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authorTim Hall <tim.hall@arm.com>2020-06-25 16:55:02 +0100
committerTim Hall <tim.hall@arm.com>2020-06-25 16:55:02 +0100
commit6231676d1751caa353a51f9bdfc50642930f4802 (patch)
tree60952c5d4593aa640e676f7d408a8ef7bf8d3521
parentf7e810a695c1426799d945d61671126543efc123 (diff)
downloadethos-u-vela-6231676d1751caa353a51f9bdfc50642930f4802.tar.gz
MLBEDSW-2556: Odd core/block depth weight interleaving update
- If blockdepth or core count resulted in empty or non-existent substreams, the command generator generated an error. This commit changes the command stream generator to only program cores that have streams and are enabled for the configuration. Change-Id: I4e724b19de14d3a12e886ec6b17d0038593dfb59 Signed-off-by: Tim Hall <tim.hall@arm.com>
-rw-r--r--ethosu/vela/register_command_stream_generator.py32
-rw-r--r--ethosu/vela/weight_compressor.py9
2 files changed, 25 insertions, 16 deletions
diff --git a/ethosu/vela/register_command_stream_generator.py b/ethosu/vela/register_command_stream_generator.py
index e753885c..6cd81433 100644
--- a/ethosu/vela/register_command_stream_generator.py
+++ b/ethosu/vela/register_command_stream_generator.py
@@ -694,18 +694,20 @@ def generate_register_command_stream(nng, sg, arch, verbose=False):
stream_index = cmd.weight_tensor.compressed_stream_index_from_coord(cmd.weight_box.start_coord)
weight_substream_offsets = cmd.weight_tensor.compressed_values_substream_offsets[stream_index]
substreams = len( weight_substream_offsets ) - 1 # Offset list must terminate with full stream length
- assert substreams == arch.ncores
# Extract weight substream offsets and calculate their lengths
assert len(weight_substream_offsets) > 1 and (weight_substream_offsets[0] == 0)
weight_addr = cmd.weight_tensor.address_for_coordinate(cmd.weight_box.start_coord)
- if substreams > 0:
- emit.cmd1_with_offset(cmd1.NPU_SET_WEIGHT_BASE, weight_addr + weight_substream_offsets[0] )
- emit.cmd1_with_offset(cmd1.NPU_SET_WEIGHT_LENGTH, weight_substream_offsets[1] - weight_substream_offsets[0])
- if substreams > 1:
- emit.cmd1_with_offset(cmd1.NPU_SET_WEIGHT1_BASE, weight_addr + weight_substream_offsets[1])
- emit.cmd1_with_offset(cmd1.NPU_SET_WEIGHT1_LENGTH, weight_substream_offsets[2] - weight_substream_offsets[1])
+ # Set weights sources for active and present cores
+ for core, param in enumerate( [(cmd1.NPU_SET_WEIGHT_BASE, cmd1.NPU_SET_WEIGHT_LENGTH),
+ (cmd1.NPU_SET_WEIGHT1_BASE, cmd1.NPU_SET_WEIGHT1_LENGTH)] ):
+ if core < substreams:
+ emit.cmd1_with_offset(param[0], weight_addr + weight_substream_offsets[core] )
+ emit.cmd1_with_offset(param[1], weight_substream_offsets[core+1] - weight_substream_offsets[core])
+ elif core < arch.ncores:
+ emit.cmd1_with_offset(param[0], weight_addr)
+ emit.cmd1_with_offset(param[1], 0)
weight_region = base_ptr_idx_map[cmd.weight_tensor.mem_type]
emit.cmd0_with_param(cmd0.NPU_SET_WEIGHT_REGION, weight_region)
@@ -715,18 +717,20 @@ def generate_register_command_stream(nng, sg, arch, verbose=False):
if cmd.scale_tensor is not None:
scale_substream_offsets = cmd.scale_tensor.compressed_values_substream_offsets[stream_index]
substreams = len( scale_substream_offsets ) - 1 # Offset list must terminate with full stream length
- assert substreams == arch.ncores
# Extract scale substream offsets and calculate their lengths
assert len(scale_substream_offsets) > 1 and (scale_substream_offsets[0] == 0)
scale_addr = cmd.scale_tensor.address_for_coordinate( cmd.weight_box.start_coord[-1:] )
- if substreams > 0:
- emit.cmd1_with_offset(cmd1.NPU_SET_SCALE_BASE, scale_addr + scale_substream_offsets[0])
- emit.cmd1_with_offset(cmd1.NPU_SET_SCALE_LENGTH, scale_substream_offsets[1] - scale_substream_offsets[0] )
- if substreams > 1:
- emit.cmd1_with_offset(cmd1.NPU_SET_SCALE1_BASE, scale_addr + scale_substream_offsets[1])
- emit.cmd1_with_offset(cmd1.NPU_SET_SCALE1_LENGTH, scale_substream_offsets[2] - scale_substream_offsets[1] )
+ # Set scale sources for active and present cores
+ for core, param in enumerate( [(cmd1.NPU_SET_SCALE_BASE, cmd1.NPU_SET_SCALE_LENGTH),
+ (cmd1.NPU_SET_SCALE1_BASE, cmd1.NPU_SET_SCALE1_LENGTH)] ):
+ if core < substreams:
+ emit.cmd1_with_offset(param[0], scale_addr + scale_substream_offsets[core] )
+ emit.cmd1_with_offset(param[1], scale_substream_offsets[core+1] - scale_substream_offsets[core])
+ elif core < arch.ncores:
+ emit.cmd1_with_offset(param[0], scale_addr)
+ emit.cmd1_with_offset(param[1], 0)
# Emit base address for NPU to access scale & bias data
scale_region = base_ptr_idx_map[cmd.scale_tensor.mem_type]
diff --git a/ethosu/vela/weight_compressor.py b/ethosu/vela/weight_compressor.py
index fe8f04b9..d3562891 100644
--- a/ethosu/vela/weight_compressor.py
+++ b/ethosu/vela/weight_compressor.py
@@ -246,7 +246,6 @@ def compress_weights(arch, nng, tens, npu_block_type, ofm_block_depth, ofm_depth
# Slice weight stream up depth-ways into bricks and compress
full_ofm_depth = quant_buf.shape[-1]
- ofm_block_depth = ofm_block_depth // arch.ncores
for idx in range(0, full_ofm_depth, ofm_depth_step):
# Get the weights necessary for this brick
count = min(full_ofm_depth - idx, ofm_depth_step)
@@ -260,7 +259,13 @@ def compress_weights(arch, nng, tens, npu_block_type, ofm_block_depth, ofm_depth
# and generate separate compressed streams.
for core in range(0, min(arch.ncores, full_ofm_depth)):
core_weights = core_deinterleave(brick_weights, core, arch.ncores)
- raw_stream = generate_brick(arch, core_weights, ofm_block_depth, tens.block_traversal, ifm_bitdepth, dilation)
+
+ block_depth = (ofm_block_depth + arch.ncores - 1 - core) // arch.ncores
+ if block_depth != 0:
+ raw_stream = generate_brick(arch, core_weights, block_depth, tens.block_traversal, ifm_bitdepth, dilation)
+ else:
+ raw_stream = []
+
raw_size += len( raw_stream )
encoded_substream = encode( raw_stream )
encoded_stream.extend( encoded_substream )