diff options
Diffstat (limited to 'ethosu/vela/tflite_supported_operators.py')
| -rw-r--r-- | ethosu/vela/tflite_supported_operators.py | 43 |
1 files changed, 43 insertions, 0 deletions
diff --git a/ethosu/vela/tflite_supported_operators.py b/ethosu/vela/tflite_supported_operators.py index 5c7fd517..60bc6fd0 100644 --- a/ethosu/vela/tflite_supported_operators.py +++ b/ethosu/vela/tflite_supported_operators.py @@ -209,6 +209,8 @@ class TFLiteSupportedOperators: self.specific_constraints[Op.Mean].append(TFLiteSupportedOperators.constraint_mean_height_width_product_avgpool) self.specific_constraints[Op.Mean].append(TFLiteSupportedOperators.constraint_mean_height_width_product) self.specific_constraints[Op.Mean].append(TFLiteSupportedOperators.constraint_mean_height_width_product_int8) + self.specific_constraints[Op.Mean].append(TFLiteSupportedOperators.constraint_depthwise_conv_height_single_axis) + self.specific_constraints[Op.Mean].append(TFLiteSupportedOperators.constraint_avgpool_height_single_axis) # Reshape specific checks: self.specific_constraints[Op.Reshape].append(TFLiteSupportedOperators.constraint_reshape_shape_constant) @@ -686,6 +688,47 @@ class TFLiteSupportedOperators: max_prod = cls.mean_kernel_product_int8 return h * w <= max_prod, f"Product of height and width is {h * w}" + @classmethod + @docstring_format_args([dilated_height_range[1]]) + def constraint_depthwise_conv_height_single_axis(cls, op): + """Height can be at most {} for single axis when axis is 1.""" + inp, axis = op.inputs + if axis.shape == [] or axis.shape[0] == 1: # single axis + axis = int(axis.values) if len(axis.shape) == 0 else int(axis.values[0]) + else: + # Multiple axes, constraint does not apply + return True, "" + + # Height and width axes have different index depending on dimensions + shape = inp.shape + h = shape[0] if len(shape) < 4 else shape[1] + + # If quantization is the same across IFM and OFM op will become avgpool and this constraint does not apply. + ifm, ofm = op.get_ifm_ofm() + if check_quantized_tens_scaling_equal(ifm, ofm): + return True, "" + + return h <= 64 or axis != 1, f"Height is {h} and axis is {axis}." + + @classmethod + @docstring_format_args([filter_height_range[1]]) + def constraint_avgpool_height_single_axis(cls, op): + """Avgpool height can be at most {} for single axis when axis is 1.""" + inp, axis = op.inputs + if axis.shape == [] or axis.shape[0] == 1: # single axis + axis = int(axis.values) if len(axis.shape) == 0 else int(axis.values[0]) + else: + # Multiple axes, constraint does not apply + return True, "" + + # Height and width axes have different index depending on dimensions + shape = inp.shape + h = shape[0] if len(shape) < 4 else shape[1] + ifm, ofm = op.get_ifm_ofm() + scaling_equal = check_quantized_tens_scaling_equal(ifm, ofm) + + return h <= 256 or axis != 1 or not scaling_equal, f"Height is {h} and axis is {axis}" + @staticmethod def constraint_reshape_shape_constant(op): "Shape must be constant" |