diff options
Diffstat (limited to 'ethosu/vela/tflite_supported_operators.py')
| -rw-r--r-- | ethosu/vela/tflite_supported_operators.py | 36 |
1 files changed, 30 insertions, 6 deletions
diff --git a/ethosu/vela/tflite_supported_operators.py b/ethosu/vela/tflite_supported_operators.py index f965d2ba..92a7f3c3 100644 --- a/ethosu/vela/tflite_supported_operators.py +++ b/ethosu/vela/tflite_supported_operators.py @@ -191,7 +191,10 @@ class TFLiteSupportedOperators: filter_range = (1, 8) filter_height_range = (1, 256) filter_product_range = (1, 256 * 256) - mean_kernel_product = 64 * 64 + mean_width_size = 64 * 64 + mean_kernel_product_int8 = 2 ** (24) + mean_kernel_product_uint8 = 2 ** (23) + mean_kernel_product_int16 = 2 ** (16) def __init__(self): # Setup the generic constraints. Note: the order matters @@ -311,7 +314,7 @@ class TFLiteSupportedOperators: # Mean specific checks: self.specific_constraints[Op.Mean].append(TFLiteSupportedOperators.constraint_mean_height_width_product) - self.specific_constraints[Op.Mean].append(TFLiteSupportedOperators.constraint_mean_height_single_axis) + self.specific_constraints[Op.Mean].append(TFLiteSupportedOperators.constraint_mean_width) # Reshape specific checks: self.specific_constraints[Op.Reshape].append(TFLiteSupportedOperators.constraint_reshape_shape_constant) @@ -838,14 +841,35 @@ class TFLiteSupportedOperators: return valid, f"Op has ifm_shape={ifm_shape} and ifm2_shape={ifm2_shape}" @classmethod - @docstring_format_args([mean_kernel_product]) + @docstring_format_args([mean_kernel_product_int8, mean_kernel_product_uint8, mean_kernel_product_int16]) def constraint_mean_height_width_product(cls, op): - """Product of height and width must be no greater than {}""" + """Product of height and width must be no greater than: + - {} for signed 8-bit inputs + - {} for unsigned 8-bit inputs + - {} for signed 16-bit inputs""" shape = op.inputs[0].shape hi = 0 if len(shape) < 4 else 1 h, w = shape[hi : hi + 2] - max_prod = cls.mean_kernel_product - return h * w <= max_prod, f"Product of height and width is {h * w}" + if op.ifm.dtype == DataType.int16: + max_prod = cls.mean_kernel_product_int16 + datatype = "int16" + elif op.ifm.dtype == DataType.uint8: + max_prod = cls.mean_kernel_product_uint8 + datatype = "uint8" + else: + max_prod = cls.mean_kernel_product_int8 + datatype = "int8" + return h * w <= max_prod, f"Datatype is {datatype}, product of height and width is {h * w}" + + @classmethod + @docstring_format_args([mean_width_size]) + def constraint_mean_width(cls, op): + """Width must be no greater than {}""" + shape = op.inputs[0].shape + hi = 0 if len(shape) < 4 else 1 + h, w = shape[hi : hi + 2] + max_width = cls.mean_width_size + return w <= max_width, f"Width is {w}" @classmethod @docstring_format_args([dilated_height_range[1]]) |