MLBEDSW-3643: Refactor blockdep calculation
Moved blockdep calculation and other helper functions for
code generation to a separate file.
Change-Id: I2f8ccea478654272ebf42217fc5c1800e9ad177a
Signed-off-by: Louis Verhaard <louis.verhaard@arm.com>
diff --git a/ethosu/vela/register_command_stream_generator.py b/ethosu/vela/register_command_stream_generator.py
index 741b09c..d4947b1 100644
--- a/ethosu/vela/register_command_stream_generator.py
+++ b/ethosu/vela/register_command_stream_generator.py
@@ -18,16 +18,13 @@
# all the register settings. Calculates dependencies between commands and inserts wait operations. And generates a bit
# stream suitable for interpretation by the Ethos-U processor.
from collections import defaultdict
-from collections import namedtuple
from enum import Enum
from enum import IntEnum
from typing import List
from typing import Optional
-from typing import Tuple
import numpy as np
-from . import numeric_util
from . import scaling
from .api import NpuAccelerator
from .api import NpuActivation
@@ -57,10 +54,8 @@
from .architecture_features import ArchitectureFeatures
from .architecture_features import Block
from .architecture_features import create_default_arch
-from .architecture_features import Rect
from .architecture_features import SharedBufferArea
from .architecture_features import SHRAMElements
-from .debug_database import DebugDatabase
from .ethos_u55_regs.ethos_u55_regs import acc_format
from .ethos_u55_regs.ethos_u55_regs import activation
from .ethos_u55_regs.ethos_u55_regs import cmd0
@@ -69,17 +64,20 @@
from .ethos_u55_regs.ethos_u55_regs import pooling_mode
from .ethos_u55_regs.ethos_u55_regs import resampling_mode
from .ethos_u55_regs.ethos_u55_regs import rounding
-from .high_level_command_stream import CommandType
-from .high_level_command_to_npu_op import convert_command_to_npu_op
-from .high_level_command_to_npu_op import to_kernel
-from .high_level_command_to_npu_op import unary_elementwise_ops
from .numeric_util import quantise_float32
from .numeric_util import round_away_zero
from .numeric_util import round_up_to_int
from .operation import NpuBlockType
-from .range_set import AccessDirection
-from .range_set import MemoryAccessSet
-from .range_set import MemoryRangeSet
+from .register_command_stream_util import calc_blockdep
+from .register_command_stream_util import get_dma_memory_accesses
+from .register_command_stream_util import get_op_memory_accesses
+from .register_command_stream_util import get_strides
+from .register_command_stream_util import get_wait_dependency
+from .register_command_stream_util import has_ifm2
+from .register_command_stream_util import is_dma_op
+from .register_command_stream_util import to_kernel
+from .register_command_stream_util import UNARY_ELEMWISE_OPS
+from .register_command_stream_util import Watermark
from .shared_buffer_allocation import find_suitable_block_configs
from .shared_buffer_allocation import shared_buffer_allocation_for_npu_op
from .shared_buffer_allocation import SharedBufferAllocation
@@ -203,13 +201,6 @@
# -------------------------------------------------------------------
-class BasePointerIndex(IntEnum):
- WeightTensor = 0 # base address index for the Weight tensor
- ScratchTensor = 1 # base address index for the Scratch_tensor in the TensorArena
- ScratchFastTensor = 2 # base address for the Scratch_fast_tensor
- Mem2Mem = (1 << 8) | (3 << 0) # base address slot for memory 2 memory transfer
-
-
# TODO: Replace with definitions from ethos_u55_regs
class IFM2Broadcast(IntEnum):
BroadcastHdim = 1 << 0
@@ -275,16 +266,6 @@
return quantise_float32(value, scale, zp)
-def has_ifm2(npu_op: NpuBlockOperation) -> bool:
- """Checks if op has non-scalar IFM2"""
- return npu_op.ifm2 is not None and npu_op.ifm2_scalar is None
-
-
-def is_dma_op(npu_op: NpuOperation) -> bool:
- """Checks if op is a DMA operation"""
- return npu_op.op_type == NpuOperationType.Dma
-
-
def generate_padding(emit: CommandStreamEmitter, padding: NpuPadding):
"""Generates IFM_PAD registers"""
emit.cmd0_with_param(cmd0.NPU_SET_IFM_PAD_TOP, padding.top)
@@ -584,6 +565,15 @@
return shared_buffer_allocation_for_npu_op(arch, npu_op, block_type, ifm_resampling_mode)
+def generate_cmd_waits(emit: CommandStreamEmitter, cmd_waits: Watermark):
+ """Generates KERNEL_WAIT/DMA_WAIT"""
+ if cmd_waits.npu >= 0:
+ emit.cmd_wait(cmd0.NPU_OP_KERNEL_WAIT, 0, cmd_waits.npu)
+
+ if cmd_waits.dma >= 0:
+ emit.cmd_wait(cmd0.NPU_OP_DMA_WAIT, 0, cmd_waits.dma)
+
+
def generate_common(
emit: CommandStreamEmitter,
npu_op: NpuBlockOperation,
@@ -735,353 +725,6 @@
# -------------------------------------------------------------------
-# ADDRESSING/STRIDES (helper functions)
-# -------------------------------------------------------------------
-
-
-def ranges_overlap(range1: NpuAddressRange, range2: NpuAddressRange) -> bool:
- """Checks if the ranges overlap"""
- return range1.region == range2.region and numeric_util.overlaps(
- range1.address, range1.address + range1.length, range2.address, range2.address + range2.length
- )
-
-
-def range_lists_overlap(list1: List[Optional[NpuAddressRange]], list2: List[Optional[NpuAddressRange]]) -> bool:
- """Checks if there is any address overlap between list1 and list2"""
- for range1 in list1:
- if range1 is None:
- continue
- for range2 in list2:
- if range2 is not None and ranges_overlap(range1, range2):
- return True
- return False
-
-
-def get_strides(fm: NpuFeatureMap) -> NpuShape3D:
- """Calculates STRIDE_C/Y/X"""
- if fm.strides is not None:
- return fm.strides
- elem_size = fm.data_type.size_in_bytes()
- if fm.layout == NpuLayout.NHWC:
- stride_c = elem_size
- stride_x = fm.shape.depth * stride_c
- stride_y = fm.shape.width * stride_x
- else:
- stride_x = 16 * elem_size
- stride_c = stride_x * fm.shape.width
- stride_y = elem_size * fm.shape.width * numeric_util.round_up(fm.shape.depth, 16)
- return NpuShape3D(depth=stride_c, height=stride_y, width=stride_x)
-
-
-def get_address(fm: NpuFeatureMap, strides: NpuShape3D, y: int, x: int, c: int) -> int:
- """Returns address of given coordinate"""
- t = 0
- BRICK = 16
- stride_c = BRICK * fm.data_type.size_in_bytes() if fm.layout == NpuLayout.NHWC else strides.depth
- stride_x = BRICK * fm.data_type.size_in_bytes() if fm.layout == NpuLayout.NHCWB16 else strides.width
- if x >= fm.tiles.width_0:
- x -= fm.tiles.width_0
- t = 1
- if y >= fm.tiles.height_1:
- y -= fm.tiles.height_1
- t += 2
- elif y >= fm.tiles.height_0:
- y -= fm.tiles.height_0
- t += 2
- elem_size = fm.data_type.size_in_bytes()
- return (
- fm.tiles.addresses[t] + y * strides.height + x * stride_x + (c // BRICK) * stride_c + int(c % BRICK) * elem_size
- )
-
-
-def get_address_range(
- fm: NpuFeatureMap, strides: NpuShape3D, y0: int, x0: int, c0: int, y1: int, x1: int, c1: int
-) -> NpuAddressRange:
- """
- Gets address range for (y0, x0, c0) - (y1, x1, c1) (inclusive, so the second coordinate is within the fm).
- The begin and end coordinates must be within the same tile.
- """
- addr0 = get_address(fm, strides, y0, x0, c0)
- addr1 = get_address(fm, strides, y1, x1, c1)
- return NpuAddressRange(region=fm.region, address=addr0, length=addr1 - addr0 + fm.data_type.size_in_bytes())
-
-
-def get_h_ranges(
- fm: NpuFeatureMap, strides: NpuShape3D, y0: int, x0: int, c0: int, y1: int, x1: int, c1: int
-) -> List[NpuAddressRange]:
- """
- Gets address ranges for (y0, x0, c0) - (y1, x1, c1) (inclusive, so the second coordinate is within the fm);
- the begin and end coordinates must be within the same tile.
- Divides the area in horizontal "stripes" of height 1, and returns the address ranges for these "stripes".
- """
- return [get_address_range(fm, strides, y, x0, c0, y, x1, c1) for y in range(y0, y1 + 1)]
-
-
-def get_address_ranges_for_area(
- fm: NpuFeatureMap, y0: int, x0: int, c0: int, y1: int, x1: int, c1: int
-) -> List[NpuAddressRange]:
- """
- Returns a list of adddress ranges that covers the area (y0, x0, c0) - (y1, x1, c1) (inclusive).
- Divides the area in horizontal "stripes" of height 1, and returns the address ranges for these "stripes".
-
- For example, for the area marked with X (in a feature map with 4 tiles) as input, this function would return
- 6 address ranges: the address ranges for 1-height areas [AAA, BBB, CC, DD, EEE, FF]
-
- .....|.... .....|....
- t0 ..XXX|XX.. t1 t0 ..AAA|CC.. t1
- ..XXX|XX.. ..BBB|DD..
- -----+---- --> -----+----
- t2 ..XXX|XX.. t3 t2 ..EEE|FF.. t3
- .....|.... .....|....
- """
- strides = get_strides(fm)
- height_0, height_1, width_0 = fm.tiles.height_0, fm.tiles.height_1, fm.tiles.width_0
- h, w, c = fm.shape
- y2, x2, c2 = min(y1, h - 1), min(x1, w - 1), min(c1, c - 1)
- ranges = []
- if x0 < width_0 and y0 < height_0:
- # Horizontal ranges for tile 0
- ranges.extend(get_h_ranges(fm, strides, y0, x0, c0, min(y2, height_0 - 1), min(x2, width_0 - 1), c2))
- if x2 >= width_0 and y0 < height_1:
- # Horizontal ranges for tile 1
- ranges.extend(get_h_ranges(fm, strides, y0, max(x0, width_0), c0, min(y2, height_1 - 1), x2, c2))
- if x0 < width_0 and y2 >= height_0:
- # Horizontal ranges for tile 2
- ranges.extend(get_h_ranges(fm, strides, max(y0, height_0), x0, c0, y2, min(x2, width_0 - 1), c2))
- if x2 >= width_0 and y2 >= height_1:
- # Horizontal ranges for tile 3
- ranges.extend(get_h_ranges(fm, strides, max(y0, height_1), max(x0, width_0), c0, y2, x2, c2))
- return ranges
-
-
-def get_address_ranges(fm: NpuFeatureMap) -> List[Optional[NpuAddressRange]]:
- """Returns 4 adddress ranges, one for every tile, None if the tile is not in use"""
- strides = get_strides(fm)
- height, width, depth = fm.shape.height, fm.shape.width, fm.shape.depth
- height_0, height_1, width_0 = fm.tiles.height_0, fm.tiles.height_1, fm.tiles.width_0
- t0 = get_address_range(fm, strides, 0, 0, 0, min(height, height_0) - 1, min(width, width_0) - 1, depth - 1,)
- if width > width_0:
- t1 = get_address_range(fm, strides, 0, width_0, 0, min(height, height_1) - 1, width - 1, depth - 1)
- else:
- t1 = None
- if height > height_0:
- t2 = get_address_range(fm, strides, height_0, 0, 0, height - 1, min(width, width_0) - 1, depth - 1)
- else:
- t2 = None
- if t1 is not None and t2 is not None:
- t3 = get_address_range(fm, strides, height_1, width_0, 0, height - 1, width - 1, depth - 1)
- else:
- t3 = None
- return [t0, t1, t2, t3]
-
-
-# -------------------------------------------------------------------
-# DMA_WAIT/KERNEL_WAIT
-# -------------------------------------------------------------------
-
-
-Watermark = namedtuple("Watermark", ["npu", "dma"])
-
-
-def memory_range_set(range: NpuAddressRange) -> MemoryRangeSet:
- return MemoryRangeSet(range.region, range.address, range.address + range.length)
-
-
-def get_dma_memory_accesses(dma_op: NpuDmaOperation) -> MemoryAccessSet:
- """Returns the address that are read and written by the given DMA operation"""
- res = MemoryAccessSet()
- res.add(memory_range_set(dma_op.src), AccessDirection.Read)
- res.add(memory_range_set(dma_op.dest), AccessDirection.Write)
- return res
-
-
-def get_op_memory_accesses(npu_op: NpuBlockOperation, arch: ArchitectureFeatures) -> MemoryAccessSet:
- """Returns the addresses that are read and written by the given operation"""
- assert npu_op.ifm is not None and npu_op.ofm is not None
- # Read addresses
- read_ranges = get_address_ranges(npu_op.ifm)
- if has_ifm2(npu_op):
- assert npu_op.ifm2 is not None
- read_ranges.extend(get_address_ranges(npu_op.ifm2))
- read_ranges.extend(npu_op.weights)
- read_ranges.extend(npu_op.biases)
- if npu_op.activation is not None and npu_op.activation.op_type == NpuActivationOp.TABLE_LOOKUP:
- address = arch.available_shram_banks(True) * arch.shram_bank_size
- read_ranges.append(NpuAddressRange(region=BasePointerIndex.Mem2Mem, address=address, length=2048))
- # Written addresses
- write_ranges = get_address_ranges(npu_op.ofm)
- # Add write access to SHRAM, needed when LUTs can overwrite accumulator banks
- uses_lut = npu_op.activation is not None and npu_op.activation.op_type == NpuActivationOp.TABLE_LOOKUP
- written_shram_size = arch.available_shram_banks(uses_lut) * arch.shram_bank_size
- write_ranges.append(NpuAddressRange(region=BasePointerIndex.Mem2Mem, address=0, length=written_shram_size))
-
- res = MemoryAccessSet()
- for read_range in read_ranges:
- if read_range is not None:
- res.add(memory_range_set(read_range), AccessDirection.Read)
- for write_range in write_ranges:
- if write_range is not None:
- res.add(memory_range_set(write_range), AccessDirection.Write)
- return res
-
-
-def get_wait_dependency(
- arch: ArchitectureFeatures, npu_op_list: List[NpuOperation], memory_accesses, op_index: int, watermark: Watermark
-):
- """Used to calculate whether DMA wait or kernel wait operations are needed"""
- npu_op = npu_op_list[op_index]
- op_access = memory_accesses[npu_op]
- index = op_index - 1
-
- # NPU dependency tracking
- npu_outstanding = -1
- npu_ops = 0
- npu_index = watermark.npu
-
- # DMA dependency tracking
- dma_outstanding = -1
- dma_ops = 0
- dma_index = watermark.dma
-
- # Seek back in the command stream looking for NPU or DMA dependencies
- # but only as far as the first dependency or the watermarks (dependencies
- # before this point have been satisfied already).
- # The watermark moves to after the latest element we must wait for, not
- # the command that issues the wait.
- # NPU->NPU dependency is handled via blockdep.
- while (index >= npu_index) or (index >= dma_index):
- prev_op = npu_op_list[index]
- prev_access = memory_accesses[prev_op]
-
- # Check NPU consuming DMA output
- if is_dma_op(prev_op):
- if index >= dma_index:
- if not is_dma_op(npu_op):
- if (dma_outstanding == -1) and prev_access.conflicts(op_access):
- dma_outstanding = dma_ops
- dma_ops += 1 # Count DMA ops in the pipeline
- if dma_ops >= arch.max_outstanding_dma:
- dma_index = max(index + 1, dma_index)
- # Check DMA consuming NPU output
- else:
- if index >= npu_index:
- if is_dma_op(npu_op) and npu_outstanding == -1 and prev_access.conflicts(op_access):
- npu_outstanding = npu_ops
- npu_ops += 1 # Count NPU ops in the pipeline
- if npu_ops >= arch.max_outstanding_kernels:
- npu_index = max(index + 1, npu_index)
-
- index -= 1
-
- # Update DMA watermark if we didn't see any and the NPU pipeline is full
- if (dma_ops == 0) and (npu_ops >= arch.max_outstanding_kernels):
- dma_index = op_index
-
- # Bring the search watermark forwards as we complete for those dependencies
- watermark = Watermark(npu_index, dma_index)
- outstanding = Watermark(npu_outstanding, dma_outstanding)
-
- return watermark, outstanding
-
-
-def generate_cmd_waits(emit: CommandStreamEmitter, cmd_waits: Watermark):
- if cmd_waits.npu >= 0:
- emit.cmd_wait(cmd0.NPU_OP_KERNEL_WAIT, 0, cmd_waits.npu)
-
- if cmd_waits.dma >= 0:
- emit.cmd_wait(cmd0.NPU_OP_DMA_WAIT, 0, cmd_waits.dma)
-
-
-# -------------------------------------------------------------------
-# BLOCKDEP
-# -------------------------------------------------------------------
-
-
-def shape3d_size(shape: NpuShape3D) -> int:
- return shape.width * shape.height * shape.depth
-
-
-def shape3d_to_rect(shape: NpuShape3D) -> Rect:
- return Rect(0, 0, 0, shape.width - 1, shape.height - 1, shape.depth - 1)
-
-
-def get_ifm_ofm_block_depth(arch: ArchitectureFeatures, npu_op: NpuBlockOperation) -> int:
- # Note: NOT equivalent to the normal ifm block depth calculation since
- # it takes into account 'depthless' block operations by returning full
- # depth
- if npu_op.op_type == NpuOperationType.Conv2D:
- res = arch.calc_ifm_block_depth(npu_op.ifm.shape.depth, npu_op.ifm.data_type.size_in_bits())
- return res
- return npu_op.ofm.shape.depth
-
-
-def calc_blockdep(arch: ArchitectureFeatures, prev_op: Optional[NpuBlockOperation], npu_op: NpuBlockOperation,) -> int:
- """Calculates the value of the BLOCKDEP register"""
- if prev_op is None:
- return 0
- assert npu_op.ifm is not None
- assert prev_op.ofm is not None
- # Check if IFM or IFM2 overlaps with prev op's OFM
- prev_ofm_ranges = get_address_ranges(prev_op.ofm)
- ifm_ranges = get_address_ranges(npu_op.ifm)
- ifm_overlaps = range_lists_overlap(prev_ofm_ranges, ifm_ranges)
- if has_ifm2(npu_op):
- assert npu_op.ifm2 is not None
- ifm2_ranges = get_address_ranges(npu_op.ifm2)
- ifm2_overlaps = range_lists_overlap(prev_ofm_ranges, ifm2_ranges)
- else:
- ifm2_overlaps = False
- if ifm_overlaps and ifm2_overlaps:
- # Both IFM and IFM2 overlap (should be rare)
- return 0
- if not ifm_overlaps and not ifm2_overlaps:
- # No overlap between prev OFM and IFM/IFM2
- return ArchitectureFeatures.MAX_BLOCKDEP
- if ifm2_overlaps and shape3d_size(npu_op.ifm2.shape) < shape3d_size(npu_op.ifm.shape):
- # Prev OFM produces IFM2 which is broadcasted (this should be rare)
- return 0
- prev_block_config = prev_op.block_config
- block_config = npu_op.block_config
- overlapping_fm = npu_op.ifm if ifm_overlaps else npu_op.ifm2
- assert overlapping_fm is not None
-
- def intersects(ifm_start_coord: Tuple, ifm_end_coord: Tuple, ofm_start_coord: Tuple, ofm_end_coord: Tuple) -> bool:
- """Checks if the given IFM area overlaps with the given OFM area"""
- if overlapping_fm.shape == prev_op.ofm.shape and overlapping_fm.tiles == prev_op.ofm.tiles:
- # Common case: prev_op.ofm == op.ifm; in this case it suffices to check
- # if the xyz coordinates overlap, which is quick and easy
- return ArchitectureFeatures.intersects(ifm_start_coord, ifm_end_coord, ofm_start_coord, ofm_end_coord)
- # The OFM produces a part of the IFM (e.g. a stripe), or the IFM consumes part of the OFM.
- # In this case address comparison is needed between the two areas
- x0, y0, c0 = ifm_start_coord
- x1, y1, c1 = ifm_end_coord
- ifm_ranges = get_address_ranges_for_area(overlapping_fm, y0, x0, c0, y1, x1, c1)
- x0, y0, c0 = ofm_start_coord
- x1, y1, c1 = ofm_end_coord
- prev_ofm_ranges = get_address_ranges_for_area(prev_op.ofm, y0, x0, c0, y1, x1, c1)
- return range_lists_overlap(ifm_ranges, prev_ofm_ranges)
-
- prev_ofm_block = Block(prev_block_config.width, prev_block_config.height, prev_block_config.depth)
- prev_ofm_rect = shape3d_to_rect(prev_op.ofm.shape)
- cur_ifm_block_depth = get_ifm_ofm_block_depth(arch, npu_op)
- cur_ofm_block = Block(block_config.width, block_config.height, block_config.depth)
- cur_ofm_rect = shape3d_to_rect(npu_op.ofm.shape)
- cur_ifm_rect = shape3d_to_rect(npu_op.ifm.shape)
- cur_padLT = (0, 0) if npu_op.padding is None else (npu_op.padding.left, npu_op.padding.top)
- return arch.calc_block_dep(
- prev_ofm_rect,
- prev_ofm_block,
- cur_ifm_rect,
- cur_ofm_rect,
- cur_ifm_block_depth,
- cur_ofm_block,
- to_kernel(npu_op.kernel),
- cur_padLT,
- intersects=intersects,
- )
-
-
-# -------------------------------------------------------------------
# PRINT
# -------------------------------------------------------------------
@@ -1209,7 +852,7 @@
emit, npu_op, NpuBlockTraversal.DEPTH_FIRST, arch, use_global_scale=use_global_scale, op_to_scale=op_to_scale
)
# Elementwise op specific
- if npu_op.sub_op_type not in unary_elementwise_ops:
+ if npu_op.sub_op_type not in UNARY_ELEMWISE_OPS:
# Binary operation; generate IFM2 registers
assert npu_op.ifm2 is not None
has_scalar = npu_op.ifm2_scalar is not None
@@ -1253,9 +896,15 @@
def generate_command_stream(
- emit: CommandStreamEmitter, npu_op_list: List[NpuOperation], arch: ArchitectureFeatures, add_to_debug_db=None
-):
- """Generates register commands for the given list of NPU operations"""
+ npu_op_list: List[NpuOperation], arch: ArchitectureFeatures, verbose: bool, add_to_debug_db=None,
+) -> List[int]:
+ """
+ Generates register commands for the given list of NPU operations.
+ Returns Ethos-U instructions, as a list of 32-bit integers.
+ """
+ emit = CommandStreamEmitter()
+ if verbose:
+ print_operations(npu_op_list)
# Calculate memory accesses for every operation
memory_accesses = {}
for npu_op in npu_op_list:
@@ -1285,39 +934,17 @@
add_to_debug_db(npu_op, emit.offset)
# Fill in final part of command stream:
emit.cmd_do_operation(cmd0.NPU_OP_STOP, param=0xFFFF)
-
-
-def generate_register_command_stream_for_sg(nng, sg, arch, verbose=False):
- """Generates command stream for the subgraph, adds it to sg.register_command_stream"""
- # Convert high level command stream to list of NpuOperation
- npu_op_list = []
- npu_op_to_cmd = dict() # map from npu op to high level command
- for cmd in sg.high_level_command_stream:
- if cmd.cmdtype == CommandType.NpuStripe and cmd.ps.npu_block_type == NpuBlockType.Default:
- print("Warning: Skipping register command stream generation for", cmd.ps)
- else:
- npu_op = convert_command_to_npu_op(cmd, arch)
- npu_op_list.append(npu_op)
- npu_op_to_cmd[npu_op] = cmd
- if verbose:
- print_operations(npu_op_list)
- # Generate register commands
- stream_id = DebugDatabase.add_stream(sg)
- DebugDatabase.set_stream_offset(sg, 0) # Default to zero, can only set during file writing
- emit = CommandStreamEmitter()
-
- def add_to_debug_db(npu_op: NpuOperation, offset: int):
- """Adds info to the debug database"""
- if not is_dma_op(npu_op):
- cmd = npu_op_to_cmd[npu_op]
- DebugDatabase.add_command(stream_id, offset, cmd.ps.primary_op)
-
- generate_command_stream(emit, npu_op_list, arch, add_to_debug_db)
- sg.register_command_stream = emit.to_list()
+ res = emit.to_list()
if verbose:
emit.print_cmds()
print("number of commands", len(emit.cmd_stream))
- print("command stream length in words", len(sg.register_command_stream))
+ print("command stream length in words", len(res))
+ return res
+
+
+# -------------------------------------------------------------------
+# EXTERNAL API
+# -------------------------------------------------------------------
def find_block_configs(npu_op: NpuOperation, npu_accelerator: NpuAccelerator) -> List[NpuShape3D]:
@@ -1342,7 +969,5 @@
:return Ethos-U instructions, as a list of 32-bit integers
"""
accelerator = Accelerator.from_npu_accelerator(npu_accelerator)
- emit = CommandStreamEmitter()
arch = create_default_arch(accelerator)
- generate_command_stream(emit, npu_op_list, arch)
- return emit.to_list()
+ return generate_command_stream(npu_op_list, arch, verbose=False)