import time from common.utils.lock import DistributedLock from common.utils.connection import get_redis_client from common.utils import lazyproperty from common.utils import get_logger logger = get_logger(__file__) class ComputeLock(DistributedLock): """ 需要重建缓存的时候加上该锁,避免重复计算 """ def __init__(self, key): name = f'compute:{key}' super().__init__(name=name) class CacheFieldBase: field_type = str def __init__(self, queryset=None, compute_func_name=None): assert None in (queryset, compute_func_name), f'queryset and compute_func_name can only have one' self.compute_func_name = compute_func_name self.queryset = queryset class CharField(CacheFieldBase): field_type = str class IntegerField(CacheFieldBase): field_type = int class CacheType(type): def __new__(cls, name, bases, attrs: dict): to_update = {} field_desc_mapper = {} for k, v in attrs.items(): if isinstance(v, CacheFieldBase): desc = CacheValueDesc(k, v) to_update[k] = desc field_desc_mapper[k] = desc attrs.update(to_update) attrs['field_desc_mapper'] = field_desc_mapper return type.__new__(cls, name, bases, attrs) class Cache(metaclass=CacheType): field_desc_mapper: dict timeout = None def __init__(self): self._data = None self.redis = get_redis_client() def __getitem__(self, item): return self.field_desc_mapper[item] def __contains__(self, item): return item in self.field_desc_mapper def get_field(self, name): return self.field_desc_mapper[name] @property def fields(self): return self.field_desc_mapper.values() @property def field_names(self): names = self.field_desc_mapper.keys() return names @lazyproperty def key_suffix(self): return self.get_key_suffix() @property def key_prefix(self): clz = self.__class__ return f'cache.{clz.__module__}.{clz.__name__}' @property def key(self): return f'{self.key_prefix}.{self.key_suffix}' @property def data(self): if self._data is None: data = self.load_data_from_db() if not data: with ComputeLock(self.key): data = self.load_data_from_db() if not data: # 缓存中没有数据时,去数据库获取 self.init_all_values() return self._data def to_internal_value(self, data: dict): internal_data = {} for k, v in data.items(): field = k.decode() if field in self: value = self[field].to_internal_value(v.decode()) internal_data[field] = value else: logger.warn(f'Cache got invalid field: ' f'key={self.key} ' f'invalid_field={field} ' f'valid_fields={self.field_names}') return internal_data def load_data_from_db(self) -> dict: data = self.redis.hgetall(self.key) logger.debug(f'Get data from cache: key={self.key} data={data}') if data: data = self.to_internal_value(data) self._data = data return data def save_data_to_db(self, data): logger.debug(f'Set data to cache: key={self.key} data={data}') self.redis.hset(self.key, mapping=data) self.load_data_from_db() def compute_values(self, *fields): field_objs = [] for field in fields: field_objs.append(self[field]) data = { field_obj.field_name: field_obj.compute_value(self) for field_obj in field_objs } return data def init_all_values(self): t_start = time.time() logger.debug(f'Start init cache: key={self.key}') data = self.compute_values(*self.field_names) self.save_data_to_db(data) logger.debug(f'End init cache: cost={time.time()-t_start} key={self.key}') return data def refresh(self, *fields): if not fields: # 没有指定 field 要刷新所有的值 self.init_all_values() return data = self.load_data_from_db() if not data: # 缓存中没有数据,设置所有的值 self.init_all_values() return refresh_values = self.compute_values(*fields) self.save_data_to_db(refresh_values) def get_key_suffix(self): raise NotImplementedError def reload(self): self._data = None def expire(self, *fields): self._data = None if not fields: self.redis.delete(self.key) else: self.redis.hdel(self.key, *fields) logger.debug(f'Expire cached fields: key={self.key} fields={fields}') class CacheValueDesc: def __init__(self, field_name, field_type: CacheFieldBase): self.field_name = field_name self.field_type = field_type self._data = None def __repr__(self): clz = self.__class__ return f'<{clz.__name__} {self.field_name} {self.field_type}>' def __get__(self, instance: Cache, owner): if instance is None: return self if self.field_name not in instance.data: instance.refresh(self.field_name) # 防止边界情况没有值,报错 value = instance.data.get(self.field_name) return value def compute_value(self, instance: Cache): t_start = time.time() logger.debug(f'Start compute cache field: field={self.field_name} key={instance.key}') if self.field_type.queryset is not None: new_value = self.field_type.queryset.count() else: compute_func_name = self.field_type.compute_func_name if not compute_func_name: compute_func_name = f'compute_{self.field_name}' compute_func = getattr(instance, compute_func_name, None) assert compute_func is not None, \ f'Define `{compute_func_name}` method in {instance.__class__}' new_value = compute_func() new_value = self.field_type.field_type(new_value) logger.debug(f'End compute cache field: cost={time.time()-t_start} field={self.field_name} value={new_value} key={instance.key}') return new_value def to_internal_value(self, value): return self.field_type.field_type(value)