MLBEDSW-6794: ResizeNearestNeighbor with HPC

- Removed half pixel centers constraint for resize nearest neightbor.
- Supported scale 2x, 4x and 8x.
- Removed test_constraint_resize_half_pixel_centers
- Regenerated SUPPORTED_OPS.md

Signed-off-by: Johan Alfven <johan.alfven@arm.com>
Change-Id: Ic3e02e9c2b2034d537c9a9841b8fb4ee433c96dc

4 files changed, 4 insertions, 27 deletions

diff --git a/SUPPORTED_OPS.md b/SUPPORTED_OPS.md
index 9488a78b..bf7c2ba6 100644
--- a/SUPPORTED_OPS.md
+++ b/SUPPORTED_OPS.md
@@ -1,7 +1,7 @@
 # Supported Ops
 
 This file was automatically generated by Vela using the `--supported-ops-report` parameter.  
-Vela version: `3.5.1.dev10+gf616c9d6.d20220915`
+Vela version: `3.6.0rc1.dev23+g1f2496e.d20221017`
 
 This file complies with
 [**Gitiles Markdown syntax**](https://github.com/google/gitiles/blob/master/Documentation/markdown.md)
@@ -257,7 +257,6 @@ This is a list of constraints that the RESHAPE operator must satisfy in order to
 
 - Input and output quantisation must match.
 - Shape must be constant
-- Reshape on NPU not supported before MEAN operator
 
 ### TFLite RESIZE_BILINEAR Constraints
 
@@ -270,7 +269,6 @@ This is a list of constraints that the RESIZE_BILINEAR operator must satisfy in
         W and H scaling must be equal and OFM W and H must be 2x/4x/8x IFM W and H, if align_corners is False
 - The size tensor must match the output tensor shape
 - Both align_corners and half_pixel_centers can't be True
-- Half_pixel_centers are only supported for resize bilinear
 - Half_pixel_centers for resize bilinear requires that OFM W and H is 2x IFM W and H
 
 ### TFLite RESIZE_NEAREST_NEIGHBOR Constraints
@@ -284,7 +282,6 @@ This is a list of constraints that the RESIZE_NEAREST_NEIGHBOR operator must sat
         W and H scaling must be equal and OFM W and H must be 2x/4x/8x IFM W and H, if align_corners is False
 - The size tensor must match the output tensor shape
 - Both align_corners and half_pixel_centers can't be True
-- Half_pixel_centers are only supported for resize bilinear
 
 ### TFLite SOFTMAX Constraints
 
diff --git a/ethosu/vela/test/test_tflite_supported_operators.py b/ethosu/vela/test/test_tflite_supported_operators.py
index 35fc1a6f..790f0018 100644
--- a/ethosu/vela/test/test_tflite_supported_operators.py
+++ b/ethosu/vela/test/test_tflite_supported_operators.py
@@ -381,18 +381,6 @@ def test_constraint_resize_attrs():
         assert not support.is_operator_supported(op)
 
 
-def test_constraint_resize_half_pixel_centers():
-    for resize_op in Op.op_set(Op.is_resize_op):
-        # Half-pixel centers is only supported for resize bilinear
-        op = testutil.create_op_with_quant_tensors(resize_op, [1, 4, 4, 8], [1, 8, 8, 8])
-        op.add_input_tensor(create_const_tensor("size", [2], DataType.int32, [8, 8], np.int32))
-        op.attrs["half_pixel_centers"] = True
-        if resize_op == Op.ResizeBilinear:
-            assert support.is_operator_supported(op)
-        else:
-            assert not support.is_operator_supported(op)
-
-
 def test_constraint_concat_pass():
     # A working concat
     op = testutil.create_op_with_quant_tensors(Op.Concat, [1, 1, 1, 4], [1, 1, 1, 8])
diff --git a/ethosu/vela/tflite_graph_optimiser.py b/ethosu/vela/tflite_graph_optimiser.py
index f3ca1b63..574d298a 100644
--- a/ethosu/vela/tflite_graph_optimiser.py
+++ b/ethosu/vela/tflite_graph_optimiser.py
@@ -454,7 +454,9 @@ def convert_resize_to_upscale_and_average_pool(op):
             # use depthwise conv to select the correct value
             scaled_op = convert_resizenn_ac_to_depthwise_conv(scaled_op, upscale_factor)
         else:
-            # keep 1x1 kernel and average pool
+            # Keep 1x1 kernel and average pool, this applies both when
+            # half-pixel-centers is True and False. Calculations are the
+            # same in the reference.
             pass
 
     scaled_op.outputs = outputs
diff --git a/ethosu/vela/tflite_supported_operators.py b/ethosu/vela/tflite_supported_operators.py
index 3d04def3..23bbac24 100644
--- a/ethosu/vela/tflite_supported_operators.py
+++ b/ethosu/vela/tflite_supported_operators.py
@@ -264,7 +264,6 @@ class TFLiteSupportedOperators:
             self.specific_constraints[op_type].append(TFLiteSupportedOperators.constraint_resize)
             self.specific_constraints[op_type].append(TFLiteSupportedOperators.constraint_resize_size)
             self.specific_constraints[op_type].append(TFLiteSupportedOperators.constraint_resize_attrs)
-            self.specific_constraints[op_type].append(TFLiteSupportedOperators.constraint_resize_half_pixel_centers)
 
         # Resize Bilinear specific checks:
         self.specific_constraints[Op.ResizeBilinear].append(
@@ -682,15 +681,6 @@ class TFLiteSupportedOperators:
         return valid, "Op has both align_corners and half_pixel_centers set to True."
 
     @staticmethod
-    def constraint_resize_half_pixel_centers(op):
-        """Half_pixel_centers are only supported for resize bilinear"""
-        valid = True
-        half_pixel_centers = op.attrs.get("half_pixel_centers", False)
-        if half_pixel_centers and op.type != Op.ResizeBilinear:
-            valid = False
-        return valid, f"Op type={op.type} and half_pixel_centers={half_pixel_centers}"
-
-    @staticmethod
     def constraint_resizebi_half_pixel_centers_dims(op):
         """Half_pixel_centers for resize bilinear requires that OFM W and H is 2x IFM W and H"""
         half_pixel_centers = op.attrs.get("half_pixel_centers", False)