TGEMV_BIAS¶
Tile Operation Diagram¶
Introduction¶
Tile-based GEMV with bias add.
See also¶
- Full GEMV family description (TGEMV / TGEMV_ACC / TGEMV_BIAS):
docs/isa/TGEMV.md.
C++ Intrinsic¶
Declared in include/pto/common/pto_instr.hpp:
template <typename TileRes, typename TileLeft, typename TileRight, typename TileBias, typename... WaitEvents>
PTO_INST RecordEvent TGEMV_BIAS(TileRes &cMatrix, TileLeft &aMatrix, TileRight &bMatrix, TileBias &biasData, WaitEvents &... events);
template <AccPhase Phase, typename TileRes, typename TileLeft, typename TileRight, typename TileBias,
typename... WaitEvents>
PTO_INST RecordEvent TGEMV_BIAS(TileRes &cMatrix, TileLeft &aMatrix, TileRight &bMatrix, TileBias &biasData, WaitEvents &... events);
Math Interpretation¶
Unless otherwise specified, semantics are defined over the valid region and target-dependent behavior is marked as implementation-defined.
Assembly Syntax¶
PTO-AS form: see PTO-AS Specification.
AS Level 1 (SSA)¶
%c = pto.tgemv %a, %b : (!pto.tile<...>, !pto.tile<...>) -> !pto.tile<...>
%c_out = pto.tgemv.acc %c_in, %a, %b : (!pto.tile<...>, !pto.tile<...>, !pto.tile<...>) -> !pto.tile<...>
%c = pto.tgemv.bias %a, %b, %bias : (!pto.tile<...>, !pto.tile<...>, !pto.tile<...>) -> !pto.tile<...>
AS Level 2 (DPS)¶
pto.tgemv ins(%a, %b : !pto.tile_buf<...>, !pto.tile_buf<...>) outs(%c : !pto.tile_buf<...>)
pto.tgemv.acc ins(%c_in, %a, %b : !pto.tile_buf<...>, !pto.tile_buf<...>, !pto.tile_buf<...>) outs(%c_out : !pto.tile_buf<...>)
pto.tgemv.bias ins(%a, %b, %bias : !pto.tile_buf<...>, !pto.tile_buf<...>, !pto.tile_buf<...>) outs(%c : !pto.tile_buf<...>)
Constraints¶
Type/layout/location/shape legality is backend-dependent; treat implementation-specific notes as normative for that backend.
Examples¶
See related examples in docs/isa/ and docs/coding/tutorials/.
ASM Form Examples¶
Auto Mode¶
# Auto mode: compiler/runtime-managed placement and scheduling.
%c = pto.tgemv %a, %b : (!pto.tile<...>, !pto.tile<...>) -> !pto.tile<...>
Manual Mode¶
# Manual mode: bind resources explicitly before issuing the instruction.
# Optional for tile operands:
# pto.tassign %arg0, @tile(0x1000)
# pto.tassign %arg1, @tile(0x2000)
%c = pto.tgemv %a, %b : (!pto.tile<...>, !pto.tile<...>) -> !pto.tile<...>
PTO Assembly Form¶
%c = pto.tgemv %a, %b : (!pto.tile<...>, !pto.tile<...>) -> !pto.tile<...>
# AS Level 2 (DPS)
pto.tgemv ins(%a, %b : !pto.tile_buf<...>, !pto.tile_buf<...>) outs(%c : !pto.tile_buf<...>)