Source code for pyspark.storagelevel

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__all__ = ["StorageLevel"]

[docs]class StorageLevel(object): """ Flags for controlling the storage of an RDD. Each StorageLevel records whether to use memory, whether to drop the RDD to disk if it falls out of memory, whether to keep the data in memory in a JAVA-specific serialized format, and whether to replicate the RDD partitions on multiple nodes. Also contains static constants for some commonly used storage levels, MEMORY_ONLY. Since the data is always serialized on the Python side, all the constants use the serialized formats. """ def __init__(self, useDisk, useMemory, useOffHeap, deserialized, replication=1): self.useDisk = useDisk self.useMemory = useMemory self.useOffHeap = useOffHeap self.deserialized = deserialized self.replication = replication def __repr__(self): return "StorageLevel(%s, %s, %s, %s, %s)" % ( self.useDisk, self.useMemory, self.useOffHeap, self.deserialized, self.replication) def __str__(self): result = "" result += "Disk " if self.useDisk else "" result += "Memory " if self.useMemory else "" result += "OffHeap " if self.useOffHeap else "" result += "Deserialized " if self.deserialized else "Serialized " result += "%sx Replicated" % self.replication return result
StorageLevel.DISK_ONLY = StorageLevel(True, False, False, False) StorageLevel.DISK_ONLY_2 = StorageLevel(True, False, False, False, 2) StorageLevel.MEMORY_ONLY = StorageLevel(False, True, False, False) StorageLevel.MEMORY_ONLY_2 = StorageLevel(False, True, False, False, 2) StorageLevel.MEMORY_AND_DISK = StorageLevel(True, True, False, False) StorageLevel.MEMORY_AND_DISK_2 = StorageLevel(True, True, False, False, 2) StorageLevel.OFF_HEAP = StorageLevel(True, True, True, False, 1) """ .. note:: The following four storage level constants are deprecated in 2.0, since the records \ will always be serialized in Python. """ StorageLevel.MEMORY_ONLY_SER = StorageLevel.MEMORY_ONLY """.. note:: Deprecated in 2.0, use ``StorageLevel.MEMORY_ONLY`` instead.""" StorageLevel.MEMORY_ONLY_SER_2 = StorageLevel.MEMORY_ONLY_2 """.. note:: Deprecated in 2.0, use ``StorageLevel.MEMORY_ONLY_2`` instead.""" StorageLevel.MEMORY_AND_DISK_SER = StorageLevel.MEMORY_AND_DISK """.. note:: Deprecated in 2.0, use ``StorageLevel.MEMORY_AND_DISK`` instead.""" StorageLevel.MEMORY_AND_DISK_SER_2 = StorageLevel.MEMORY_AND_DISK_2 """.. note:: Deprecated in 2.0, use ``StorageLevel.MEMORY_AND_DISK_2`` instead."""