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import json
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from django.core.cache import cache
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from common.utils.lock import DistributedLock
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from common.utils import lazyproperty
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from common.utils import get_logger
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logger = get_logger(__file__)
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class CacheFieldBase:
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field_type = str
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def __init__(self, queryset=None, compute_func_name=None):
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assert None in (queryset, compute_func_name), f'queryset and compute_func_name can only have one'
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self.compute_func_name = compute_func_name
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self.queryset = queryset
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class CharField(CacheFieldBase):
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field_type = str
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class IntegerField(CacheFieldBase):
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field_type = int
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class CacheBase(type):
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def __new__(cls, name, bases, attrs: dict):
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to_update = {}
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field_desc_mapper = {}
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for k, v in attrs.items():
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if isinstance(v, CacheFieldBase):
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desc = CacheValueDesc(k, v)
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to_update[k] = desc
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field_desc_mapper[k] = desc
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attrs.update(to_update)
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attrs['field_desc_mapper'] = field_desc_mapper
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return type.__new__(cls, name, bases, attrs)
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class Cache(metaclass=CacheBase):
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field_desc_mapper: dict
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timeout = None
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def __init__(self):
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self._data = None
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@lazyproperty
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def key_suffix(self):
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return self.get_key_suffix()
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@property
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def key_prefix(self):
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clz = self.__class__
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return f'cache.{clz.__module__}.{clz.__name__}'
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@property
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def key(self):
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return f'{self.key_prefix}.{self.key_suffix}'
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@property
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def data(self):
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if self._data is None:
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data = self.get_data()
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if data is None:
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# 缓存中没有数据时,去数据库获取
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self.compute_and_set_all_data()
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return self._data
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def get_data(self) -> dict:
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data = cache.get(self.key)
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logger.debug(f'CACHE: get {self.key} = {data}')
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if data is not None:
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data = json.loads(data)
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self._data = data
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return data
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def set_data(self, data):
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self._data = data
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to_json = json.dumps(data)
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logger.info(f'CACHE: set {self.key} = {to_json}, timeout={self.timeout}')
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cache.set(self.key, to_json, timeout=self.timeout)
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def _compute_data(self, *fields):
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field_descs = []
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if not fields:
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field_descs = self.field_desc_mapper.values()
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else:
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for field in fields:
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assert field in self.field_desc_mapper, f'{field} is not a valid field'
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field_descs.append(self.field_desc_mapper[field])
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data = {
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field_desc.field_name: field_desc.compute_value(self)
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for field_desc in field_descs
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}
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return data
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def compute_and_set_all_data(self, computed_data: dict = None):
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"""
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TODO 怎样防止并发更新全部数据,浪费数据库资源
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"""
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uncomputed_keys = ()
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if computed_data:
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computed_keys = computed_data.keys()
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all_keys = self.field_desc_mapper.keys()
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uncomputed_keys = all_keys - computed_keys
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else:
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computed_data = {}
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data = self._compute_data(*uncomputed_keys)
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data.update(computed_data)
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self.set_data(data)
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return data
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def refresh_part_data_with_lock(self, refresh_data):
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with DistributedLock(name=f'{self.key}.refresh'):
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data = self.get_data()
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if data is not None:
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data.update(refresh_data)
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self.set_data(data)
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return data
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def refresh(self, *fields):
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if not fields:
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# 没有指定 field 要刷新所有的值
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self.compute_and_set_all_data()
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return
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data = self.get_data()
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if data is None:
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# 缓存中没有数据,设置所有的值
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self.compute_and_set_all_data()
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return
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refresh_data = self._compute_data(*fields)
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if not self.refresh_part_data_with_lock(refresh_data):
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# 刷新部分失败,缓存中没有数据,更新所有的值
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self.compute_and_set_all_data(refresh_data)
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return
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def get_key_suffix(self):
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raise NotImplementedError
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def reload(self):
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self._data = None
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def delete(self):
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self._data = None
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logger.info(f'CACHE: delete {self.key}')
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cache.delete(self.key)
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class CacheValueDesc:
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def __init__(self, field_name, field_type: CacheFieldBase):
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self.field_name = field_name
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self.field_type = field_type
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self._data = None
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def __repr__(self):
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clz = self.__class__
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return f'<{clz.__name__} {self.field_name} {self.field_type}>'
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def __get__(self, instance: Cache, owner):
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if instance is None:
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return self
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if self.field_name not in instance.data:
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instance.refresh(self.field_name)
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value = instance.data[self.field_name]
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return value
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def compute_value(self, instance: Cache):
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if self.field_type.queryset is not None:
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new_value = self.field_type.queryset.count()
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else:
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compute_func_name = self.field_type.compute_func_name
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if not compute_func_name:
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compute_func_name = f'compute_{self.field_name}'
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compute_func = getattr(instance, compute_func_name, None)
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assert compute_func is not None, \
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f'Define `{compute_func_name}` method in {instance.__class__}'
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new_value = compute_func()
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new_value = self.field_type.field_type(new_value)
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logger.info(f'CACHE: compute {instance.key}.{self.field_name} = {new_value}')
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return new_value
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