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authorFredrik Svedberg <fredrik.svedberg@arm.com>2021-09-13 15:52:16 +0200
committerFredrik Svedberg <fredrik.svedberg@arm.com>2021-09-15 07:43:14 +0000
commit1a7527cd4ad56b49f120b10dc5e87a1e8f5a8122 (patch)
tree2074deb85ea44c38a0440487a3db9df908aa93b6
parentb94bcd47e4137cc78f3df776e8fddec263ccbb63 (diff)
downloadethos-u-vela-1a7527cd4ad56b49f120b10dc5e87a1e8f5a8122.tar.gz
MLBEDSW-5052 Fix RELU scaling
Fixed scaling for RELUs with different IFM/OFM scaling. Signed-off-by: Fredrik Svedberg <fredrik.svedberg@arm.com> Change-Id: I0ac96326b3960c0fb025b885e06a259d24b2e684
-rw-r--r--ethosu/vela/tflite_graph_optimiser.py5
1 files changed, 5 insertions, 0 deletions
diff --git a/ethosu/vela/tflite_graph_optimiser.py b/ethosu/vela/tflite_graph_optimiser.py
index 7526f46..15b82c7 100644
--- a/ethosu/vela/tflite_graph_optimiser.py
+++ b/ethosu/vela/tflite_graph_optimiser.py
@@ -42,6 +42,7 @@ from .numeric_util import clamp_sigmoid
from .numeric_util import full_shape
from .numeric_util import round_away_zero
from .operation import create_activation_function
+from .operation import ExplicitScaling
from .operation import NpuBlockType
from .operation import Op
from .operation import Operation
@@ -628,6 +629,10 @@ def fixup_relus_with_differing_ifm_ofm_scaling(op, arch, nng):
relu_fused_op = create_avgpool_nop(op.name + "_avgpool")
# And fuse the original activation function to it
relu_fused_op.activation = create_activation_function(op.type)
+ # Add explicit rescaling
+ rescale = ifm.quantization.scale_f32 / ofm.quantization.scale_f32
+ multiplier, shift = scaling.quantise_scale(rescale)
+ relu_fused_op.rescale = ExplicitScaling(False, [shift], [multiplier])
# Tidy up and assign the ifm and ofm to the new op
ifm.consumer_list.remove(op)