: Dict[str, Review] = {}
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def __init__(self, id, rating, review_text, product):
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self.id = id
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