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.
|
Spatial unrolling for a single OADimension. More...
Public Member Functions | |
def | __init__ (self, dict[LayerDim, UnrollFactor] data) |
def | utilization (self) |
Returns the hardware utilization , i.e. More... | |
set[LayerDim] | layer_dims (self) |
list[UnrollFactor] | unroll_sizes (self) |
def | keys (self) |
def | get_data (self) |
def | __getitem__ (self, LayerDim key) |
def | __delitem__ (self, LayerDim key) |
def | __contains__ (self, LayerDim key) |
def | items (self) |
def | update (self, "MappingSingleOADim" other) |
def | __setitem__ (self, LayerDim key, UnrollFactor|float value) |
def | __str__ (self) |
def | __repr__ (self) |
def | __jsonrepr__ (self) |
bool | __eq__ (self, Any other) |
Return true iff the contained LayerDims are the same and all unrollings are the same. More... | |
def | __hash__ (self) |
Spatial unrolling for a single OADimension.
def __init__ | ( | self, | |
dict[LayerDim, UnrollFactor] | data | ||
) |
def __contains__ | ( | self, | |
LayerDim | key | ||
) |
def __delitem__ | ( | self, | |
LayerDim | key | ||
) |
bool __eq__ | ( | self, | |
Any | other | ||
) |
Return true iff the contained LayerDims are the same and all unrollings are the same.
def __getitem__ | ( | self, | |
LayerDim | key | ||
) |
def __hash__ | ( | self | ) |
def __jsonrepr__ | ( | self | ) |
def __repr__ | ( | self | ) |
def __setitem__ | ( | self, | |
LayerDim | key, | ||
UnrollFactor | float | value | ||
) |
def __str__ | ( | self | ) |
def get_data | ( | self | ) |
def items | ( | self | ) |
def keys | ( | self | ) |
set[LayerDim] layer_dims | ( | self | ) |
list[UnrollFactor] unroll_sizes | ( | self | ) |
def update | ( | self, | |
"MappingSingleOADim" | other | ||
) |
def utilization | ( | self | ) |
Returns the hardware utilization
, i.e.
the product of all unrolled dimensions