ZigZag - Deep Learning Hardware Design Space Exploration
This repository presents the novel version of our tried-and-tested hardware Architecture-Mapping Design Space Exploration (DSE) Framework for Deep Learning (DL) accelerators. ZigZag bridges the gap between algorithmic DL decisions and their acceleration cost on specialized accelerators through a fast and accurate hardware cost estimation.
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Collects the memory access pattern for each unit memory (memory holding one operand at one level). More...
Public Member Functions | |
def | __init__ (self, LayerOperand operand, int mem_level) |
def | set_attribute (self, DataMoveAttr attr, dict[DataDirection, int] values) |
Set a given attribute using a dictionary of DataDirection values. More... | |
FourWayDataMoving[int] | get_attribute (self, DataMoveAttr attr) |
Retrieve a specific attribute. More... | |
def | update_single_dir_data (self, DataDirection direction, int new_value) |
Update a single direction value across all attributes. More... | |
def | __str__ (self) |
def | __repr__ (self) |
Public Attributes | |
name | |
Collects the memory access pattern for each unit memory (memory holding one operand at one level).
def __init__ | ( | self, | |
LayerOperand | operand, | ||
int | mem_level | ||
) |
def __repr__ | ( | self | ) |
def __str__ | ( | self | ) |
FourWayDataMoving[int] get_attribute | ( | self, | |
DataMoveAttr | attr | ||
) |
Retrieve a specific attribute.
def set_attribute | ( | self, | |
DataMoveAttr | attr, | ||
dict[DataDirection, int] | values | ||
) |
Set a given attribute using a dictionary of DataDirection values.
def update_single_dir_data | ( | self, | |
DataDirection | direction, | ||
int | new_value | ||
) |
Update a single direction value across all attributes.
name |