TLRELU¶

Tile Operation Diagram¶

TLRELU tile operation

Introduction¶

Leaky ReLU with a scalar slope.

Math Interpretation¶

For each element (i, j) in the valid region:

\[ \mathrm{dst}_{i,j} = (\mathrm{src}_{i,j} > 0) ? \mathrm{src}_{i,j} : (\mathrm{src}_{i,j} \cdot \mathrm{slope}) \]

Assembly Syntax¶

PTO-AS form: see PTO-AS Specification.

Synchronous form:

%dst = tlrelu %src, %slope : !pto.tile<...>, f32

IR Level 1 (SSA)¶

%dst = pto.tlrelu %src, %scalar : (!pto.tile<...>, dtype) -> !pto.tile<...>

IR Level 2 (DPS)¶

pto.tlrelu ins(%src, %scalar : !pto.tile_buf<...>, dtype) outs(%dst : !pto.tile_buf<...>)

C++ Intrinsic¶

Declared in include/pto/common/pto_instr.hpp:

template <typename TileData, typename... WaitEvents>
PTO_INST RecordEvent TLRELU(TileData& dst, TileData& src0, typename TileData::DType scalar, WaitEvents&... events);

Constraints¶

The op iterates over dst.GetValidRow() / dst.GetValidCol().

Examples¶

#include <pto/pto-inst.hpp>

using namespace pto;

void example() {
  using TileT = Tile<TileType::Vec, float, 16, 16>;
  TileT x, out;
  TLRELU(out, x, 0.1f);
}

ASM Form Examples¶

Auto Mode¶

# Auto mode: compiler/runtime-managed placement and scheduling.
%dst = pto.tlrelu %src, %scalar : (!pto.tile<...>, dtype) -> !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)
%dst = pto.tlrelu %src, %scalar : (!pto.tile<...>, dtype) -> !pto.tile<...>

PTO Assembly Form¶

%dst = tlrelu %src, %slope : !pto.tile<...>, f32
# IR Level 2 (DPS)
pto.tlrelu ins(%src, %scalar : !pto.tile_buf<...>, dtype) outs(%dst : !pto.tile_buf<...>)