Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 1 | # Copyright (c) 2020-2022, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 4 | from copy import deepcopy |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 6 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 7 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 8 | from generator.tosa_arg_gen import TosaArgGen |
| 9 | from generator.tosa_arg_gen import TosaQuantGen |
| 10 | from generator.tosa_arg_gen import TosaTensorGen |
| 11 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 12 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 13 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 14 | from generator.tosa_error_if import TosaErrorValidator |
| 15 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 16 | from generator.tosa_utils import MAX_RESIZE_DIMENSION |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 17 | from generator.tosa_utils import usableDTypes |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 18 | from tosa.DType import DType |
| 19 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 20 | |
| 21 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 22 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 23 | # Maximum rank of tensor supported by test generator. |
| 24 | TOSA_TENSOR_MAX_RANK = 6 |
| 25 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 26 | def __init__(self, args): |
| 27 | self.args = args |
| 28 | self.basePath = args.output_dir |
| 29 | self.random_seed = args.random_seed |
| 30 | self.ser = None |
| 31 | self.rng = np.random.default_rng(self.random_seed) |
| 32 | self.createDynamicOpLists() |
| 33 | self.initOpListDefaults() |
| 34 | self.quantGen = TosaQuantGen() |
| 35 | # Force makeShape to do a specific starting shape |
| 36 | self.targetted_shape = None |
| 37 | |
| 38 | def createSerializer(self, opName, testPath): |
| 39 | self.testPath = os.path.join(opName, testPath) |
| 40 | |
| 41 | fullPath = os.path.join(self.basePath, self.testPath) |
| 42 | os.makedirs(fullPath, exist_ok=True) |
| 43 | self.ser = ts.TosaSerializer(fullPath) |
| 44 | |
| 45 | def getSerializer(self): |
| 46 | return self.ser |
| 47 | |
| 48 | def serialize(self, testName): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 49 | with open( |
| 50 | os.path.join(self.basePath, self.testPath, "{}.tosa".format(testName)), "wb" |
| 51 | ) as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 52 | fd.write(self.ser.serialize()) |
| 53 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 54 | with open(os.path.join(self.basePath, self.testPath, "desc.json"), "w") as fd: |
| 55 | fd.write(self.ser.writeJson("{}.tosa".format(testName))) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 56 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 57 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 58 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 59 | seed = self.random_seed + 1 |
| 60 | self.rng = np.random.default_rng(seed) |
| 61 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 62 | def getRandTensor(self, shape, dtype): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 63 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 64 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 65 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 66 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 67 | return np.int32(self.rng.integers(low=-7, high=8, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 68 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 69 | return np.int32(self.rng.integers(low=-128, high=128, size=shape)) |
| 70 | elif dtype == DType.UINT8: |
| 71 | return np.int32(self.rng.integers(low=0, high=256, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 72 | elif dtype == DType.INT16: |
| 73 | return np.int32(self.rng.integers(low=-32768, high=32768, size=shape)) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 74 | elif dtype == DType.UINT16: |
| 75 | return np.int32(self.rng.integers(low=0, high=65536, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 76 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 77 | return np.int32( |
| 78 | self.rng.integers(low=-(1 << 31), high=(1 << 31), size=shape) |
| 79 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 80 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 81 | return np.int64( |
| 82 | self.rng.integers(low=-(1 << 47), high=(1 << 47), size=shape) |
| 83 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 84 | elif dtype == DType.FLOAT: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 85 | return np.float32(self.rng.random(size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 86 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 87 | raise Exception("Unrecognized Dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 88 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 89 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 90 | placeholders = [] |
| 91 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 92 | assert len(shape_list) == len(dtype_list) |
| 93 | |
| 94 | for idx, shape in enumerate(shape_list): |
| 95 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 96 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 97 | |
| 98 | return placeholders |
| 99 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 100 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 101 | consts = [] |
| 102 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 103 | assert len(shape_list) == len(dtype_list) |
| 104 | |
| 105 | for idx, shape in enumerate(shape_list): |
| 106 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 107 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | |
| 109 | return consts |
| 110 | |
| 111 | def makeShape(self, rank): |
| 112 | if self.targetted_shape: |
| 113 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 114 | return np.int32( |
| 115 | self.rng.integers( |
| 116 | low=self.args.tensor_shape_range[0], |
| 117 | high=self.args.tensor_shape_range[1], |
| 118 | size=rank, |
| 119 | ) |
| 120 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 121 | |
| 122 | def setTargetShape(self, shape): |
| 123 | self.targetted_shape = shape |
| 124 | |
| 125 | def randInt(self, low=0, high=256): |
| 126 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 127 | |
| 128 | def getRandNumberDType(self, dtype): |
| 129 | if dtype == DType.FLOAT: |
| 130 | return self.rng.random() |
| 131 | elif dtype == DType.BOOL: |
| 132 | return self.rng.choice([False, True]) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 133 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 134 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 135 | low, high = (-7, 8) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 136 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 137 | low, high = (-128, 128) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 138 | elif dtype == DType.INT16: |
| 139 | low, high = (-32768, 32768) |
| 140 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 141 | low, high = (-(1 << 31), (1 << 31)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 142 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 143 | low, high = (-(1 << 47), (1 << 47)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 144 | # Special size |
| 145 | return np.int64(self.rng.integers(low, high, size=1))[0] |
| 146 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 147 | raise Exception("Unknown dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 148 | |
| 149 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 150 | |
| 151 | def shapeStr(self, shape): |
| 152 | |
| 153 | sStr = [] |
| 154 | # Convert to strings |
| 155 | for i in shape: |
| 156 | sStr.append(str(i)) |
| 157 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 158 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 159 | |
| 160 | def typeStr(self, t): |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 161 | if isinstance(t, list): |
| 162 | assert len(t) >= 2 |
| 163 | return "{}x{}".format(self.typeStr(t[0]), self.typeStr(t[1])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 164 | else: |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 165 | if t == DType.BOOL: |
| 166 | return "b" |
| 167 | elif t == DType.INT4: |
| 168 | return "i4" |
| 169 | elif t == DType.INT8: |
| 170 | return "i8" |
| 171 | elif t == DType.UINT8: |
| 172 | return "u8" |
| 173 | elif t == DType.INT16: |
| 174 | return "i16" |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 175 | elif t == DType.UINT16: |
| 176 | return "u16" |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 177 | elif t == DType.INT32: |
| 178 | return "i32" |
| 179 | elif t == DType.INT48: |
| 180 | return "i48" |
| 181 | elif t == DType.FLOAT: |
| 182 | return "float" |
| 183 | else: |
| 184 | raise Exception("Unknown dtype, cannot convert to string: {}".format(t)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 185 | |
| 186 | def typeWidth(self, t): |
Jeremy Johnson | 5d1a347 | 2022-03-31 09:50:06 +0100 | [diff] [blame] | 187 | """Get the datatype width for integer types""" |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 188 | if t == DType.INT4: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 189 | return 4 |
| 190 | elif t == DType.INT8: |
| 191 | return 8 |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 192 | elif t == DType.UINT8: |
| 193 | return 8 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 194 | elif t == DType.INT16: |
| 195 | return 16 |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 196 | elif t == DType.UINT16: |
| 197 | return 16 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 198 | elif t == DType.INT32: |
| 199 | return 32 |
| 200 | elif t == DType.INT48: |
| 201 | return 48 |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 202 | elif t == DType.FLOAT: |
| 203 | return 32 |
| 204 | elif t == DType.BOOL: |
| 205 | return 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 206 | else: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 207 | raise Exception(f"Unknown dtype, cannot determine width: {t}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 208 | |
| 209 | # Argument generators |
| 210 | # Returns a list of tuples (stringDescriptor, [build_fcn_arg_list]) |
| 211 | # Where the string descriptor is used to generate the test name and |
| 212 | # The build_fcn_arg_list is expanded and passed to the operator test |
| 213 | # build function |
| 214 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 215 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 216 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 217 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 218 | # build_placeholder returns an int, ABS/other ops does not |
| 219 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 220 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 221 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 222 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 223 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 224 | return result_tens |
| 225 | |
| 226 | # Ensure new output type has correct qinfo |
| 227 | if error_name == ErrorIf.WrongOutputType: |
| 228 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 229 | qinfo = [ |
| 230 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 231 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 232 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 233 | |
| 234 | # Invalidate Input/Output list for error if checks. |
| 235 | input_list = [a.name] |
| 236 | output_list = [result_tens.name] |
| 237 | pCount, cCount = op["operands"] |
| 238 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 239 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 240 | self, error_name, input_list, output_list |
| 241 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 242 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 243 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 244 | self.ser, |
| 245 | validator_fcns, |
| 246 | error_name, |
| 247 | op=op, |
| 248 | input_dtype=a.dtype, |
| 249 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 250 | qinfo=qinfo, |
| 251 | result_tensor=result_tens, |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 252 | input_list=input_list, |
| 253 | output_list=output_list, |
| 254 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 255 | ): |
| 256 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 257 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 258 | attr = None |
| 259 | if op["op"] == Op.NEGATE: |
| 260 | attr = ts.TosaSerializerAttribute() |
| 261 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 262 | |
| 263 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 264 | return result_tens |
| 265 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 266 | def build_binary_broadcast(self, op, a, b, validator_fcns, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 267 | result_tens = OutputShaper.binaryBroadcastOp( |
| 268 | self.ser, self.rng, a, b, error_name |
| 269 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 270 | |
| 271 | # Invalidate Input/Output list for error if checks. |
| 272 | input_list = [a.name, b.name] |
| 273 | output_list = [result_tens.name] |
| 274 | pCount, cCount = op["operands"] |
| 275 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 276 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 277 | self, error_name, input_list, output_list |
| 278 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 279 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 280 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 281 | self.ser, |
| 282 | validator_fcns, |
| 283 | error_name, |
| 284 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 285 | input1=a, |
| 286 | input2=b, |
| 287 | input_dtype=a.dtype, |
| 288 | output_dtype=result_tens.dtype, |
| 289 | result_tensor=result_tens, |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 290 | input_list=input_list, |
| 291 | output_list=output_list, |
| 292 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 293 | ): |
| 294 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 295 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 296 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 297 | return result_tens |
| 298 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 299 | def build_binary_nonbroadcast(self, op, a, b, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 300 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 301 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 302 | return result_tens |
| 303 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 304 | def build_arithmetic_right_shift( |
| 305 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 306 | ): |
| 307 | result_tens = OutputShaper.binaryBroadcastOp( |
| 308 | self.ser, self.rng, a, b, error_name |
| 309 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 310 | |
| 311 | # Invalidate Input/Output list for error if checks. |
| 312 | input_list = [a.name, b.name] |
| 313 | output_list = [result_tens.name] |
| 314 | pCount, cCount = op["operands"] |
| 315 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 316 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 317 | self, error_name, input_list, output_list |
| 318 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 319 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 320 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 321 | self.ser, |
| 322 | validator_fcns, |
| 323 | error_name, |
| 324 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 325 | input1=a, |
| 326 | input2=b, |
| 327 | input_dtype=a.dtype, |
| 328 | output_dtype=result_tens.dtype, |
| 329 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 330 | input_list=input_list, |
| 331 | output_list=output_list, |
| 332 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 333 | ): |
| 334 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 335 | |
| 336 | attr = ts.TosaSerializerAttribute() |
| 337 | attr.ArithmeticRightShiftAttribute(round) |
| 338 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 339 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 340 | return result_tens |
| 341 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 342 | def build_mul(self, op, a, b, shift, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 343 | result_tens = OutputShaper.binaryBroadcastOp( |
| 344 | self.ser, self.rng, a, b, error_name |
| 345 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 346 | |
| 347 | # Special for multiply: |
| 348 | # Force the result to INT32 for INT types |
| 349 | if a.dtype != DType.FLOAT: |
| 350 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 351 | if error_name == ErrorIf.WrongOutputType: |
| 352 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 353 | outputDType = self.rng.choice(all_dtypes) |
| 354 | result_tens.setDtype(outputDType) |
| 355 | |
| 356 | # Invalidate Input/Output list for error if checks. |
| 357 | input_list = [a.name, b.name] |
| 358 | output_list = [result_tens.name] |
| 359 | pCount, cCount = op["operands"] |
| 360 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 361 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 362 | self, error_name, input_list, output_list |
| 363 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 364 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 365 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 366 | self.ser, |
| 367 | validator_fcns, |
| 368 | error_name, |
| 369 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 370 | input1=a, |
| 371 | input2=b, |
| 372 | input_dtype=a.dtype, |
| 373 | output_dtype=result_tens.dtype, |
| 374 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 375 | input_list=input_list, |
| 376 | output_list=output_list, |
| 377 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 378 | ): |
| 379 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 380 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 381 | attr = ts.TosaSerializerAttribute() |
| 382 | attr.MulAttribute(shift) |
| 383 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 384 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 385 | return result_tens |
| 386 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 387 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 388 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 389 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 390 | attr = ts.TosaSerializerAttribute() |
| 391 | attr.TableAttribute(table) |
| 392 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 393 | # Invalidate Input/Output list for error if checks. |
| 394 | input_list = [a.name] |
| 395 | output_list = [result_tens.name] |
| 396 | pCount, cCount = op["operands"] |
| 397 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 398 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 399 | self, error_name, input_list, output_list |
| 400 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 401 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 402 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 403 | self.ser, |
| 404 | validator_fcns, |
| 405 | error_name, |
| 406 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 407 | input_shape=a.shape, |
| 408 | input_dtype=a.dtype, |
| 409 | output_dtype=result_tens.dtype, |
| 410 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 411 | input_list=input_list, |
| 412 | output_list=output_list, |
| 413 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 414 | ): |
| 415 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 416 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 417 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 418 | |
| 419 | return result_tens |
| 420 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 421 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 422 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 423 | |
| 424 | # Invalidate Input/Output list for error if checks. |
| 425 | input_list = [cond.name, a.name, b.name] |
| 426 | output_list = [result_tens.name] |
| 427 | pCount, cCount = op["operands"] |
| 428 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 429 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 430 | self, error_name, input_list, output_list |
| 431 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 432 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 433 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 434 | self.ser, |
| 435 | validator_fcns, |
| 436 | error_name, |
| 437 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 438 | input1=cond, |
| 439 | input2=a, |
| 440 | input3=b, |
| 441 | input_shape=a.shape, |
| 442 | input_dtype=a.dtype, |
| 443 | output_dtype=result_tens.dtype, |
| 444 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 445 | input_list=input_list, |
| 446 | output_list=output_list, |
| 447 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 448 | ): |
| 449 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 450 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 451 | self.ser.addOperator( |
| 452 | op["op"], |
| 453 | input_list, |
| 454 | output_list, |
| 455 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 456 | return result_tens |
| 457 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 458 | def build_comparison(self, op, a, b, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 459 | result_tens = OutputShaper.binaryComparisonOp( |
| 460 | self.ser, self.rng, a, b, error_name |
| 461 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 462 | |
| 463 | # Invalidate Input/Output list for error if checks. |
| 464 | input_list = [a.name, b.name] |
| 465 | output_list = [result_tens.name] |
| 466 | pCount, cCount = op["operands"] |
| 467 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 468 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 469 | self, error_name, input_list, output_list |
| 470 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 471 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 472 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 473 | self.ser, |
| 474 | validator_fcns, |
| 475 | error_name, |
| 476 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 477 | input1=a, |
| 478 | input2=b, |
| 479 | input_shape=a.shape, |
| 480 | input_dtype=a.dtype, |
| 481 | output_shape=result_tens.shape, |
| 482 | output_dtype=result_tens.dtype, |
| 483 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 484 | input_list=input_list, |
| 485 | output_list=output_list, |
| 486 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 487 | ): |
| 488 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 489 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 490 | self.ser.addOperator( |
| 491 | op["op"], |
| 492 | input_list, |
| 493 | output_list, |
| 494 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 495 | return result_tens |
| 496 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 497 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 498 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 499 | |
| 500 | # Invalidate Input/Output list for error if checks. |
| 501 | input_list = [a.name] |
| 502 | output_list = [result_tens.name] |
| 503 | pCount, cCount = op["operands"] |
| 504 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 505 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 506 | self, error_name, input_list, output_list |
| 507 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 508 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 509 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 510 | self.ser, |
| 511 | validator_fcns, |
| 512 | error_name, |
| 513 | op=op, |
| 514 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 515 | input_shape=a.shape, |
| 516 | input_dtype=a.dtype, |
| 517 | output_shape=result_tens.shape, |
| 518 | output_dtype=result_tens.dtype, |
| 519 | result_tensor=result_tens, |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 520 | input_list=input_list, |
| 521 | output_list=output_list, |
| 522 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 523 | ): |
| 524 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 525 | |
| 526 | attr = ts.TosaSerializerAttribute() |
| 527 | attr.AxisAttribute(axis) |
| 528 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 529 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 530 | return result_tens |
| 531 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 532 | def build_pool2d( |
| 533 | self, |
| 534 | op, |
| 535 | input, |
| 536 | stride, |
| 537 | pad, |
| 538 | kernel, |
| 539 | validator_fcns=None, |
| 540 | error_name=None, |
| 541 | qinfo=None, |
| 542 | ): |
| 543 | result_tens = OutputShaper.pool2dOp( |
| 544 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 545 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 546 | |
| 547 | # Ensure new output type has correct qinfo |
| 548 | if error_name == ErrorIf.WrongInputType: |
| 549 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 550 | qinfo = [ |
| 551 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 552 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 553 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 554 | |
| 555 | # Invalidate Input/Output list for error if checks. |
| 556 | input_list = [input.name] |
| 557 | output_list = [result_tens.name] |
| 558 | pCount, cCount = op["operands"] |
| 559 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 560 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 561 | self, error_name, input_list, output_list |
| 562 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 563 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 564 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 565 | self.ser, |
| 566 | validator_fcns, |
| 567 | error_name, |
| 568 | op=op, |
| 569 | input_shape=input.shape, |
| 570 | input_dtype=input.dtype, |
| 571 | output_shape=result_tens.shape, |
| 572 | output_dtype=result_tens.dtype, |
| 573 | kernel=kernel, |
| 574 | stride=stride, |
| 575 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 576 | qinfo=qinfo, |
| 577 | result_tensor=result_tens, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 578 | input_list=input_list, |
| 579 | output_list=output_list, |
| 580 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 581 | ): |
| 582 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 583 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 584 | if qinfo is None: |
| 585 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 586 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 587 | attr = ts.TosaSerializerAttribute() |
| 588 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1]) |
| 589 | |
| 590 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 591 | return result_tens |
| 592 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 593 | def build_conv2d( |
| 594 | self, |
| 595 | op, |
| 596 | ifm, |
| 597 | filter, |
| 598 | bias, |
| 599 | strides, |
| 600 | padding, |
| 601 | dilations, |
| 602 | validator_fcns=None, |
| 603 | error_name=None, |
| 604 | qinfo=None, |
| 605 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 606 | assert len(padding) == 4 |
| 607 | result_tens = OutputShaper.conv2dOp( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 608 | self.ser, self.rng, ifm, filter, strides, padding, dilations, error_name |
| 609 | ) |
| 610 | |
| 611 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 612 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 613 | DType.INT8, |
| 614 | DType.UINT8, |
| 615 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 616 | qinfo = [ |
| 617 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 618 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 619 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 620 | |
| 621 | # Invalidate Input/Output list for error_if checks. |
| 622 | input_list = [ifm.name, filter.name, bias.name] |
| 623 | output_list = [result_tens.name] |
| 624 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 625 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 626 | self, error_name, input_list, output_list |
| 627 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 628 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 629 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 630 | self.ser, |
| 631 | validator_fcns, |
| 632 | error_name, |
| 633 | op=op, |
| 634 | input_dtype=ifm.dtype, |
| 635 | weight_dtype=filter.dtype, |
| 636 | output_dtype=result_tens.dtype, |
| 637 | qinfo=qinfo, |
| 638 | input_list=input_list, |
| 639 | num_operands=num_operands, |
| 640 | output_list=output_list, |
| 641 | pad=padding, |
| 642 | stride=strides, |
| 643 | dilation=dilations, |
| 644 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 645 | weight_shape=filter.shape, |
| 646 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 647 | ): |
| 648 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 649 | |
| 650 | attr = ts.TosaSerializerAttribute() |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 651 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 652 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 653 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 654 | return result_tens |
| 655 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 656 | def build_conv3d( |
| 657 | self, |
| 658 | op, |
| 659 | ifm, |
| 660 | filter, |
| 661 | bias, |
| 662 | strides, |
| 663 | padding, |
| 664 | dilations, |
| 665 | validator_fcns=None, |
| 666 | error_name=None, |
| 667 | qinfo=None, |
| 668 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 669 | assert len(padding) == 6 |
| 670 | result_tens = OutputShaper.conv3dOp( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 671 | self.ser, self.rng, ifm, filter, strides, padding, dilations, error_name |
| 672 | ) |
| 673 | |
| 674 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 675 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 676 | DType.INT8, |
| 677 | DType.UINT8, |
| 678 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 679 | qinfo = [ |
| 680 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 681 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 682 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 683 | |
| 684 | # Invalidate Input/Output list for error_if checks. |
| 685 | input_list = [ifm.name, filter.name, bias.name] |
| 686 | output_list = [result_tens.name] |
| 687 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 688 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 689 | self, error_name, input_list, output_list |
| 690 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 691 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 692 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 693 | self.ser, |
| 694 | validator_fcns, |
| 695 | error_name, |
| 696 | op=op, |
| 697 | input_dtype=ifm.dtype, |
| 698 | weight_dtype=filter.dtype, |
| 699 | output_dtype=result_tens.dtype, |
| 700 | qinfo=qinfo, |
| 701 | input_list=input_list, |
| 702 | num_operands=num_operands, |
| 703 | output_list=output_list, |
| 704 | pad=padding, |
| 705 | stride=strides, |
| 706 | dilation=dilations, |
| 707 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 708 | weight_shape=filter.shape, |
| 709 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 710 | ): |
| 711 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 712 | |
| 713 | attr = ts.TosaSerializerAttribute() |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 714 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 715 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 716 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 717 | return result_tens |
| 718 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 719 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 720 | self, |
| 721 | op, |
| 722 | ifm, |
| 723 | filter, |
| 724 | bias, |
| 725 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 726 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 727 | output_shape, |
| 728 | validator_fcns=None, |
| 729 | error_name=None, |
| 730 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 731 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 732 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 733 | result_tens = OutputShaper.transposeConv2DOp( |
| 734 | self.ser, self.rng, ifm, output_shape, error_name |
| 735 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 736 | |
| 737 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 738 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 739 | DType.INT8, |
| 740 | DType.UINT8, |
| 741 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 742 | qinfo = [ |
| 743 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 744 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 745 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 746 | |
| 747 | # Invalidate Input/Output list for error_if checks. |
| 748 | input_list = [ifm.name, filter.name, bias.name] |
| 749 | output_list = [result_tens.name] |
| 750 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 751 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 752 | self, error_name, input_list, output_list |
| 753 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 754 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 755 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 756 | self.ser, |
| 757 | validator_fcns, |
| 758 | error_name, |
| 759 | op=op, |
| 760 | input_dtype=ifm.dtype, |
| 761 | weight_dtype=filter.dtype, |
| 762 | output_dtype=result_tens.dtype, |
| 763 | qinfo=qinfo, |
| 764 | input_list=input_list, |
| 765 | num_operands=num_operands, |
| 766 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 767 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 768 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 769 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 770 | weight_shape=filter.shape, |
| 771 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 772 | ): |
| 773 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 774 | |
| 775 | attr = ts.TosaSerializerAttribute() |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 776 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 777 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 778 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 779 | return result_tens |
| 780 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 781 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 782 | self, |
| 783 | op, |
| 784 | ifm, |
| 785 | filter, |
| 786 | bias, |
| 787 | strides, |
| 788 | padding, |
| 789 | dilations, |
| 790 | validator_fcns=None, |
| 791 | error_name=None, |
| 792 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 793 | ): |
| 794 | result_tens = OutputShaper.depthwiseConv2dOp( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 795 | self.ser, self.rng, ifm, filter, strides, padding, dilations, error_name |
| 796 | ) |
| 797 | |
| 798 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 799 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 800 | DType.INT8, |
| 801 | DType.UINT8, |
| 802 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 803 | qinfo = [ |
| 804 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 805 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 806 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 807 | |
| 808 | # Invalidate Input/Output list for error_if checks. |
| 809 | input_list = [ifm.name, filter.name, bias.name] |
| 810 | output_list = [result_tens.name] |
| 811 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 812 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 813 | self, error_name, input_list, output_list |
| 814 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 815 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 816 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 817 | self.ser, |
| 818 | validator_fcns, |
| 819 | error_name, |
| 820 | op=op, |
| 821 | input_dtype=ifm.dtype, |
| 822 | weight_dtype=filter.dtype, |
| 823 | output_dtype=result_tens.dtype, |
| 824 | qinfo=qinfo, |
| 825 | input_list=input_list, |
| 826 | num_operands=num_operands, |
| 827 | output_list=output_list, |
| 828 | pad=padding, |
| 829 | stride=strides, |
| 830 | dilation=dilations, |
| 831 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 832 | weight_shape=filter.shape, |
| 833 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 834 | ): |
| 835 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 836 | |
| 837 | attr = ts.TosaSerializerAttribute() |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 838 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 839 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 840 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 841 | return result_tens |
| 842 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 843 | def build_fully_connected( |
| 844 | self, op, ifm, filter, bias, validator_fcns=None, error_name=None, qinfo=None |
| 845 | ): |
| 846 | result_tens = OutputShaper.fullyConnectedOp( |
| 847 | self.ser, self.rng, ifm, filter, error_name |
| 848 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 849 | |
| 850 | # Invalidate Input/Output list for error if checks. |
| 851 | input_list = [ifm.name, filter.name, bias.name] |
| 852 | output_list = [result_tens.name] |
| 853 | pCount, cCount = op["operands"] |
| 854 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 855 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 856 | self, error_name, input_list, output_list |
| 857 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 858 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 859 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 860 | self.ser, |
| 861 | validator_fcns, |
| 862 | error_name, |
| 863 | op=op, |
| 864 | input_shape=ifm.shape, |
| 865 | input_dtype=ifm.dtype, |
| 866 | weight_dtype=filter.dtype, |
| 867 | output_shape=result_tens.shape, |
| 868 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 869 | qinfo=qinfo, |
| 870 | result_tensor=result_tens, |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 871 | input_list=input_list, |
| 872 | output_list=output_list, |
| 873 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 874 | ): |
| 875 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 876 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 877 | attr = ts.TosaSerializerAttribute() |
| 878 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
| 879 | |
| 880 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 881 | return result_tens |
| 882 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 883 | def build_matmul(self, op, a, b, validator_fcns=None, error_name=None, qinfo=None): |
| 884 | result_tens = OutputShaper.matmulOp(self.ser, self.rng, a, b, error_name) |
| 885 | |
| 886 | # Invalidate Input/Output list for error if checks. |
| 887 | input_list = [a.name, b.name] |
| 888 | output_list = [result_tens.name] |
| 889 | pCount, cCount = op["operands"] |
| 890 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 891 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 892 | self, error_name, input_list, output_list |
| 893 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 894 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 895 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 896 | self.ser, |
| 897 | validator_fcns, |
| 898 | error_name, |
| 899 | op=op, |
| 900 | input_shape=a.shape, |
| 901 | input_dtype=a.dtype, |
| 902 | input2_shape=b.shape, |
| 903 | input2_dtype=b.dtype, |
| 904 | output_shape=result_tens.shape, |
| 905 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 906 | qinfo=qinfo, |
| 907 | result_tensor=result_tens, |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 908 | input_list=input_list, |
| 909 | output_list=output_list, |
| 910 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 911 | ): |
| 912 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 913 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 914 | attr = ts.TosaSerializerAttribute() |
| 915 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
| 916 | |
| 917 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 918 | return result_tens |
| 919 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 920 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 921 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 922 | |
| 923 | # Invalidate Input/Output list for error if checks. |
| 924 | input_list = [a.name] |
| 925 | output_list = [result_tens.name] |
| 926 | pCount, cCount = op["operands"] |
| 927 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 928 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 929 | self, error_name, input_list, output_list |
| 930 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 931 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 932 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 933 | self.ser, |
| 934 | validator_fcns, |
| 935 | error_name, |
| 936 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 937 | axis=axis, |
| 938 | input_shape=a.shape, |
| 939 | output_shape=result_tens.shape, |
| 940 | input_dtype=a.dtype, |
| 941 | output_dtype=result_tens.dtype, |
| 942 | result_tensor=result_tens, |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 943 | input_list=input_list, |
| 944 | output_list=output_list, |
| 945 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 946 | ): |
| 947 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 948 | |
| 949 | attr = ts.TosaSerializerAttribute() |
| 950 | attr.AxisAttribute(axis) |
| 951 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 952 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 953 | return result_tens |
| 954 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 955 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 956 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 957 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 958 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 959 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 960 | if error_name == ErrorIf.MaxSmallerMin: |
| 961 | # Make sure the numbers are different to invoke this error |
| 962 | while v[0] == v[1]: |
| 963 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 964 | max_val = min(v) |
| 965 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 966 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 967 | max_val = max(v) |
| 968 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 969 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 970 | # Invalidate Input/Output list for error if checks. |
| 971 | input_list = [a.name] |
| 972 | output_list = [result_tens.name] |
| 973 | pCount, cCount = op["operands"] |
| 974 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 975 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 976 | self, error_name, input_list, output_list |
| 977 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 978 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 979 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 980 | self.ser, |
| 981 | validator_fcns, |
| 982 | error_name, |
| 983 | op=op, |
| 984 | max_val=max_val, |
| 985 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 986 | input_shape=a.shape, |
| 987 | output_shape=result_tens.shape, |
| 988 | input_dtype=a.dtype, |
| 989 | output_dtype=result_tens.dtype, |
| 990 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 991 | input_list=input_list, |
| 992 | output_list=output_list, |
| 993 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 994 | ): |
| 995 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 996 | |
| 997 | attr = ts.TosaSerializerAttribute() |
| 998 | if a.dtype == DType.FLOAT: |
| 999 | attr.ClampAttribute(0, 0, min_val, max_val) |
| 1000 | else: |
| 1001 | attr.ClampAttribute(min_val, max_val, 0, 0) |
| 1002 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1003 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1004 | return result_tens |
| 1005 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1006 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1007 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1008 | attr = ts.TosaSerializerAttribute() |
| 1009 | |
| 1010 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FLOAT)) |
| 1011 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1012 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1013 | return result_tens |
| 1014 | |
| 1015 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1016 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1017 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1018 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1019 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1020 | return result_tens |
| 1021 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1022 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1023 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1024 | |
| 1025 | # Invalidate Input/Output list for error if checks. |
| 1026 | input_list = [a.name] |
| 1027 | output_list = [result_tens.name] |
| 1028 | pCount, cCount = op["operands"] |
| 1029 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1030 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1031 | self, error_name, input_list, output_list |
| 1032 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1033 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1034 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1035 | self.ser, |
| 1036 | validator_fcns, |
| 1037 | error_name, |
| 1038 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1039 | input_shape=a.shape, |
| 1040 | output_shape=result_tens.shape, |
| 1041 | input_dtype=a.dtype, |
| 1042 | output_dtype=result_tens.dtype, |
| 1043 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1044 | input_list=input_list, |
| 1045 | output_list=output_list, |
| 1046 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1047 | ): |
| 1048 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1049 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1050 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1051 | return result_tens |
| 1052 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1053 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1054 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1055 | |
| 1056 | # Invalidate Input/Output list for error if checks. |
| 1057 | input_list = [a.name] |
| 1058 | output_list = [result_tens.name] |
| 1059 | pCount, cCount = op["operands"] |
| 1060 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1061 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1062 | self, error_name, input_list, output_list |
| 1063 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1064 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1065 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1066 | self.ser, |
| 1067 | validator_fcns, |
| 1068 | error_name, |
| 1069 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1070 | input_shape=a.shape, |
| 1071 | output_shape=result_tens.shape, |
| 1072 | input_dtype=a.dtype, |
| 1073 | output_dtype=result_tens.dtype, |
| 1074 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1075 | input_list=input_list, |
| 1076 | output_list=output_list, |
| 1077 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1078 | ): |
| 1079 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1080 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1081 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1082 | return result_tens |
| 1083 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1084 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1085 | if error_name != ErrorIf.WrongInputType: |
| 1086 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1087 | |
| 1088 | # To store variable length list of input tensors we need to store axis along with it |
| 1089 | axis = a[-1] |
| 1090 | a = a[:-1] |
| 1091 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1092 | result_tens = OutputShaper.concatOp( |
| 1093 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1094 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1095 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1096 | input_tensor_names = [] |
| 1097 | for tensor in a: |
| 1098 | input_tensor_names.append(tensor.name) |
| 1099 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1100 | # Invalidate Input/Output list for error if checks. |
| 1101 | input_list = input_tensor_names |
| 1102 | output_list = [result_tens.name] |
| 1103 | pCount, cCount = op["operands"] |
| 1104 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1105 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1106 | self, error_name, input_list, output_list |
| 1107 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1108 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1109 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1110 | self.ser, |
| 1111 | validator_fcns, |
| 1112 | error_name, |
| 1113 | op=op, |
| 1114 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1115 | input_shape=a[0].shape, |
| 1116 | output_shape=result_tens.shape, |
| 1117 | input_dtype=a[0].dtype, |
| 1118 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1119 | inputs=a, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1120 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1121 | input_list=input_list, |
| 1122 | output_list=output_list, |
| 1123 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1124 | ): |
| 1125 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1126 | |
| 1127 | attr = ts.TosaSerializerAttribute() |
| 1128 | attr.AxisAttribute(axis) |
| 1129 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1130 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1131 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1132 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1133 | def build_pad( |
| 1134 | self, |
| 1135 | op, |
| 1136 | a, |
| 1137 | padding, |
| 1138 | pad_const_int, |
| 1139 | pad_const_float, |
| 1140 | validator_fcns=None, |
| 1141 | error_name=None, |
| 1142 | qinfo=None, |
| 1143 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1144 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1145 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1146 | attr = ts.TosaSerializerAttribute() |
| 1147 | attr.PadAttribute(padding.flatten(), pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1148 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1149 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1150 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1151 | output_list = [result_tens.name] |
| 1152 | pCount, cCount = op["operands"] |
| 1153 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1154 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1155 | self, error_name, input_list, output_list |
| 1156 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1157 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1158 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1159 | self.ser, |
| 1160 | validator_fcns, |
| 1161 | error_name, |
| 1162 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1163 | input_shape=a.shape, |
| 1164 | output_shape=result_tens.shape, |
| 1165 | input_dtype=a.dtype, |
| 1166 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1167 | pad=padding, |
| 1168 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1169 | result_tensor=result_tens, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1170 | input_list=input_list, |
| 1171 | output_list=output_list, |
| 1172 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1173 | ): |
| 1174 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1175 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1176 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1177 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1178 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1179 | def build_reshape(self, op, a, newShape, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1180 | result_tens = OutputShaper.reshapeOp( |
| 1181 | self.ser, self.rng, a, newShape, error_name |
| 1182 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1183 | |
| 1184 | # Invalidate Input/Output list for error if checks. |
| 1185 | input_list = [a.name] |
| 1186 | output_list = [result_tens.name] |
| 1187 | pCount, cCount = op["operands"] |
| 1188 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1189 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1190 | self, error_name, input_list, output_list |
| 1191 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1192 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1193 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1194 | self.ser, |
| 1195 | validator_fcns, |
| 1196 | error_name, |
| 1197 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1198 | input_shape=a.shape, |
| 1199 | output_shape=result_tens.shape, |
| 1200 | input_dtype=a.dtype, |
| 1201 | output_dtype=result_tens.dtype, |
| 1202 | result_tensor=result_tens, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1203 | input_list=input_list, |
| 1204 | output_list=output_list, |
| 1205 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1206 | ): |
| 1207 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1208 | |
| 1209 | attr = ts.TosaSerializerAttribute() |
| 1210 | attr.ReshapeAttribute(newShape) |
| 1211 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1212 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1213 | return result_tens |
| 1214 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1215 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1216 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1217 | |
| 1218 | # Invalidate Input/Output list for error if checks. |
| 1219 | input_list = [a.name] |
| 1220 | output_list = [result_tens.name] |
| 1221 | pCount, cCount = op["operands"] |
| 1222 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1223 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1224 | self, error_name, input_list, output_list |
| 1225 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1226 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1227 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1228 | self.ser, |
| 1229 | validator_fcns, |
| 1230 | error_name, |
| 1231 | op=op, |
| 1232 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1233 | input_shape=a.shape, |
| 1234 | output_shape=result_tens.shape, |
| 1235 | input_dtype=a.dtype, |
| 1236 | output_dtype=result_tens.dtype, |
| 1237 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1238 | input_list=input_list, |
| 1239 | output_list=output_list, |
| 1240 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1241 | ): |
| 1242 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1243 | |
| 1244 | attr = ts.TosaSerializerAttribute() |
| 1245 | attr.AxisAttribute(axis) |
| 1246 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1247 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1248 | return result_tens |
| 1249 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1250 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1251 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1252 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1253 | attr = ts.TosaSerializerAttribute() |
| 1254 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1255 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1256 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1257 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1258 | output_list = [result_tens.name] |
| 1259 | pCount, cCount = op["operands"] |
| 1260 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1261 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1262 | self, error_name, input_list, output_list |
| 1263 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1264 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1265 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1266 | self.ser, |
| 1267 | validator_fcns, |
| 1268 | error_name, |
| 1269 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1270 | input_shape=a.shape, |
| 1271 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1272 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1273 | input_dtype=a.dtype, |
| 1274 | output_dtype=result_tens.dtype, |
| 1275 | result_tensor=result_tens, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1276 | input_list=input_list, |
| 1277 | output_list=output_list, |
| 1278 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1279 | ): |
| 1280 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1281 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1282 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1283 | return result_tens |
| 1284 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1285 | def build_slice(self, op, a, start, size, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1286 | result_tens = OutputShaper.sliceOp( |
| 1287 | self.ser, self.rng, a, start, size, error_name |
| 1288 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1289 | |
| 1290 | # Invalidate Input/Output list for error if checks. |
| 1291 | input_list = [a.name] |
| 1292 | output_list = [result_tens.name] |
| 1293 | pCount, cCount = op["operands"] |
| 1294 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1295 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1296 | self, error_name, input_list, output_list |
| 1297 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1298 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1299 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1300 | self.ser, |
| 1301 | validator_fcns, |
| 1302 | error_name, |
| 1303 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1304 | input_shape=a.shape, |
| 1305 | output_shape=result_tens.shape, |
| 1306 | input_dtype=a.dtype, |
| 1307 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1308 | start=start, |
| 1309 | size=size, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1310 | result_tensor=result_tens, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1311 | input_list=input_list, |
| 1312 | output_list=output_list, |
| 1313 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1314 | ): |
| 1315 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1316 | |
| 1317 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1318 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1319 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1320 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1321 | return result_tens |
| 1322 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1323 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1324 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1325 | |
| 1326 | # Invalidate Input/Output list for error if checks. |
| 1327 | input_list = [a.name] |
| 1328 | output_list = [result_tens.name] |
| 1329 | pCount, cCount = op["operands"] |
| 1330 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1331 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1332 | self, error_name, input_list, output_list |
| 1333 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1334 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1335 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1336 | self.ser, |
| 1337 | validator_fcns, |
| 1338 | error_name, |
| 1339 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1340 | input_shape=a.shape, |
| 1341 | output_shape=result_tens.shape, |
| 1342 | input_dtype=a.dtype, |
| 1343 | output_dtype=result_tens.dtype, |
| 1344 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1345 | input_list=input_list, |
| 1346 | output_list=output_list, |
| 1347 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1348 | ): |
| 1349 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1350 | |
| 1351 | attr = ts.TosaSerializerAttribute() |
| 1352 | attr.TileAttribute(multiples) |
| 1353 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1354 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1355 | return result_tens |
| 1356 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1357 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1358 | |
| 1359 | # Create a new indicies tensor |
| 1360 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1361 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1362 | K = values.shape[1] # K |
| 1363 | W = self.randInt( |
| 1364 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1365 | ) # W |
| 1366 | indicies_arr = np.int32( |
| 1367 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1368 | ) # (N, W) |
| 1369 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1370 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1371 | result_tens = OutputShaper.gatherOp( |
| 1372 | self.ser, self.rng, values, indicies, error_name |
| 1373 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1374 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1375 | # Invalidate Input/Output list for error if checks. |
| 1376 | input_list = [values.name, indicies.name] |
| 1377 | output_list = [result_tens.name] |
| 1378 | pCount, cCount = op["operands"] |
| 1379 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1380 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1381 | self, error_name, input_list, output_list |
| 1382 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1383 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1384 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1385 | self.ser, |
| 1386 | validator_fcns, |
| 1387 | error_name, |
| 1388 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1389 | input_shape=values.shape, |
| 1390 | output_shape=result_tens.shape, |
| 1391 | input_dtype=values.dtype, |
| 1392 | output_dtype=result_tens.dtype, |
| 1393 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1394 | input_list=input_list, |
| 1395 | output_list=output_list, |
| 1396 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1397 | ): |
| 1398 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1399 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1400 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1401 | |
| 1402 | return result_tens |
| 1403 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1404 | def build_scatter(self, op, values_in, input, validator_fcns=None, error_name=None): |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1405 | |
| 1406 | # Create a new indicies tensor |
| 1407 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1408 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1409 | K = values_in.shape[1] # K |
| 1410 | W = input.shape[1] # W |
| 1411 | indicies_arr = np.int32( |
| 1412 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1413 | ) # (N, W) |
| 1414 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1415 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1416 | result_tens = OutputShaper.scatterOp( |
| 1417 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1418 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1419 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1420 | # Invalidate Input/Output list for error if checks. |
| 1421 | input_list = [values_in.name, indicies.name, input.name] |
| 1422 | output_list = [result_tens.name] |
| 1423 | pCount, cCount = op["operands"] |
| 1424 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1425 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1426 | self, error_name, input_list, output_list |
| 1427 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1428 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1429 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1430 | self.ser, |
| 1431 | validator_fcns, |
| 1432 | error_name, |
| 1433 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1434 | input_shape=values_in.shape, |
| 1435 | output_shape=result_tens.shape, |
| 1436 | input_dtype=values_in.dtype, |
| 1437 | output_dtype=result_tens.dtype, |
| 1438 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1439 | input_list=input_list, |
| 1440 | output_list=output_list, |
| 1441 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1442 | ): |
| 1443 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1444 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1445 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1446 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1447 | return result_tens |
| 1448 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1449 | def build_resize( |
| 1450 | self, |
| 1451 | op, |
| 1452 | input, |
| 1453 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1454 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1455 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1456 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1457 | input_dtype, |
| 1458 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1459 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1460 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1461 | ): |
| 1462 | result_tens = OutputShaper.resizeOp( |
| 1463 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1464 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1465 | input, |
| 1466 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1467 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1468 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1469 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1470 | input_dtype, |
| 1471 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1472 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1473 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1474 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1475 | # Invalidate Input/Output list for error if checks. |
| 1476 | input_list = [input.name] |
| 1477 | output_list = [result_tens.name] |
| 1478 | pCount, cCount = op["operands"] |
| 1479 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1480 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1481 | self, error_name, input_list, output_list |
| 1482 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1483 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1484 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1485 | self.ser, |
| 1486 | validator_fcns, |
| 1487 | error_name, |
| 1488 | op=op, |
| 1489 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1490 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1491 | input_dtype=input_dtype, |
| 1492 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1493 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1494 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1495 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1496 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1497 | input_list=input_list, |
| 1498 | output_list=output_list, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1499 | result_tensor=result_tens, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1500 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1501 | ): |
| 1502 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1503 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1504 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1505 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1506 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1507 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1508 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1509 | return result_tens |
| 1510 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1511 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1512 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1513 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1514 | self.ser.addOperator( |
| 1515 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1516 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1517 | return result_tens |
| 1518 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1519 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1520 | self.ser.addOutputTensor(val) |
| 1521 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1522 | |
| 1523 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1524 | def build_cast(self, op, val, out_dtype, validator_fcns=None, error_name=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1525 | result_tens = OutputShaper.typeConversionOp( |
| 1526 | self.ser, self.rng, val, out_dtype, error_name |
| 1527 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1528 | |
| 1529 | # Invalidate Input/Output list for error if checks. |
| 1530 | input_list = [val.name] |
| 1531 | output_list = [result_tens.name] |
| 1532 | pCount, cCount = op["operands"] |
| 1533 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1534 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1535 | self, error_name, input_list, output_list |
| 1536 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1537 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1538 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1539 | self.ser, |
| 1540 | validator_fcns, |
| 1541 | error_name, |
| 1542 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1543 | input_shape=val.shape, |
| 1544 | output_shape=result_tens.shape, |
| 1545 | input_dtype=val.dtype, |
| 1546 | output_dtype=result_tens.dtype, |
| 1547 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1548 | input_list=input_list, |
| 1549 | output_list=output_list, |
| 1550 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1551 | ): |
| 1552 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1553 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1554 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1555 | return result_tens |
| 1556 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1557 | def build_rescale( |
| 1558 | self, |
| 1559 | op, |
| 1560 | val, |
| 1561 | out_dtype, |
| 1562 | scale32, |
| 1563 | double_round, |
| 1564 | per_channel, |
| 1565 | validator_fcns, |
| 1566 | error_name, |
| 1567 | ): |
| 1568 | result_tens = OutputShaper.typeConversionOp( |
| 1569 | self.ser, self.rng, val, out_dtype, error_name |
| 1570 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1571 | |
| 1572 | if per_channel: |
| 1573 | nc = val.shape[-1] |
| 1574 | else: |
| 1575 | nc = 1 |
| 1576 | |
| 1577 | in_type_width = self.typeWidth(val.dtype) |
| 1578 | out_type_width = self.typeWidth(out_dtype) |
| 1579 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1580 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1581 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1582 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1583 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1584 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1585 | in_type_width += 1 |
| 1586 | elif error_name in [ |
| 1587 | ErrorIf.InputZeroPointNotZero, |
| 1588 | ErrorIf.U16InputZeroPointNotValid, |
| 1589 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1590 | input_zp = self.randInt(-128, 128) |
| 1591 | if input_zp == 0: |
| 1592 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1593 | in_type_width += 1 |
| 1594 | elif val.dtype == DType.UINT16: |
| 1595 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1596 | input_zp = self.rng.choice([0, 32768]) |
| 1597 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1598 | else: |
| 1599 | input_zp = 0 |
| 1600 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1601 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1602 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1603 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1604 | elif out_dtype == DType.UINT8: |
| 1605 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1606 | out_type_width += 1 |
| 1607 | elif error_name in [ |
| 1608 | ErrorIf.OutputZeroPointNotZero, |
| 1609 | ErrorIf.U16OutputZeroPointNotValid, |
| 1610 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1611 | output_zp = self.randInt(-128, 128) |
| 1612 | if output_zp == 0: |
| 1613 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1614 | out_type_width += 1 |
| 1615 | elif out_dtype == DType.UINT16: |
| 1616 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1617 | output_zp = self.rng.choice([0, 32768]) |
| 1618 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1619 | else: |
| 1620 | output_zp = 0 |
| 1621 | |
| 1622 | # Calculate scale based on: |
| 1623 | # scale = a *(2^output_width)/(2^input_width)) |
| 1624 | |
| 1625 | a = np.float32(self.rng.random(size=[nc])) |
| 1626 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1627 | |
| 1628 | if scale32: |
| 1629 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1630 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1631 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1632 | else: |
| 1633 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1634 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1635 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1636 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1637 | |
| 1638 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1639 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1640 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1641 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1642 | |
| 1643 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1644 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1645 | scale_arr[i], scale32 |
| 1646 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1647 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1648 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1649 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1650 | # print('multiplier {} shift {} inzp {} outzp {}'.format(multiplier_arr, shift_arr, input_zp, output_zp)) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1651 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1652 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1653 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1654 | assert val.placeholderFilename |
| 1655 | values = np.load( |
| 1656 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1657 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1658 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1659 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1660 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1661 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1662 | if not np.all(np.array_equal(values, val_adj)): |
| 1663 | # Values changed so overwrite file with new values |
| 1664 | np.save( |
| 1665 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1666 | val_adj, |
| 1667 | False, |
| 1668 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1669 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1670 | # Invalidate Input/Output list for error if checks. |
| 1671 | input_list = [val.name] |
| 1672 | output_list = [result_tens.name] |
| 1673 | pCount, cCount = op["operands"] |
| 1674 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1675 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1676 | self, error_name, input_list, output_list |
| 1677 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1678 | |
| 1679 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1680 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1681 | self.ser, |
| 1682 | validator_fcns, |
| 1683 | error_name, |
| 1684 | op=op, |
| 1685 | input_dtype=val.dtype, |
| 1686 | output_dtype=out_dtype, |
| 1687 | input_shape=val.shape, |
| 1688 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1689 | scale32=scale32, |
| 1690 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1691 | input_list=input_list, |
| 1692 | output_list=output_list, |
| 1693 | result_tensor=result_tens, |
| 1694 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1695 | ): |
| 1696 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1697 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1698 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1699 | attr.RescaleAttribute( |
| 1700 | input_zp, |
| 1701 | output_zp, |
| 1702 | multiplier_arr, |
| 1703 | shift_arr, |
| 1704 | scale32, |
| 1705 | double_round, |
| 1706 | per_channel, |
| 1707 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1708 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1709 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1710 | return result_tens |
| 1711 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1712 | def build_cond_if_const( |
| 1713 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 1714 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1715 | # For cond_if with constants, we're supplied with then/else tensors that we ignore |
| 1716 | # (except for the generated shap) and the condition. Build Then/Else blocks |
| 1717 | # and fill them with const nodes for the body. |
| 1718 | |
| 1719 | # Condition tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1720 | cond_tens = self.ser.addConst([], DType.BOOL, [cond]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1721 | |
| 1722 | # Make then/else tensors |
| 1723 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1724 | |
| 1725 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1726 | if error_name in [ |
| 1727 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1728 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1729 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1730 | incorrect_shape = deepcopy(then_tens.shape) |
| 1731 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1732 | incorrect_shape[i] += ( |
| 1733 | self.rng.choice([-3, -2, 2, 3]) |
| 1734 | if incorrect_shape[i] > 3 |
| 1735 | else self.rng.choice([1, 2, 4]) |
| 1736 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1737 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 1738 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1739 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 1740 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1741 | |
| 1742 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1743 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1744 | |
| 1745 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1746 | then_block = "THEN_BLOCK" |
| 1747 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1748 | attr = ts.TosaSerializerAttribute() |
| 1749 | attr.CondIfAttribute(then_block, else_block) |
| 1750 | |
| 1751 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1752 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1753 | |
| 1754 | self.ser.startBasicBlock(then_block) |
| 1755 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1756 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 1757 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1758 | else: |
| 1759 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1760 | self.ser.addOutputTensor(then_tens) |
| 1761 | |
| 1762 | self.ser.startBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1763 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 1764 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1765 | else: |
| 1766 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1767 | self.ser.addOutputTensor(else_tens) |
| 1768 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1769 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1770 | self.ser, |
| 1771 | validator_fcns, |
| 1772 | error_name, |
| 1773 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1774 | basicBlocks=self.ser.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1775 | ): |
| 1776 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1777 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1778 | return result_tens |
| 1779 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1780 | def build_cond_if_binary( |
| 1781 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 1782 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1783 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 1784 | # alternately add or subtract them based on the condition |
| 1785 | |
| 1786 | # Condition tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1787 | cond_tens = self.ser.addConst([], DType.BOOL, [cond]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1788 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1789 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1790 | |
| 1791 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1792 | then_block = "THEN_BLOCK" |
| 1793 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1794 | attr = ts.TosaSerializerAttribute() |
| 1795 | attr.CondIfAttribute(then_block, else_block) |
| 1796 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1797 | if error_name in [ |
| 1798 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 1799 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 1800 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1801 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1802 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1803 | incorrect_shape = a.shape.copy() |
| 1804 | for i in range(len(incorrect_shape)): |
| 1805 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1806 | incorrect_block_input = deepcopy(a) |
| 1807 | incorrect_block_input.shape = incorrect_shape |
| 1808 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1809 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1810 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1811 | op["op"], [cond_tens.name, a.name, b.name], [result_tens.name], attr |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1812 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1813 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1814 | if a.dtype in (DType.FLOAT, DType.INT32): |
| 1815 | then_op, else_op = Op.ADD, Op.SUB |
| 1816 | elif a.dtype in (DType.INT8, DType.INT16): |
| 1817 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 1818 | else: |
| 1819 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1820 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1821 | for block, op in ((then_block, then_op), (else_block, else_op)): |
| 1822 | self.ser.startBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1823 | if ( |
| 1824 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 1825 | and block == then_block |
| 1826 | ) or ( |
| 1827 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 1828 | and block == else_block |
| 1829 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1830 | self.ser.addInputTensor(incorrect_block_input) |
| 1831 | self.ser.addInputTensor(b) |
| 1832 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1833 | elif ( |
| 1834 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 1835 | and block == then_block |
| 1836 | ) or ( |
| 1837 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 1838 | and block == else_block |
| 1839 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1840 | self.ser.addInputTensor(a) |
| 1841 | self.ser.addInputTensor(b) |
| 1842 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 1843 | else: |
| 1844 | self.ser.addInputTensor(a) |
| 1845 | self.ser.addInputTensor(b) |
| 1846 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1847 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1848 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1849 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1850 | self.ser, |
| 1851 | validator_fcns, |
| 1852 | error_name, |
| 1853 | op=op, |
| 1854 | a=a, |
| 1855 | b=b, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1856 | basicBlocks=self.ser.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1857 | ): |
| 1858 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1859 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1860 | return result_tens |
| 1861 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1862 | def build_while_loop(self, op, a, iter_val, validator_fcns=None, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1863 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1864 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1865 | cond_block = "COND_BLOCK" |
| 1866 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1867 | |
| 1868 | attr = ts.TosaSerializerAttribute() |
| 1869 | attr.WhileLoopAttribute(cond_block, body_block) |
| 1870 | |
| 1871 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1872 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1873 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1874 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1875 | |
| 1876 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1877 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 1878 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1879 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 1880 | incorrect_acc = deepcopy(acc) |
| 1881 | for i in range(len(incorrect_acc.shape)): |
| 1882 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1883 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 1884 | else: |
| 1885 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1886 | |
| 1887 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1888 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1889 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1890 | [iter.name, a.name, acc.name], |
| 1891 | [iter_out.name, a_out.name, acc_out.name], |
| 1892 | attr, |
| 1893 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 1894 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1895 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1896 | if error_name in [ |
| 1897 | ErrorIf.InputListCondGraphMismatch, |
| 1898 | ErrorIf.InputListBodyGraphInputMismatch, |
| 1899 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 1900 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1901 | incorrect_iter = deepcopy(iter) |
| 1902 | for i in range(len(incorrect_iter.shape)): |
| 1903 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1904 | if len(incorrect_iter.shape) == 0: |
| 1905 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 1906 | |
| 1907 | incorrect_acc = deepcopy(acc) |
| 1908 | for i in range(len(incorrect_acc.shape)): |
| 1909 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1910 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1911 | # COND block (input: iter, output: cond_tens ) |
| 1912 | self.ser.startBasicBlock(cond_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1913 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 1914 | self.ser.addInputTensor(incorrect_iter) |
| 1915 | self.ser.addInputTensor(a) |
| 1916 | self.ser.addInputTensor(incorrect_acc) |
| 1917 | else: |
| 1918 | self.ser.addInputTensor(iter) |
| 1919 | self.ser.addInputTensor(a) |
| 1920 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1921 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1922 | |
| 1923 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1924 | cond_tens = self.ser.addOutput( |
| 1925 | [], self.rng.choice([DType.INT8, DType.INT32, DType.FLOAT]) |
| 1926 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1927 | else: |
| 1928 | cond_tens = self.ser.addOutput([], DType.BOOL) |
| 1929 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1930 | self.ser.addOperator(Op.GREATER, [iter.name, zero_tens.name], [cond_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1931 | |
| 1932 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 1933 | # Note that local intermediate tensors need to be declared here for the outputs |
| 1934 | self.ser.startBasicBlock(body_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1935 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 1936 | self.ser.addInputTensor(incorrect_iter) |
| 1937 | self.ser.addInputTensor(a) |
| 1938 | self.ser.addInputTensor(incorrect_acc) |
| 1939 | else: |
| 1940 | self.ser.addInputTensor(iter) |
| 1941 | self.ser.addInputTensor(a) |
| 1942 | self.ser.addInputTensor(acc) |
| 1943 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1944 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1945 | |
| 1946 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1947 | iter_body_out = self.ser.addIntermediate( |
| 1948 | incorrect_iter.shape, incorrect_iter.dtype |
| 1949 | ) |
| 1950 | acc_body_out = self.ser.addIntermediate( |
| 1951 | incorrect_acc.shape, incorrect_acc.dtype |
| 1952 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1953 | else: |
| 1954 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 1955 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 1956 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1957 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 1958 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 1959 | self.ser.addOutputTensor(iter_body_out) |
| 1960 | self.ser.addOutputTensor(a) |
| 1961 | self.ser.addOutputTensor(acc_body_out) |
| 1962 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1963 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1964 | self.ser, |
| 1965 | validator_fcns, |
| 1966 | error_name, |
| 1967 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1968 | basicBlocks=self.ser.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1969 | ): |
| 1970 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1971 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1972 | return acc_out |
| 1973 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1974 | def create_filter_lists( |
| 1975 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 1976 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 1977 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 1978 | default_test_rank_range = range(1, 5) |
| 1979 | if not shapeFilter: |
| 1980 | shapeFilter = [None] |
| 1981 | |
| 1982 | # Calculate the filters based on what is requested and what the operator allows |
| 1983 | rmin, rmax = op["rank"] |
| 1984 | if rankFilter is not None: |
| 1985 | cleanRankFilter = [] |
| 1986 | # Ensure rankFilter values are allowed by operator |
| 1987 | for rank in rankFilter: |
| 1988 | if rank >= rmin and rank <= rmax: |
| 1989 | cleanRankFilter.append(rank) |
| 1990 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 1991 | # Ensure default behaviour is bounded by default range or by operator, |
| 1992 | # whichever is the smaller range of ranks. |
| 1993 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1994 | cleanRankFilter = ( |
| 1995 | opRankRange |
| 1996 | if len(opRankRange) <= len(default_test_rank_range) |
| 1997 | else default_test_rank_range |
| 1998 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 1999 | else: |
| 2000 | cleanRankFilter = range(rmin, rmax + 1) |
| 2001 | |
| 2002 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2003 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2004 | if dtypeFilter is not None: |
| 2005 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2006 | # Create list of operator dtypes filtered by requested dtypes |
| 2007 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2008 | if dtype in dtypeFilter or ( |
| 2009 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2010 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2011 | cleanDtypeFilter.append(dtype) |
| 2012 | else: |
| 2013 | cleanDtypeFilter = dtypes |
| 2014 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2015 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2016 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2017 | "shapeFilter": shapeFilter, |
| 2018 | "rankFilter": cleanRankFilter, |
| 2019 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2020 | } |
| 2021 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2022 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2023 | if validator is not None: |
| 2024 | validator_info = validator(check=False, op=op) |
| 2025 | else: |
| 2026 | return None |
| 2027 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2028 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2029 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2030 | # Set parameters as required |
| 2031 | if error_arguments["rank"] is not None: |
| 2032 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2033 | else: |
| 2034 | rankFilter = cleanRankFilter |
| 2035 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2036 | if error_arguments["dtype"] is not None: |
| 2037 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2038 | else: |
| 2039 | dtypeFilter = cleanDtypeFilter |
| 2040 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2041 | if error_arguments["shape"] is not None: |
| 2042 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2043 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2044 | shapeFilter = shapeFilter[ |
| 2045 | :2 |
| 2046 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2047 | |
| 2048 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2049 | "shapeFilter": shapeFilter, |
| 2050 | "rankFilter": rankFilter, |
| 2051 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2052 | } |
| 2053 | return filterDict |
| 2054 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2055 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2056 | self, |
| 2057 | opName, |
| 2058 | shapeFilter=[None], |
| 2059 | rankFilter=None, |
| 2060 | dtypeFilter=None, |
| 2061 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2062 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2063 | |
| 2064 | try: |
| 2065 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2066 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2067 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2068 | |
| 2069 | # Initialize a new random number generator |
| 2070 | self.rng = np.random.default_rng(self.random_seed) |
| 2071 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2072 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2073 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2074 | # Test list consists of a tuple of: |
| 2075 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2076 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2077 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2078 | error_if_validators = op["error_if_validators"] |
| 2079 | else: |
| 2080 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2081 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2082 | for validator in error_if_validators: |
| 2083 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2084 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2085 | else: |
| 2086 | error_name = None |
| 2087 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2088 | filterDict = self.create_filter_lists( |
| 2089 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2090 | ) |
| 2091 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2092 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2093 | cleanRankFilter = filterDict["rankFilter"] |
| 2094 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2095 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2096 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2097 | |
| 2098 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2099 | for t in cleanDtypeFilter: |
| 2100 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2101 | # Filter out by rank |
| 2102 | if shape is not None and len(shape) != r: |
| 2103 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2104 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2105 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2106 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2107 | shapeStr = self.shapeStr(shapeList[0]) |
| 2108 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2109 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2110 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2111 | argList = [] |
| 2112 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2113 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2114 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2115 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2116 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2117 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2118 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2119 | if argStr: |
| 2120 | testStr = "{}_{}_{}_{}".format( |
| 2121 | opName, shapeStr, typeStr, argStr |
| 2122 | ) |
| 2123 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2124 | testStr = "{}_{}_{}".format( |
| 2125 | opName, shapeStr, typeStr |
| 2126 | ) |
| 2127 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2128 | if argStr: |
| 2129 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2130 | opName, error_name, shapeStr, typeStr, argStr |
| 2131 | ) |
| 2132 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2133 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2134 | opName, error_name, shapeStr, typeStr |
| 2135 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2136 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2137 | testList.append( |
| 2138 | (opName, testStr, t, error_name, shapeList, args) |
| 2139 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2140 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2141 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2142 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2143 | if "invalid_test_validators" in op: |
| 2144 | invalid_test_validators = op["invalid_test_validators"] |
| 2145 | clean_testList = [] |
| 2146 | for test in testList: |
| 2147 | for validator_fcn in invalid_test_validators: |
| 2148 | remove_test = False |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2149 | if validator_fcn( |
| 2150 | opName=test[0], |
| 2151 | input_dtype=test[2], |
| 2152 | shapeList=test[4], |
| 2153 | args=test[5], |
| 2154 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2155 | remove_test = True |
| 2156 | if not remove_test: |
| 2157 | clean_testList.append(test) |
| 2158 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2159 | |
| 2160 | return testList |
| 2161 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2162 | def serializeTest( |
| 2163 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2164 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2165 | try: |
| 2166 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2167 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2168 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2169 | |
| 2170 | # Create a serializer |
| 2171 | self.createSerializer(opName, testStr) |
| 2172 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2173 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2174 | if "error_if_validators" in op: |
| 2175 | error_if_validators = op["error_if_validators"] |
| 2176 | else: |
| 2177 | error_if_validators = None |
| 2178 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2179 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2180 | num_operands = pCount + cCount |
| 2181 | |
| 2182 | if isinstance(dtype_or_dtypeList, list): |
| 2183 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2184 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2185 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2186 | else: |
| 2187 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2188 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2189 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2190 | assert ( |
| 2191 | len(shapeList) == num_operands |
| 2192 | ), "shapeList length {} must match number of operands {}".format( |
| 2193 | len(shapeList), num_operands |
| 2194 | ) |
| 2195 | assert ( |
| 2196 | len(dtypeList) == num_operands |
| 2197 | ), "dtypeList length {} must match number of operands {}".format( |
| 2198 | len(dtypeList), num_operands |
| 2199 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2200 | |
| 2201 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2202 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2203 | except KeyError: |
| 2204 | qgen = None |
| 2205 | |
| 2206 | # Build the random tensor operands and the test |
| 2207 | tens = [] |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2208 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2209 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2210 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2211 | else: |
| 2212 | qinfo = None |
| 2213 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 2214 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2215 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2216 | try: |
| 2217 | if error_if_validators is None: |
| 2218 | if qinfo is not None: |
| 2219 | resultName = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2220 | else: |
| 2221 | resultName = build_fcn(self, op, *tens, *testArgs) |
| 2222 | else: |
| 2223 | if qinfo is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2224 | resultName = build_fcn( |
| 2225 | self, |
| 2226 | op, |
| 2227 | *tens, |
| 2228 | *testArgs, |
| 2229 | validator_fcns=error_if_validators, |
| 2230 | error_name=error_name, |
| 2231 | qinfo=qinfo, |
| 2232 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2233 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2234 | resultName = build_fcn( |
| 2235 | self, |
| 2236 | op, |
| 2237 | *tens, |
| 2238 | *testArgs, |
| 2239 | validator_fcns=error_if_validators, |
| 2240 | error_name=error_name, |
| 2241 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2242 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2243 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2244 | raise e |
| 2245 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2246 | if resultName: |
| 2247 | # The test is valid, serialize it |
| 2248 | self.serialize("test") |
| 2249 | else: |
| 2250 | # The test is not valid |
| 2251 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2252 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2253 | def createDynamicOpLists(self): |
| 2254 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame^] | 2255 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2256 | # Already created these lists (can occur when class is initialized more than once) |
| 2257 | return |
| 2258 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2259 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2260 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2261 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2262 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2263 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2264 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2265 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2266 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2267 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2268 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2269 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2270 | "depthwise_conv2d_TEMPLATE" |
| 2271 | ].copy() |
| 2272 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2273 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2274 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2275 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2276 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2277 | "transpose_conv2d_TEMPLATE" |
| 2278 | ].copy() |
| 2279 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2280 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2281 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2282 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2283 | for k in KERNELS_3D: |
| 2284 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2285 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2286 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2287 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2288 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2289 | # Delete any templates after having created any dynamic ops |
| 2290 | # This is a two-pass operation because it's bad practice to delete |
| 2291 | # keys from dictionaries while iterating |
| 2292 | keyList = [] |
| 2293 | for k in self.TOSA_OP_LIST: |
| 2294 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2295 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2296 | keyList.append(k) |
| 2297 | continue |
| 2298 | except KeyError: |
| 2299 | pass |
| 2300 | |
| 2301 | for k in keyList: |
| 2302 | del self.TOSA_OP_LIST[k] |
| 2303 | |
| 2304 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2305 | """Fill in default fields for ops if they aren't already specified. |
| 2306 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2307 | for op in self.TOSA_OP_LIST: |
| 2308 | |
| 2309 | # Required fields |
| 2310 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2311 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2312 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2313 | raise Exception( |
| 2314 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2315 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2316 | |
| 2317 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2318 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2319 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2320 | raise Exception( |
| 2321 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2322 | op |
| 2323 | ) |
| 2324 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2325 | |
| 2326 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2327 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2328 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2329 | raise Exception( |
| 2330 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2331 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2332 | |
| 2333 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2334 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2335 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2336 | raise Exception( |
| 2337 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2338 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2339 | |
| 2340 | # Put in default rank range, if missing |
| 2341 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2342 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2343 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2344 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2345 | |
| 2346 | # Tensor operator list |
| 2347 | # 'op': op name |
| 2348 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2349 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2350 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2351 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2352 | # 'types': array of datatypes to be tested |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2353 | TYPE_FP = [DType.FLOAT] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2354 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2355 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
| 2356 | TYPE_INT_FP = [DType.INT8, DType.INT16, DType.INT32, DType.FLOAT] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2357 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2358 | TYPE_BOOL = [DType.BOOL] |
| 2359 | TYPE_FI32 = [DType.FLOAT, DType.INT32] |
| 2360 | TYPE_FIB = [DType.FLOAT, DType.INT8, DType.INT16, DType.INT32, DType.BOOL] |
| 2361 | TYPE_FI16 = [DType.FLOAT, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2362 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2363 | TYPE_NARROW_INT_FP = [DType.INT8, DType.INT16, DType.FLOAT] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2364 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2365 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2366 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2367 | [DType.INT8, DType.INT8, DType.INT32], |
| 2368 | [DType.INT16, DType.INT8, DType.INT48], |
| 2369 | DType.FLOAT, |
| 2370 | ] |
| 2371 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2372 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2373 | |
| 2374 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2375 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2376 | "argmax": { |
| 2377 | "op": Op.ARGMAX, |
| 2378 | "operands": (1, 0), |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 2379 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2380 | "build_fcn": ( |
| 2381 | build_argmax, |
| 2382 | TosaTensorGen.tgBasic, |
| 2383 | TosaTensorValuesGen.tvgDefault, |
| 2384 | TosaArgGen.agAxis, |
| 2385 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2386 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2387 | "error_if_validators": ( |
| 2388 | TosaErrorValidator.evAxisSmallerZero, |
| 2389 | TosaErrorValidator.evAxisLargerRank, |
| 2390 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2391 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2392 | TosaErrorValidator.evWrongRank, |
| 2393 | TosaErrorValidator.evWrongInputType, |
| 2394 | TosaErrorValidator.evWrongOutputType, |
| 2395 | TosaErrorValidator.evWrongInputList, |
| 2396 | TosaErrorValidator.evWrongOutputList, |
| 2397 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2398 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2399 | "avg_pool2d": { |
| 2400 | "op": Op.AVG_POOL2D, |
| 2401 | "operands": (1, 0), |
| 2402 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2403 | "build_fcn": ( |
| 2404 | build_pool2d, |
| 2405 | TosaTensorGen.tgNHWC, |
| 2406 | TosaTensorValuesGen.tvgDefault, |
| 2407 | TosaArgGen.agPooling, |
| 2408 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2409 | "qgen": TosaQuantGen.qgUnary, |
| 2410 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2411 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2412 | "error_if_validators": ( |
| 2413 | TosaErrorValidator.evKernelSmallerOne, |
| 2414 | TosaErrorValidator.evStrideSmallerOne, |
| 2415 | TosaErrorValidator.evPadSmallerZero, |
| 2416 | TosaErrorValidator.evWrongRank, |
| 2417 | TosaErrorValidator.evWrongInputType, |
| 2418 | TosaErrorValidator.evWrongOutputType, |
| 2419 | TosaErrorValidator.evWrongInputList, |
| 2420 | TosaErrorValidator.evWrongOutputList, |
| 2421 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2422 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2423 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2424 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2425 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2426 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2427 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2428 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2429 | "conv2d_TEMPLATE": { |
| 2430 | "op": Op.CONV2D, |
| 2431 | "operands": (1, 2), |
| 2432 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2433 | "build_fcn": ( |
| 2434 | build_conv2d, |
| 2435 | TosaTensorGen.tgConv2D, |
| 2436 | TosaTensorValuesGen.tvgDefault, |
| 2437 | TosaArgGen.agConv, |
| 2438 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2439 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2440 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2441 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2442 | "error_if_validators": ( |
| 2443 | TosaErrorValidator.evWrongInputType, |
| 2444 | TosaErrorValidator.evWrongOutputType, |
| 2445 | TosaErrorValidator.evWrongInputList, |
| 2446 | TosaErrorValidator.evWrongOutputList, |
| 2447 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2448 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2449 | TosaErrorValidator.evPadSmallerZero, |
| 2450 | TosaErrorValidator.evStrideSmallerOne, |
| 2451 | TosaErrorValidator.evDilationSmallerOne, |
| 2452 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2453 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2454 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2455 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2456 | "template": True, |
| 2457 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2458 | # Templated operator. Filled in by createDynamicOpLists |
| 2459 | "conv3d_TEMPLATE": { |
| 2460 | "op": Op.CONV3D, |
| 2461 | "operands": (1, 2), |
| 2462 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2463 | "build_fcn": ( |
| 2464 | build_conv3d, |
| 2465 | TosaTensorGen.tgConv3D, |
| 2466 | TosaTensorValuesGen.tvgDefault, |
| 2467 | TosaArgGen.agConv, |
| 2468 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2469 | "qgen": TosaQuantGen.qgConv, |
| 2470 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2471 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2472 | "error_if_validators": ( |
| 2473 | TosaErrorValidator.evWrongInputType, |
| 2474 | TosaErrorValidator.evWrongOutputType, |
| 2475 | TosaErrorValidator.evWrongInputList, |
| 2476 | TosaErrorValidator.evWrongOutputList, |
| 2477 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2478 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2479 | TosaErrorValidator.evPadSmallerZero, |
| 2480 | TosaErrorValidator.evStrideSmallerOne, |
| 2481 | TosaErrorValidator.evDilationSmallerOne, |
| 2482 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2483 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2484 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2485 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2486 | "template": True, |
| 2487 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2488 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2489 | "depthwise_conv2d_TEMPLATE": { |
| 2490 | "op": Op.DEPTHWISE_CONV2D, |
| 2491 | "operands": (1, 2), |
| 2492 | "filter": [1, 1], |
| 2493 | "rank": (4, 4), |
| 2494 | "build_fcn": ( |
| 2495 | build_depthwise_conv2d, |
| 2496 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2497 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2498 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2499 | ), |
| 2500 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2501 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2502 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2503 | "error_if_validators": ( |
| 2504 | TosaErrorValidator.evWrongInputType, |
| 2505 | TosaErrorValidator.evWrongOutputType, |
| 2506 | TosaErrorValidator.evWrongInputList, |
| 2507 | TosaErrorValidator.evWrongOutputList, |
| 2508 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2509 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2510 | TosaErrorValidator.evPadSmallerZero, |
| 2511 | TosaErrorValidator.evStrideSmallerOne, |
| 2512 | TosaErrorValidator.evDilationSmallerOne, |
| 2513 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2514 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2515 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2516 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2517 | "template": True, |
| 2518 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2519 | "fully_connected": { |
| 2520 | "op": Op.FULLY_CONNECTED, |
| 2521 | "operands": (1, 2), |
| 2522 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2523 | "build_fcn": ( |
| 2524 | build_fully_connected, |
| 2525 | TosaTensorGen.tgFullyConnected, |
| 2526 | TosaTensorValuesGen.tvgDefault, |
| 2527 | None, |
| 2528 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2529 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2530 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2531 | "error_if_validators": ( |
| 2532 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2533 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2534 | TosaErrorValidator.evWrongRank, |
| 2535 | TosaErrorValidator.evWrongInputType, |
| 2536 | TosaErrorValidator.evWrongOutputType, |
| 2537 | TosaErrorValidator.evWrongInputList, |
| 2538 | TosaErrorValidator.evWrongOutputList, |
| 2539 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2540 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2541 | "matmul": { |
| 2542 | "op": Op.MATMUL, |
| 2543 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2544 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2545 | "build_fcn": ( |
| 2546 | build_matmul, |
| 2547 | TosaTensorGen.tgMatmul, |
| 2548 | TosaTensorValuesGen.tvgDefault, |
| 2549 | None, |
| 2550 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2551 | "qgen": TosaQuantGen.qgMatmul, |
| 2552 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2553 | "error_if_validators": ( |
| 2554 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2555 | TosaErrorValidator.evWrongRank, |
| 2556 | TosaErrorValidator.evWrongInputType, |
| 2557 | TosaErrorValidator.evWrongOutputType, |
| 2558 | TosaErrorValidator.evWrongInputList, |
| 2559 | TosaErrorValidator.evWrongOutputList, |
| 2560 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2561 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2562 | "max_pool2d": { |
| 2563 | "op": Op.MAX_POOL2D, |
| 2564 | "operands": (1, 0), |
| 2565 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2566 | "build_fcn": ( |
| 2567 | build_pool2d, |
| 2568 | TosaTensorGen.tgNHWC, |
| 2569 | TosaTensorValuesGen.tvgDefault, |
| 2570 | TosaArgGen.agPooling, |
| 2571 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2572 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2573 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2574 | "error_if_validators": ( |
| 2575 | TosaErrorValidator.evKernelSmallerOne, |
| 2576 | TosaErrorValidator.evStrideSmallerOne, |
| 2577 | TosaErrorValidator.evPadSmallerZero, |
| 2578 | TosaErrorValidator.evWrongRank, |
| 2579 | TosaErrorValidator.evWrongInputType, |
| 2580 | TosaErrorValidator.evWrongOutputType, |
| 2581 | TosaErrorValidator.evWrongInputList, |
| 2582 | TosaErrorValidator.evWrongOutputList, |
| 2583 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2584 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2585 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2586 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2587 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2588 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2589 | "transpose_conv2d_TEMPLATE": { |
| 2590 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2591 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2592 | "rank": (4, 4), |
| 2593 | "build_fcn": ( |
| 2594 | build_transpose_conv2d, |
| 2595 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2596 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2597 | TosaArgGen.agTransposeConv2D, |
| 2598 | ), |
| 2599 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2600 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2601 | "invalid_test_validators": ( |
| 2602 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 2603 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 2604 | ), |
| 2605 | "error_if_validators": ( |
| 2606 | TosaErrorValidator.evWrongInputType, |
| 2607 | TosaErrorValidator.evWrongOutputType, |
| 2608 | TosaErrorValidator.evWrongInputList, |
| 2609 | TosaErrorValidator.evWrongOutputList, |
| 2610 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2611 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 2612 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2613 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2614 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2615 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2616 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2617 | "template": True, |
| 2618 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2619 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2620 | "clamp": { |
| 2621 | "op": Op.CLAMP, |
| 2622 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2623 | "build_fcn": ( |
| 2624 | build_clamp, |
| 2625 | TosaTensorGen.tgBasic, |
| 2626 | TosaTensorValuesGen.tvgDefault, |
| 2627 | None, |
| 2628 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2629 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2630 | "error_if_validators": ( |
| 2631 | TosaErrorValidator.evMaxSmallerMin, |
| 2632 | TosaErrorValidator.evWrongInputType, |
| 2633 | TosaErrorValidator.evWrongOutputType, |
| 2634 | TosaErrorValidator.evWrongInputList, |
| 2635 | TosaErrorValidator.evWrongOutputList, |
| 2636 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2637 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2638 | "sigmoid": { |
| 2639 | "op": Op.SIGMOID, |
| 2640 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2641 | "build_fcn": ( |
| 2642 | build_sigmoid, |
| 2643 | TosaTensorGen.tgBasic, |
| 2644 | TosaTensorValuesGen.tvgDefault, |
| 2645 | None, |
| 2646 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2647 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2648 | "error_if_validators": ( |
| 2649 | TosaErrorValidator.evWrongInputType, |
| 2650 | TosaErrorValidator.evWrongOutputType, |
| 2651 | TosaErrorValidator.evWrongInputList, |
| 2652 | TosaErrorValidator.evWrongOutputList, |
| 2653 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2654 | }, |
| 2655 | "tanh": { |
| 2656 | "op": Op.TANH, |
| 2657 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2658 | "build_fcn": ( |
| 2659 | build_tanh, |
| 2660 | TosaTensorGen.tgBasic, |
| 2661 | TosaTensorValuesGen.tvgDefault, |
| 2662 | None, |
| 2663 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2664 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2665 | "error_if_validators": ( |
| 2666 | TosaErrorValidator.evWrongInputType, |
| 2667 | TosaErrorValidator.evWrongOutputType, |
| 2668 | TosaErrorValidator.evWrongInputList, |
| 2669 | TosaErrorValidator.evWrongOutputList, |
| 2670 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2671 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2672 | # Elementwise Binary Operators |
| 2673 | "add": { |
| 2674 | "op": Op.ADD, |
| 2675 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2676 | "build_fcn": ( |
| 2677 | build_binary_broadcast, |
| 2678 | TosaTensorGen.tgBroadcastFuzz, |
| 2679 | TosaTensorValuesGen.tvgAddSub, |
| 2680 | None, |
| 2681 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2682 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2683 | "error_if_validators": ( |
| 2684 | TosaErrorValidator.evRankMismatch, |
| 2685 | TosaErrorValidator.evWrongInputType, |
| 2686 | TosaErrorValidator.evWrongOutputType, |
| 2687 | TosaErrorValidator.evWrongInputList, |
| 2688 | TosaErrorValidator.evWrongOutputList, |
| 2689 | TosaErrorValidator.evDimensionMismatch, |
| 2690 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2691 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2692 | "arithmetic_right_shift": { |
| 2693 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 2694 | "operands": (2, 0), |
| 2695 | "build_fcn": ( |
| 2696 | build_arithmetic_right_shift, |
| 2697 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2698 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2699 | TosaArgGen.agArithmeticRightShift, |
| 2700 | ), |
| 2701 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2702 | "error_if_validators": ( |
| 2703 | TosaErrorValidator.evRankMismatch, |
| 2704 | TosaErrorValidator.evWrongInputType, |
| 2705 | TosaErrorValidator.evWrongOutputType, |
| 2706 | TosaErrorValidator.evWrongInputList, |
| 2707 | TosaErrorValidator.evWrongOutputList, |
| 2708 | TosaErrorValidator.evDimensionMismatch, |
| 2709 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2710 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2711 | "bitwise_and": { |
| 2712 | "op": Op.BITWISE_AND, |
| 2713 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2714 | "build_fcn": ( |
| 2715 | build_binary_broadcast, |
| 2716 | TosaTensorGen.tgBroadcastFuzz, |
| 2717 | TosaTensorValuesGen.tvgDefault, |
| 2718 | None, |
| 2719 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2720 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2721 | "error_if_validators": ( |
| 2722 | TosaErrorValidator.evRankMismatch, |
| 2723 | TosaErrorValidator.evWrongInputType, |
| 2724 | TosaErrorValidator.evWrongOutputType, |
| 2725 | TosaErrorValidator.evWrongInputList, |
| 2726 | TosaErrorValidator.evWrongOutputList, |
| 2727 | TosaErrorValidator.evDimensionMismatch, |
| 2728 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2729 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2730 | "bitwise_or": { |
| 2731 | "op": Op.BITWISE_OR, |
| 2732 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2733 | "build_fcn": ( |
| 2734 | build_binary_broadcast, |
| 2735 | TosaTensorGen.tgBroadcastFuzz, |
| 2736 | TosaTensorValuesGen.tvgDefault, |
| 2737 | None, |
| 2738 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2739 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2740 | "error_if_validators": ( |
| 2741 | TosaErrorValidator.evRankMismatch, |
| 2742 | TosaErrorValidator.evWrongInputType, |
| 2743 | TosaErrorValidator.evWrongOutputType, |
| 2744 | TosaErrorValidator.evWrongInputList, |
| 2745 | TosaErrorValidator.evWrongOutputList, |
| 2746 | TosaErrorValidator.evDimensionMismatch, |
| 2747 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2748 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2749 | "bitwise_xor": { |
| 2750 | "op": Op.BITWISE_XOR, |
| 2751 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2752 | "build_fcn": ( |
| 2753 | build_binary_broadcast, |
| 2754 | TosaTensorGen.tgBroadcastFuzz, |
| 2755 | TosaTensorValuesGen.tvgDefault, |
| 2756 | None, |
| 2757 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2758 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2759 | "error_if_validators": ( |
| 2760 | TosaErrorValidator.evRankMismatch, |
| 2761 | TosaErrorValidator.evWrongInputType, |
| 2762 | TosaErrorValidator.evWrongOutputType, |
| 2763 | TosaErrorValidator.evWrongInputList, |
| 2764 | TosaErrorValidator.evWrongOutputList, |
| 2765 | TosaErrorValidator.evDimensionMismatch, |
| 2766 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2767 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 2768 | "intdiv": { |
| 2769 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2770 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2771 | "build_fcn": ( |
| 2772 | build_binary_broadcast, |
| 2773 | TosaTensorGen.tgBroadcastFuzz, |
| 2774 | TosaTensorValuesGen.tvgIntDiv, |
| 2775 | None, |
| 2776 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2777 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2778 | "error_if_validators": ( |
| 2779 | TosaErrorValidator.evRankMismatch, |
| 2780 | TosaErrorValidator.evWrongInputType, |
| 2781 | TosaErrorValidator.evWrongOutputType, |
| 2782 | TosaErrorValidator.evWrongInputList, |
| 2783 | TosaErrorValidator.evWrongOutputList, |
| 2784 | TosaErrorValidator.evDimensionMismatch, |
| 2785 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2786 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2787 | "logical_and": { |
| 2788 | "op": Op.LOGICAL_AND, |
| 2789 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2790 | "build_fcn": ( |
| 2791 | build_binary_broadcast, |
| 2792 | TosaTensorGen.tgBroadcastFuzz, |
| 2793 | TosaTensorValuesGen.tvgDefault, |
| 2794 | None, |
| 2795 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2796 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2797 | "error_if_validators": ( |
| 2798 | TosaErrorValidator.evRankMismatch, |
| 2799 | TosaErrorValidator.evWrongInputType, |
| 2800 | TosaErrorValidator.evWrongOutputType, |
| 2801 | TosaErrorValidator.evWrongInputList, |
| 2802 | TosaErrorValidator.evWrongOutputList, |
| 2803 | TosaErrorValidator.evDimensionMismatch, |
| 2804 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2805 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2806 | "logical_left_shift": { |
| 2807 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 2808 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2809 | "build_fcn": ( |
| 2810 | build_binary_broadcast, |
| 2811 | TosaTensorGen.tgBroadcastFuzz, |
| 2812 | TosaTensorValuesGen.tvgLogicalShift, |
| 2813 | None, |
| 2814 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2815 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2816 | "error_if_validators": ( |
| 2817 | TosaErrorValidator.evRankMismatch, |
| 2818 | TosaErrorValidator.evWrongInputType, |
| 2819 | TosaErrorValidator.evWrongOutputType, |
| 2820 | TosaErrorValidator.evWrongInputList, |
| 2821 | TosaErrorValidator.evWrongOutputList, |
| 2822 | TosaErrorValidator.evDimensionMismatch, |
| 2823 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2824 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2825 | "logical_right_shift": { |
| 2826 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 2827 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2828 | "build_fcn": ( |
| 2829 | build_binary_broadcast, |
| 2830 | TosaTensorGen.tgBroadcastFuzz, |
| 2831 | TosaTensorValuesGen.tvgLogicalShift, |
| 2832 | None, |
| 2833 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2834 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2835 | "error_if_validators": ( |
| 2836 | TosaErrorValidator.evRankMismatch, |
| 2837 | TosaErrorValidator.evWrongInputType, |
| 2838 | TosaErrorValidator.evWrongOutputType, |
| 2839 | TosaErrorValidator.evWrongInputList, |
| 2840 | TosaErrorValidator.evWrongOutputList, |
| 2841 | TosaErrorValidator.evDimensionMismatch, |
| 2842 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2843 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2844 | "logical_or": { |
| 2845 | "op": Op.LOGICAL_OR, |
| 2846 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2847 | "build_fcn": ( |
| 2848 | build_binary_broadcast, |
| 2849 | TosaTensorGen.tgBroadcastFuzz, |
| 2850 | TosaTensorValuesGen.tvgDefault, |
| 2851 | None, |
| 2852 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2853 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2854 | "error_if_validators": ( |
| 2855 | TosaErrorValidator.evRankMismatch, |
| 2856 | TosaErrorValidator.evWrongInputType, |
| 2857 | TosaErrorValidator.evWrongOutputType, |
| 2858 | TosaErrorValidator.evWrongInputList, |
| 2859 | TosaErrorValidator.evWrongOutputList, |
| 2860 | TosaErrorValidator.evDimensionMismatch, |
| 2861 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2862 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2863 | "logical_xor": { |
| 2864 | "op": Op.LOGICAL_XOR, |
| 2865 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2866 | "build_fcn": ( |
| 2867 | build_binary_broadcast, |
| 2868 | TosaTensorGen.tgBroadcastFuzz, |
| 2869 | TosaTensorValuesGen.tvgDefault, |
| 2870 | None, |
| 2871 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2872 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2873 | "error_if_validators": ( |
| 2874 | TosaErrorValidator.evRankMismatch, |
| 2875 | TosaErrorValidator.evWrongInputType, |
| 2876 | TosaErrorValidator.evWrongOutputType, |
| 2877 | TosaErrorValidator.evWrongInputList, |
| 2878 | TosaErrorValidator.evWrongOutputList, |
| 2879 | TosaErrorValidator.evDimensionMismatch, |
| 2880 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2881 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2882 | "maximum": { |
| 2883 | "op": Op.MAXIMUM, |
| 2884 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2885 | "build_fcn": ( |
| 2886 | build_binary_broadcast, |
| 2887 | TosaTensorGen.tgBroadcastFuzz, |
| 2888 | TosaTensorValuesGen.tvgDefault, |
| 2889 | None, |
| 2890 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2891 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2892 | "error_if_validators": ( |
| 2893 | TosaErrorValidator.evRankMismatch, |
| 2894 | TosaErrorValidator.evWrongInputType, |
| 2895 | TosaErrorValidator.evWrongOutputType, |
| 2896 | TosaErrorValidator.evWrongInputList, |
| 2897 | TosaErrorValidator.evWrongOutputList, |
| 2898 | TosaErrorValidator.evDimensionMismatch, |
| 2899 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2900 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2901 | "minimum": { |
| 2902 | "op": Op.MINIMUM, |
| 2903 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2904 | "build_fcn": ( |
| 2905 | build_binary_broadcast, |
| 2906 | TosaTensorGen.tgBroadcastFuzz, |
| 2907 | TosaTensorValuesGen.tvgDefault, |
| 2908 | None, |
| 2909 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2910 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2911 | "error_if_validators": ( |
| 2912 | TosaErrorValidator.evRankMismatch, |
| 2913 | TosaErrorValidator.evWrongInputType, |
| 2914 | TosaErrorValidator.evWrongOutputType, |
| 2915 | TosaErrorValidator.evWrongInputList, |
| 2916 | TosaErrorValidator.evWrongOutputList, |
| 2917 | TosaErrorValidator.evDimensionMismatch, |
| 2918 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2919 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2920 | "mul": { |
| 2921 | "op": Op.MUL, |
| 2922 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2923 | "build_fcn": ( |
| 2924 | build_mul, |
| 2925 | TosaTensorGen.tgBroadcastFuzz, |
| 2926 | TosaTensorValuesGen.tvgMul, |
| 2927 | TosaArgGen.agMul, |
| 2928 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2929 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2930 | "error_if_validators": ( |
| 2931 | TosaErrorValidator.evWrongInputType, |
| 2932 | TosaErrorValidator.evWrongOutputType, |
| 2933 | TosaErrorValidator.evWrongInputList, |
| 2934 | TosaErrorValidator.evWrongOutputList, |
| 2935 | TosaErrorValidator.evRankMismatch, |
| 2936 | TosaErrorValidator.evDimensionMismatch, |
| 2937 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2938 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2939 | "pow": { |
| 2940 | "op": Op.POW, |
| 2941 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2942 | "build_fcn": ( |
| 2943 | build_binary_broadcast, |
| 2944 | TosaTensorGen.tgBroadcastFuzz, |
| 2945 | TosaTensorValuesGen.tvgDefault, |
| 2946 | None, |
| 2947 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2948 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2949 | "error_if_validators": ( |
| 2950 | TosaErrorValidator.evRankMismatch, |
| 2951 | TosaErrorValidator.evWrongInputType, |
| 2952 | TosaErrorValidator.evWrongOutputType, |
| 2953 | TosaErrorValidator.evWrongInputList, |
| 2954 | TosaErrorValidator.evWrongOutputList, |
| 2955 | TosaErrorValidator.evDimensionMismatch, |
| 2956 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2957 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2958 | "sub": { |
| 2959 | "op": Op.SUB, |
| 2960 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2961 | "build_fcn": ( |
| 2962 | build_binary_broadcast, |
| 2963 | TosaTensorGen.tgBroadcastFuzz, |
| 2964 | TosaTensorValuesGen.tvgAddSub, |
| 2965 | None, |
| 2966 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2967 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2968 | "error_if_validators": ( |
| 2969 | TosaErrorValidator.evRankMismatch, |
| 2970 | TosaErrorValidator.evWrongInputType, |
| 2971 | TosaErrorValidator.evWrongOutputType, |
| 2972 | TosaErrorValidator.evWrongInputList, |
| 2973 | TosaErrorValidator.evWrongOutputList, |
| 2974 | TosaErrorValidator.evDimensionMismatch, |
| 2975 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2976 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2977 | "table": { |
| 2978 | "op": Op.TABLE, |
| 2979 | # Use the automatic generation functions to create the input array |
| 2980 | # but create the table tensor in the build function, as it may be |
| 2981 | # a different type from the input |
| 2982 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2983 | "build_fcn": ( |
| 2984 | build_table, |
| 2985 | TosaTensorGen.tgBasic, |
| 2986 | TosaTensorValuesGen.tvgDefault, |
| 2987 | TosaArgGen.agTable, |
| 2988 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 2989 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2990 | "error_if_validators": ( |
| 2991 | TosaErrorValidator.evWrongInputType, |
| 2992 | TosaErrorValidator.evWrongOutputType, |
| 2993 | TosaErrorValidator.evWrongInputList, |
| 2994 | TosaErrorValidator.evWrongOutputList, |
| 2995 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2996 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2997 | # Elementwise Unary operators |
| 2998 | "abs": { |
| 2999 | "op": Op.ABS, |
| 3000 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3001 | "build_fcn": ( |
| 3002 | build_unary, |
| 3003 | TosaTensorGen.tgBasic, |
| 3004 | TosaTensorValuesGen.tvgDefault, |
| 3005 | None, |
| 3006 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3007 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3008 | "error_if_validators": ( |
| 3009 | TosaErrorValidator.evWrongInputType, |
| 3010 | TosaErrorValidator.evWrongOutputType, |
| 3011 | TosaErrorValidator.evWrongInputList, |
| 3012 | TosaErrorValidator.evWrongOutputList, |
| 3013 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3014 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3015 | "bitwise_not": { |
| 3016 | "op": Op.BITWISE_NOT, |
| 3017 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3018 | "build_fcn": ( |
| 3019 | build_unary, |
| 3020 | TosaTensorGen.tgBasic, |
| 3021 | TosaTensorValuesGen.tvgDefault, |
| 3022 | None, |
| 3023 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3024 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3025 | "error_if_validators": ( |
| 3026 | TosaErrorValidator.evWrongInputType, |
| 3027 | TosaErrorValidator.evWrongOutputType, |
| 3028 | TosaErrorValidator.evWrongInputList, |
| 3029 | TosaErrorValidator.evWrongOutputList, |
| 3030 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3031 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3032 | "ceil": { |
| 3033 | "op": Op.CEIL, |
| 3034 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3035 | "build_fcn": ( |
| 3036 | build_unary, |
| 3037 | TosaTensorGen.tgBasic, |
| 3038 | TosaTensorValuesGen.tvgDefault, |
| 3039 | None, |
| 3040 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3041 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3042 | "error_if_validators": ( |
| 3043 | TosaErrorValidator.evWrongInputType, |
| 3044 | TosaErrorValidator.evWrongOutputType, |
| 3045 | TosaErrorValidator.evWrongInputList, |
| 3046 | TosaErrorValidator.evWrongOutputList, |
| 3047 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3048 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3049 | "clz": { |
| 3050 | "op": Op.CLZ, |
| 3051 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3052 | "build_fcn": ( |
| 3053 | build_unary, |
| 3054 | TosaTensorGen.tgBasic, |
| 3055 | TosaTensorValuesGen.tvgDefault, |
| 3056 | None, |
| 3057 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3058 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3059 | "error_if_validators": ( |
| 3060 | TosaErrorValidator.evWrongInputType, |
| 3061 | TosaErrorValidator.evWrongOutputType, |
| 3062 | TosaErrorValidator.evWrongInputList, |
| 3063 | TosaErrorValidator.evWrongOutputList, |
| 3064 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3065 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3066 | "exp": { |
| 3067 | "op": Op.EXP, |
| 3068 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3069 | "build_fcn": ( |
| 3070 | build_unary, |
| 3071 | TosaTensorGen.tgBasic, |
| 3072 | TosaTensorValuesGen.tvgDefault, |
| 3073 | None, |
| 3074 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3075 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3076 | "error_if_validators": ( |
| 3077 | TosaErrorValidator.evWrongInputType, |
| 3078 | TosaErrorValidator.evWrongOutputType, |
| 3079 | TosaErrorValidator.evWrongInputList, |
| 3080 | TosaErrorValidator.evWrongOutputList, |
| 3081 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3082 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3083 | "floor": { |
| 3084 | "op": Op.FLOOR, |
| 3085 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3086 | "build_fcn": ( |
| 3087 | build_unary, |
| 3088 | TosaTensorGen.tgBasic, |
| 3089 | TosaTensorValuesGen.tvgDefault, |
| 3090 | None, |
| 3091 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3092 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3093 | "error_if_validators": ( |
| 3094 | TosaErrorValidator.evWrongInputType, |
| 3095 | TosaErrorValidator.evWrongOutputType, |
| 3096 | TosaErrorValidator.evWrongInputList, |
| 3097 | TosaErrorValidator.evWrongOutputList, |
| 3098 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3099 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3100 | "log": { |
| 3101 | "op": Op.LOG, |
| 3102 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3103 | "build_fcn": ( |
| 3104 | build_unary, |
| 3105 | TosaTensorGen.tgBasic, |
| 3106 | TosaTensorValuesGen.tvgDefault, |
| 3107 | None, |
| 3108 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3109 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3110 | "error_if_validators": ( |
| 3111 | TosaErrorValidator.evWrongInputType, |
| 3112 | TosaErrorValidator.evWrongOutputType, |
| 3113 | TosaErrorValidator.evWrongInputList, |
| 3114 | TosaErrorValidator.evWrongOutputList, |
| 3115 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3116 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3117 | "logical_not": { |
| 3118 | "op": Op.LOGICAL_NOT, |
| 3119 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3120 | "build_fcn": ( |
| 3121 | build_unary, |
| 3122 | TosaTensorGen.tgBasic, |
| 3123 | TosaTensorValuesGen.tvgDefault, |
| 3124 | None, |
| 3125 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3126 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3127 | "error_if_validators": ( |
| 3128 | TosaErrorValidator.evWrongInputType, |
| 3129 | TosaErrorValidator.evWrongOutputType, |
| 3130 | TosaErrorValidator.evWrongInputList, |
| 3131 | TosaErrorValidator.evWrongOutputList, |
| 3132 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3133 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3134 | "negate": { |
| 3135 | "op": Op.NEGATE, |
| 3136 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3137 | "build_fcn": ( |
| 3138 | build_unary, |
| 3139 | TosaTensorGen.tgBasic, |
| 3140 | TosaTensorValuesGen.tvgNegate, |
| 3141 | None, |
| 3142 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3143 | "qgen": TosaQuantGen.qgUnary, |
| 3144 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3145 | "error_if_validators": ( |
| 3146 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3147 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3148 | TosaErrorValidator.evWrongInputType, |
| 3149 | TosaErrorValidator.evWrongOutputType, |
| 3150 | TosaErrorValidator.evWrongInputList, |
| 3151 | TosaErrorValidator.evWrongOutputList, |
| 3152 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3153 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3154 | "reciprocal": { |
| 3155 | "op": Op.RECIPROCAL, |
| 3156 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3157 | "build_fcn": ( |
| 3158 | build_unary, |
| 3159 | TosaTensorGen.tgBasic, |
| 3160 | TosaTensorValuesGen.tvgDefault, |
| 3161 | None, |
| 3162 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3163 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3164 | "error_if_validators": ( |
| 3165 | TosaErrorValidator.evWrongInputType, |
| 3166 | TosaErrorValidator.evWrongOutputType, |
| 3167 | TosaErrorValidator.evWrongInputList, |
| 3168 | TosaErrorValidator.evWrongOutputList, |
| 3169 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3170 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3171 | "rsqrt": { |
| 3172 | "op": Op.RSQRT, |
| 3173 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3174 | "build_fcn": ( |
| 3175 | build_unary, |
| 3176 | TosaTensorGen.tgBasic, |
| 3177 | TosaTensorValuesGen.tvgDefault, |
| 3178 | None, |
| 3179 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3180 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3181 | "error_if_validators": ( |
| 3182 | TosaErrorValidator.evWrongInputType, |
| 3183 | TosaErrorValidator.evWrongOutputType, |
| 3184 | TosaErrorValidator.evWrongInputList, |
| 3185 | TosaErrorValidator.evWrongOutputList, |
| 3186 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3187 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3188 | # Elementwise Ternary operators |
| 3189 | "select": { |
| 3190 | "op": Op.SELECT, |
| 3191 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3192 | "build_fcn": ( |
| 3193 | build_select, |
| 3194 | TosaTensorGen.tgBroadcastFuzz, |
| 3195 | TosaTensorValuesGen.tvgSelect, |
| 3196 | None, |
| 3197 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3198 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3199 | "error_if_validators": ( |
| 3200 | TosaErrorValidator.evRankMismatch, |
| 3201 | TosaErrorValidator.evWrongInputType, |
| 3202 | TosaErrorValidator.evWrongOutputType, |
| 3203 | TosaErrorValidator.evWrongInputList, |
| 3204 | TosaErrorValidator.evWrongOutputList, |
| 3205 | TosaErrorValidator.evDimensionMismatch, |
| 3206 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3207 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3208 | # Comparison operators |
| 3209 | "equal": { |
| 3210 | "op": Op.EQUAL, |
| 3211 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3212 | "build_fcn": ( |
| 3213 | build_comparison, |
| 3214 | TosaTensorGen.tgBroadcastFuzz, |
| 3215 | TosaTensorValuesGen.tvgEqual, |
| 3216 | None, |
| 3217 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3218 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3219 | "error_if_validators": ( |
| 3220 | TosaErrorValidator.evRankMismatch, |
| 3221 | TosaErrorValidator.evWrongInputType, |
| 3222 | TosaErrorValidator.evWrongOutputType, |
| 3223 | TosaErrorValidator.evWrongInputList, |
| 3224 | TosaErrorValidator.evWrongOutputList, |
| 3225 | TosaErrorValidator.evDimensionMismatch, |
| 3226 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3227 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3228 | "greater_equal": { |
| 3229 | "op": Op.GREATER_EQUAL, |
| 3230 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3231 | "build_fcn": ( |
| 3232 | build_comparison, |
| 3233 | TosaTensorGen.tgBroadcastFuzz, |
| 3234 | TosaTensorValuesGen.tvgDefault, |
| 3235 | None, |
| 3236 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3237 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3238 | "error_if_validators": ( |
| 3239 | TosaErrorValidator.evRankMismatch, |
| 3240 | TosaErrorValidator.evWrongInputType, |
| 3241 | TosaErrorValidator.evWrongOutputType, |
| 3242 | TosaErrorValidator.evWrongInputList, |
| 3243 | TosaErrorValidator.evWrongOutputList, |
| 3244 | TosaErrorValidator.evDimensionMismatch, |
| 3245 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3246 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3247 | "greater": { |
| 3248 | "op": Op.GREATER, |
| 3249 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3250 | "build_fcn": ( |
| 3251 | build_comparison, |
| 3252 | TosaTensorGen.tgBroadcastFuzz, |
| 3253 | TosaTensorValuesGen.tvgDefault, |
| 3254 | None, |
| 3255 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3256 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3257 | "error_if_validators": ( |
| 3258 | TosaErrorValidator.evRankMismatch, |
| 3259 | TosaErrorValidator.evWrongInputType, |
| 3260 | TosaErrorValidator.evWrongOutputType, |
| 3261 | TosaErrorValidator.evWrongInputList, |
| 3262 | TosaErrorValidator.evWrongOutputList, |
| 3263 | TosaErrorValidator.evDimensionMismatch, |
| 3264 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3265 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3266 | # Reduction operators |
| 3267 | "reduce_all": { |
| 3268 | "op": Op.REDUCE_ALL, |
| 3269 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3270 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3271 | "build_fcn": ( |
| 3272 | build_reduce, |
| 3273 | TosaTensorGen.tgBasic, |
| 3274 | TosaTensorValuesGen.tvgDefault, |
| 3275 | TosaArgGen.agAxis, |
| 3276 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3277 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3278 | "error_if_validators": ( |
| 3279 | TosaErrorValidator.evAxisLargerRank, |
| 3280 | TosaErrorValidator.evAxisSmallerZero, |
| 3281 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3282 | TosaErrorValidator.evWrongInputType, |
| 3283 | TosaErrorValidator.evWrongOutputType, |
| 3284 | TosaErrorValidator.evWrongRank, |
| 3285 | TosaErrorValidator.evWrongInputList, |
| 3286 | TosaErrorValidator.evWrongOutputList, |
| 3287 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3288 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3289 | "reduce_any": { |
| 3290 | "op": Op.REDUCE_ANY, |
| 3291 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3292 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3293 | "build_fcn": ( |
| 3294 | build_reduce, |
| 3295 | TosaTensorGen.tgBasic, |
| 3296 | TosaTensorValuesGen.tvgDefault, |
| 3297 | TosaArgGen.agAxis, |
| 3298 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3299 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3300 | "error_if_validators": ( |
| 3301 | TosaErrorValidator.evAxisLargerRank, |
| 3302 | TosaErrorValidator.evAxisSmallerZero, |
| 3303 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3304 | TosaErrorValidator.evWrongInputType, |
| 3305 | TosaErrorValidator.evWrongOutputType, |
| 3306 | TosaErrorValidator.evWrongRank, |
| 3307 | TosaErrorValidator.evWrongInputList, |
| 3308 | TosaErrorValidator.evWrongOutputList, |
| 3309 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3310 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3311 | "reduce_max": { |
| 3312 | "op": Op.REDUCE_MAX, |
| 3313 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3314 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3315 | "build_fcn": ( |
| 3316 | build_reduce, |
| 3317 | TosaTensorGen.tgBasic, |
| 3318 | TosaTensorValuesGen.tvgDefault, |
| 3319 | TosaArgGen.agAxis, |
| 3320 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3321 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3322 | "error_if_validators": ( |
| 3323 | TosaErrorValidator.evAxisLargerRank, |
| 3324 | TosaErrorValidator.evAxisSmallerZero, |
| 3325 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3326 | TosaErrorValidator.evWrongInputType, |
| 3327 | TosaErrorValidator.evWrongOutputType, |
| 3328 | TosaErrorValidator.evWrongRank, |
| 3329 | TosaErrorValidator.evWrongInputList, |
| 3330 | TosaErrorValidator.evWrongOutputList, |
| 3331 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3332 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3333 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3334 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3335 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3336 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3337 | "build_fcn": ( |
| 3338 | build_reduce, |
| 3339 | TosaTensorGen.tgBasic, |
| 3340 | TosaTensorValuesGen.tvgDefault, |
| 3341 | TosaArgGen.agAxis, |
| 3342 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3343 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3344 | "error_if_validators": ( |
| 3345 | TosaErrorValidator.evAxisLargerRank, |
| 3346 | TosaErrorValidator.evAxisSmallerZero, |
| 3347 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3348 | TosaErrorValidator.evWrongInputType, |
| 3349 | TosaErrorValidator.evWrongOutputType, |
| 3350 | TosaErrorValidator.evWrongRank, |
| 3351 | TosaErrorValidator.evWrongInputList, |
| 3352 | TosaErrorValidator.evWrongOutputList, |
| 3353 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3354 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3355 | "reduce_product": { |
| 3356 | "op": Op.REDUCE_PRODUCT, |
| 3357 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3358 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3359 | "build_fcn": ( |
| 3360 | build_reduce, |
| 3361 | TosaTensorGen.tgBasic, |
| 3362 | TosaTensorValuesGen.tvgDefault, |
| 3363 | TosaArgGen.agAxis, |
| 3364 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3365 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3366 | "error_if_validators": ( |
| 3367 | TosaErrorValidator.evAxisLargerRank, |
| 3368 | TosaErrorValidator.evAxisSmallerZero, |
| 3369 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3370 | TosaErrorValidator.evWrongInputType, |
| 3371 | TosaErrorValidator.evWrongOutputType, |
| 3372 | TosaErrorValidator.evWrongRank, |
| 3373 | TosaErrorValidator.evWrongInputList, |
| 3374 | TosaErrorValidator.evWrongOutputList, |
| 3375 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3376 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3377 | "reduce_sum": { |
| 3378 | "op": Op.REDUCE_SUM, |
| 3379 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3380 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3381 | "build_fcn": ( |
| 3382 | build_reduce, |
| 3383 | TosaTensorGen.tgBasic, |
| 3384 | TosaTensorValuesGen.tvgReduceSum, |
| 3385 | TosaArgGen.agAxis, |
| 3386 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3387 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3388 | "error_if_validators": ( |
| 3389 | TosaErrorValidator.evAxisLargerRank, |
| 3390 | TosaErrorValidator.evAxisSmallerZero, |
| 3391 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3392 | TosaErrorValidator.evWrongInputType, |
| 3393 | TosaErrorValidator.evWrongOutputType, |
| 3394 | TosaErrorValidator.evWrongRank, |
| 3395 | TosaErrorValidator.evWrongInputList, |
| 3396 | TosaErrorValidator.evWrongOutputList, |
| 3397 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3398 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3399 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3400 | "concat": { |
| 3401 | "op": Op.CONCAT, |
| 3402 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3403 | "build_fcn": ( |
| 3404 | build_concat, |
| 3405 | TosaTensorGen.tgConcat, |
| 3406 | TosaTensorValuesGen.tvgConcat, |
| 3407 | TosaArgGen.agAxis, |
| 3408 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3409 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3410 | "error_if_validators": ( |
| 3411 | TosaErrorValidator.evAxisLargerRank, |
| 3412 | TosaErrorValidator.evAxisSmallerZero, |
| 3413 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3414 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3415 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3416 | TosaErrorValidator.evWrongInputType, |
| 3417 | TosaErrorValidator.evWrongOutputType, |
| 3418 | TosaErrorValidator.evWrongOutputList, |
| 3419 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3420 | }, |
| 3421 | "pad": { |
| 3422 | "op": Op.PAD, |
| 3423 | "operands": (1, 0), |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 3424 | "rank": (1, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3425 | "build_fcn": ( |
| 3426 | build_pad, |
| 3427 | TosaTensorGen.tgBasic, |
| 3428 | TosaTensorValuesGen.tvgDefault, |
| 3429 | TosaArgGen.agPad, |
| 3430 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3431 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3432 | "error_if_validators": ( |
| 3433 | TosaErrorValidator.evWrongInputType, |
| 3434 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3435 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3436 | TosaErrorValidator.evWrongOutputType, |
| 3437 | TosaErrorValidator.evWrongInputList, |
| 3438 | TosaErrorValidator.evWrongOutputList, |
| 3439 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3440 | }, |
| 3441 | "reshape": { |
| 3442 | "op": Op.RESHAPE, |
| 3443 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3444 | "build_fcn": ( |
| 3445 | build_reshape, |
| 3446 | TosaTensorGen.tgBasic, |
| 3447 | TosaTensorValuesGen.tvgDefault, |
| 3448 | TosaArgGen.agReshape, |
| 3449 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3450 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3451 | "error_if_validators": ( |
| 3452 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3453 | TosaErrorValidator.evWrongInputType, |
| 3454 | TosaErrorValidator.evWrongOutputType, |
| 3455 | TosaErrorValidator.evWrongInputList, |
| 3456 | TosaErrorValidator.evWrongOutputList, |
| 3457 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3458 | }, |
| 3459 | "reverse": { |
| 3460 | "op": Op.REVERSE, |
| 3461 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3462 | "build_fcn": ( |
| 3463 | build_reverse, |
| 3464 | TosaTensorGen.tgBasic, |
| 3465 | TosaTensorValuesGen.tvgDefault, |
| 3466 | TosaArgGen.agAxis, |
| 3467 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3468 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3469 | "error_if_validators": ( |
| 3470 | TosaErrorValidator.evAxisSmallerZero, |
| 3471 | TosaErrorValidator.evAxisLargerRank, |
| 3472 | TosaErrorValidator.evWrongInputType, |
| 3473 | TosaErrorValidator.evWrongOutputType, |
| 3474 | TosaErrorValidator.evWrongInputList, |
| 3475 | TosaErrorValidator.evWrongOutputList, |
| 3476 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3477 | }, |
| 3478 | "slice": { |
| 3479 | "op": Op.SLICE, |
| 3480 | "operands": (1, 0), |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 3481 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3482 | "build_fcn": ( |
| 3483 | build_slice, |
| 3484 | TosaTensorGen.tgBasic, |
| 3485 | TosaTensorValuesGen.tvgDefault, |
| 3486 | TosaArgGen.agSlice, |
| 3487 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3488 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3489 | "error_if_validators": ( |
| 3490 | TosaErrorValidator.evStartSmallerZero, |
| 3491 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3492 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3493 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3494 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3495 | TosaErrorValidator.evWrongRank, |
| 3496 | TosaErrorValidator.evWrongInputType, |
| 3497 | TosaErrorValidator.evWrongOutputType, |
| 3498 | TosaErrorValidator.evWrongInputList, |
| 3499 | TosaErrorValidator.evWrongOutputList, |
| 3500 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3501 | }, |
| 3502 | "tile": { |
| 3503 | "op": Op.TILE, |
| 3504 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3505 | "build_fcn": ( |
| 3506 | build_tile, |
| 3507 | TosaTensorGen.tgBasic, |
| 3508 | TosaTensorValuesGen.tvgDefault, |
| 3509 | TosaArgGen.agTile, |
| 3510 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3511 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3512 | "error_if_validators": ( |
| 3513 | TosaErrorValidator.evWrongInputType, |
| 3514 | TosaErrorValidator.evWrongOutputType, |
| 3515 | TosaErrorValidator.evWrongInputList, |
| 3516 | TosaErrorValidator.evWrongOutputList, |
| 3517 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3518 | }, |
| 3519 | "transpose": { |
| 3520 | "op": Op.TRANSPOSE, |
| 3521 | "operands": (1, 0), |
Jeremy Johnson | a618557 | 2021-06-21 15:55:35 +0100 | [diff] [blame] | 3522 | "rank": (1, 4), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3523 | "build_fcn": ( |
| 3524 | build_transpose, |
| 3525 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3526 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3527 | TosaArgGen.agTranspose, |
| 3528 | ), |
| 3529 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3530 | "error_if_validators": ( |
| 3531 | TosaErrorValidator.evIndexOutsideBounds, |
| 3532 | TosaErrorValidator.evIndexUsedTwice, |
| 3533 | TosaErrorValidator.evWrongInputType, |
| 3534 | TosaErrorValidator.evWrongOutputType, |
| 3535 | TosaErrorValidator.evWrongInputList, |
| 3536 | TosaErrorValidator.evWrongOutputList, |
| 3537 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3538 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3539 | # Data nodes |
| 3540 | "const": { |
| 3541 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 3542 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3543 | "build_fcn": ( |
| 3544 | build_const, |
| 3545 | TosaTensorGen.tgBasic, |
| 3546 | TosaTensorValuesGen.tvgDefault, |
| 3547 | None, |
| 3548 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3549 | "types": TYPE_FIB, |
| 3550 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3551 | "identity": { |
| 3552 | "op": Op.IDENTITY, |
| 3553 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3554 | "build_fcn": ( |
| 3555 | build_unary, |
| 3556 | TosaTensorGen.tgBasic, |
| 3557 | TosaTensorValuesGen.tvgDefault, |
| 3558 | None, |
| 3559 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3560 | "types": TYPE_FIB, |
| 3561 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3562 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3563 | "gather": { |
| 3564 | "op": Op.GATHER, |
| 3565 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 3566 | "operands": (1, 0), |
| 3567 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3568 | "build_fcn": ( |
| 3569 | build_gather, |
| 3570 | TosaTensorGen.tgBasic, |
| 3571 | TosaTensorValuesGen.tvgDefault, |
| 3572 | None, |
| 3573 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3574 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3575 | "error_if_validators": ( |
| 3576 | TosaErrorValidator.evWrongInputType, |
| 3577 | TosaErrorValidator.evWrongOutputType, |
| 3578 | TosaErrorValidator.evWrongInputList, |
| 3579 | TosaErrorValidator.evWrongOutputList, |
| 3580 | TosaErrorValidator.evWrongRank, |
| 3581 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3582 | }, |
| 3583 | "scatter": { |
| 3584 | "op": Op.SCATTER, |
| 3585 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3586 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3587 | "operands": (2, 0), |
| 3588 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3589 | "build_fcn": ( |
| 3590 | build_scatter, |
| 3591 | TosaTensorGen.tgScatter, |
| 3592 | TosaTensorValuesGen.tvgDefault, |
| 3593 | None, |
| 3594 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3595 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3596 | "error_if_validators": ( |
| 3597 | TosaErrorValidator.evWrongInputType, |
| 3598 | TosaErrorValidator.evWrongOutputType, |
| 3599 | TosaErrorValidator.evWrongInputList, |
| 3600 | TosaErrorValidator.evWrongOutputList, |
| 3601 | TosaErrorValidator.evWrongRank, |
| 3602 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3603 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3604 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3605 | "resize": { |
| 3606 | "op": Op.RESIZE, |
| 3607 | "operands": (1, 0), |
| 3608 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3609 | "build_fcn": ( |
| 3610 | build_resize, |
| 3611 | TosaTensorGen.tgNHWC, |
| 3612 | TosaTensorValuesGen.tvgDefault, |
| 3613 | TosaArgGen.agResize, |
| 3614 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3615 | "types": [DType.INT8, DType.INT16, DType.FLOAT], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3616 | "invalid_test_validators": ( |
| 3617 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3618 | ), |
| 3619 | "error_if_validators": ( |
| 3620 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3621 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 3622 | TosaErrorValidator.evScaleNLargerMax, |
| 3623 | TosaErrorValidator.evScaleDLargerMax, |
| 3624 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3625 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3626 | TosaErrorValidator.evBorderSmallerMin, |
| 3627 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3628 | TosaErrorValidator.evWrongInputType, |
| 3629 | TosaErrorValidator.evWrongOutputType, |
| 3630 | TosaErrorValidator.evWrongRank, |
| 3631 | TosaErrorValidator.evWrongInputList, |
| 3632 | TosaErrorValidator.evWrongOutputList, |
| 3633 | TosaErrorValidator.evBatchMismatch, |
| 3634 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3635 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 3636 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3637 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3638 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3639 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3640 | "cast": { |
| 3641 | "op": Op.CAST, |
| 3642 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3643 | "build_fcn": ( |
| 3644 | build_cast, |
| 3645 | TosaTensorGen.tgBasic, |
| 3646 | TosaTensorValuesGen.tvgDefault, |
| 3647 | TosaArgGen.agCast, |
| 3648 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3649 | "types": [DType.FLOAT, DType.INT8, DType.INT16, DType.INT32, DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3650 | "error_if_validators": ( |
| 3651 | TosaErrorValidator.evWrongInputType, |
| 3652 | TosaErrorValidator.evWrongOutputType, |
| 3653 | TosaErrorValidator.evWrongInputList, |
| 3654 | TosaErrorValidator.evWrongOutputList, |
| 3655 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3656 | }, |
| 3657 | "rescale": { |
| 3658 | "op": Op.RESCALE, |
| 3659 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3660 | "build_fcn": ( |
| 3661 | build_rescale, |
| 3662 | TosaTensorGen.tgBasic, |
| 3663 | TosaTensorValuesGen.tvgDefault, |
| 3664 | TosaArgGen.agRescale, |
| 3665 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3666 | "types": [ |
| 3667 | DType.UINT8, |
| 3668 | DType.INT8, |
| 3669 | DType.INT16, |
| 3670 | DType.INT32, |
| 3671 | DType.INT48, |
| 3672 | DType.UINT16, |
| 3673 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3674 | "error_if_validators": ( |
| 3675 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3676 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3677 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 3678 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3679 | TosaErrorValidator.evScaleTrue, |
| 3680 | TosaErrorValidator.evScaleNotTrue, |
| 3681 | TosaErrorValidator.evWrongInputType, |
| 3682 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3683 | TosaErrorValidator.evWrongInputList, |
| 3684 | TosaErrorValidator.evWrongOutputList, |
| 3685 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3686 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3687 | # Custom |
| 3688 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3689 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3690 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 3691 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 3692 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3693 | "cond_if_const": { |
| 3694 | "op": Op.COND_IF, |
| 3695 | "operands": (0, 2), |
| 3696 | "build_fcn": ( |
| 3697 | build_cond_if_const, |
| 3698 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3699 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3700 | TosaArgGen.agCondIf, |
| 3701 | ), |
| 3702 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3703 | "error_if_validators": ( |
| 3704 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3705 | TosaErrorValidator.evOutputListElseGraphMismatch, |
| 3706 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3707 | }, |
| 3708 | "cond_if_binary": { |
| 3709 | "op": Op.COND_IF, |
| 3710 | "operands": (2, 0), |
| 3711 | "build_fcn": ( |
| 3712 | build_cond_if_binary, |
| 3713 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3714 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3715 | TosaArgGen.agCondIf, |
| 3716 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 3717 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3718 | "error_if_validators": ( |
| 3719 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 3720 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 3721 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3722 | TosaErrorValidator.evOutputListElseGraphMismatch, |
| 3723 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3724 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3725 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3726 | "while_loop": { |
| 3727 | "op": Op.WHILE_LOOP, |
| 3728 | "operands": (0, 1), |
| 3729 | "build_fcn": ( |
| 3730 | build_while_loop, |
| 3731 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3732 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3733 | TosaArgGen.agWhileLoop, |
| 3734 | ), |
| 3735 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3736 | "error_if_validators": ( |
| 3737 | TosaErrorValidator.evInputListOutputListMismatch, |
| 3738 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 3739 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 3740 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 3741 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
| 3742 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3743 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3744 | } |
| 3745 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3746 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3747 | class OutputShaper: |
| 3748 | # Methods in this class compute the expected output shape and datatype |
| 3749 | # for common classes of operations |
| 3750 | def __init__(self): |
| 3751 | pass |
| 3752 | |
| 3753 | # These methods return arguments that can be used for |
| 3754 | # creating a new output tensor |
| 3755 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3756 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 3757 | if error_name != ErrorIf.RankMismatch: |
| 3758 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3759 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3760 | |
| 3761 | shape = [] |
| 3762 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3763 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3764 | shape.append(b.shape[i]) |
| 3765 | else: |
| 3766 | shape.append(a.shape[i]) |
| 3767 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3768 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3769 | all_dtypes = [ |
| 3770 | DType.INT8, |
| 3771 | DType.INT16, |
| 3772 | DType.INT32, |
| 3773 | DType.INT48, |
| 3774 | DType.FLOAT, |
| 3775 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3776 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3777 | outputDType = rng.choice(wrong_dtypes) |
| 3778 | else: |
| 3779 | outputDType = a.dtype |
| 3780 | |
| 3781 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3782 | |
| 3783 | @staticmethod |
| 3784 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3785 | assert len(a.shape) == len(b.shape) |
| 3786 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3787 | |
| 3788 | shape = [] |
| 3789 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3790 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3791 | shape.append(a.shape[i]) |
| 3792 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3793 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3794 | |
| 3795 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3796 | def unaryOp(ser, rng, a, error_name=None): |
| 3797 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3798 | all_dtypes = [ |
| 3799 | DType.INT8, |
| 3800 | DType.INT16, |
| 3801 | DType.INT32, |
| 3802 | DType.INT48, |
| 3803 | DType.FLOAT, |
| 3804 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3805 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3806 | outputDType = rng.choice(wrong_dtypes) |
| 3807 | else: |
| 3808 | outputDType = a.dtype |
| 3809 | |
| 3810 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3811 | |
| 3812 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3813 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 3814 | if error_name != ErrorIf.RankMismatch: |
| 3815 | assert len(a.shape) == len(b.shape) and len(a.shape) == len(cond.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3816 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3817 | |
| 3818 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 3819 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3820 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 3821 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 3822 | else: |
| 3823 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3824 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3825 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3826 | all_dtypes = [ |
| 3827 | DType.INT8, |
| 3828 | DType.INT16, |
| 3829 | DType.INT32, |
| 3830 | DType.INT48, |
| 3831 | DType.FLOAT, |
| 3832 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3833 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3834 | outputDType = rng.choice(wrong_dtypes) |
| 3835 | else: |
| 3836 | outputDType = a.dtype |
| 3837 | |
| 3838 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3839 | |
| 3840 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3841 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 3842 | if error_name != ErrorIf.RankMismatch: |
| 3843 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3844 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3845 | |
| 3846 | # Do broadcast |
| 3847 | shape = [] |
| 3848 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 3849 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3850 | shape.append(b.shape[i]) |
| 3851 | else: |
| 3852 | shape.append(a.shape[i]) |
| 3853 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3854 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3855 | wrong_dtypes = [ |
| 3856 | DType.INT8, |
| 3857 | DType.INT16, |
| 3858 | DType.INT32, |
| 3859 | DType.INT48, |
| 3860 | DType.FLOAT, |
| 3861 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3862 | outputDType = rng.choice(wrong_dtypes) |
| 3863 | else: |
| 3864 | outputDType = DType.BOOL |
| 3865 | |
| 3866 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3867 | |
| 3868 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3869 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3870 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3871 | if error_name not in [ |
| 3872 | ErrorIf.AxisSmallerZero, |
| 3873 | ErrorIf.AxisLargerRank, |
| 3874 | ErrorIf.ShapeOfAxisNotOne, |
| 3875 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3876 | shape[axis] = 1 |
| 3877 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 3878 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3879 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3880 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3881 | all_dtypes = [ |
| 3882 | DType.INT8, |
| 3883 | DType.INT16, |
| 3884 | DType.INT32, |
| 3885 | DType.INT48, |
| 3886 | DType.FLOAT, |
| 3887 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3888 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3889 | outputDType = rng.choice(wrong_dtypes) |
| 3890 | else: |
| 3891 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3892 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3893 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3894 | |
| 3895 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 3896 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3897 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 3898 | |
| 3899 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 3900 | del shape[axis] |
| 3901 | |
| 3902 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 3903 | remove = rng.choice([True, False]) |
| 3904 | if remove and len(shape) > 1: |
| 3905 | del shape[0] |
| 3906 | else: |
| 3907 | shape.append(1) |
| 3908 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 3909 | for i in range(len(shape)): |
| 3910 | shape[i] = shape[i] + rng.integers(1, 10) |
| 3911 | |
| 3912 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3913 | all_dtypes = [ |
| 3914 | DType.INT8, |
| 3915 | DType.INT16, |
| 3916 | DType.INT32, |
| 3917 | DType.INT48, |
| 3918 | DType.FLOAT, |
| 3919 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 3920 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 3921 | outputDType = rng.choice(wrong_dtypes) |
| 3922 | else: |
| 3923 | outputDType = DType.INT32 |
| 3924 | |
| 3925 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3926 | |
| 3927 | @staticmethod |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3928 | def conv2dOp(ser, rng, ifm, filter, strides, padding, dilations, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3929 | |
| 3930 | # IFM: NHWC |
| 3931 | # Filter: OHWI |
| 3932 | # OFM: NHWC |
| 3933 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3934 | h = ( |
| 3935 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3936 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3937 | + padding[0] |
| 3938 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3939 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3940 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3941 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3942 | w = ( |
| 3943 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3944 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3945 | + padding[2] |
| 3946 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3947 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3948 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3949 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3950 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 3951 | choices = [1, 2, 3] |
| 3952 | change = rng.choice(choices) |
| 3953 | # increment in multiples of stride to not hit non-integer error case |
| 3954 | if change in [1, 3]: |
| 3955 | h = h + (rng.choice(choices) * strides[0]) |
| 3956 | if change in [2, 3]: |
| 3957 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3958 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3959 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 3960 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3961 | if ifm.dtype == DType.INT8: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3962 | out_dtype = DType.INT32 |
| 3963 | elif ifm.dtype == DType.INT16: |
| 3964 | out_dtype = DType.INT48 |
| 3965 | elif ifm.dtype == DType.FLOAT: |
| 3966 | out_dtype = DType.FLOAT |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3967 | elif error_name == ErrorIf.WrongInputType: |
| 3968 | # Pick some potentially correct output dtype if input type is incorrect |
| 3969 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3970 | else: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3971 | raise Exception(f"Unsupported input dtype: {ifm.dtype}") |
| 3972 | |
| 3973 | if error_name == ErrorIf.WrongOutputType: |
| 3974 | wrong_dtypes = list(usableDTypes(excludes=[out_dtype])) |
| 3975 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3976 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3977 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3978 | |
| 3979 | @staticmethod |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3980 | def conv3dOp(ser, rng, ifm, filter, strides, padding, dilations, error_name=None): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3981 | |
| 3982 | # IFM: NDHWC |
| 3983 | # Filter: ODHWI |
| 3984 | # OFM: NDHWC |
| 3985 | |
| 3986 | d = ( |
| 3987 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3988 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3989 | + padding[0] |
| 3990 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3991 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3992 | ) // strides[0] + 1 |
| 3993 | |
| 3994 | h = ( |
| 3995 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3996 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3997 | + padding[2] |
| 3998 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3999 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4000 | ) // strides[1] + 1 |
| 4001 | |
| 4002 | w = ( |
| 4003 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4004 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4005 | + padding[4] |
| 4006 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4007 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4008 | ) // strides[2] + 1 |
| 4009 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4010 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4011 | choices = [1, 2, 3, 4] |
| 4012 | change = rng.choice(choices) |
| 4013 | # increment in multiples of stride to not hit non-integer error case |
| 4014 | if change in [1, 4]: |
| 4015 | d = d + (rng.choice(choices) * strides[0]) |
| 4016 | if change in [2, 4]: |
| 4017 | h = h + (rng.choice(choices) * strides[1]) |
| 4018 | if change in [3, 4]: |
| 4019 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4020 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4021 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4022 | |
| 4023 | if ifm.dtype == DType.INT8: |
| 4024 | out_dtype = DType.INT32 |
| 4025 | elif ifm.dtype == DType.INT16: |
| 4026 | out_dtype = DType.INT48 |
| 4027 | elif ifm.dtype == DType.FLOAT: |
| 4028 | out_dtype = DType.FLOAT |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4029 | elif error_name == ErrorIf.WrongInputType: |
| 4030 | # Pick some potentially correct output dtype if input type is incorrect |
| 4031 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4032 | else: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4033 | raise Exception(f"Unsupported input dtype: {ifm.dtype}") |
| 4034 | |
| 4035 | if error_name == ErrorIf.WrongOutputType: |
| 4036 | wrong_dtypes = list(usableDTypes(excludes=[out_dtype])) |
| 4037 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4038 | |
| 4039 | return ser.addOutput(ofm_shape, out_dtype) |
| 4040 | |
| 4041 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4042 | def depthwiseConv2dOp( |
| 4043 | ser, rng, ifm, filter, strides, padding, dilations, error_name=None |
| 4044 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4045 | # IFM: NHWC |
| 4046 | # Filter: HWCM |
| 4047 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4048 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4049 | h = ( |
| 4050 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4051 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4052 | + padding[0] |
| 4053 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4054 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4055 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4056 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4057 | w = ( |
| 4058 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4059 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4060 | + padding[2] |
| 4061 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4062 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4063 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4064 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4065 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4066 | choices = [1, 2, 3] |
| 4067 | change = rng.choice(choices) |
| 4068 | # increment in multiples of stride to not hit non-integer error case |
| 4069 | if change in [1, 3]: |
| 4070 | h = h + (rng.choice(choices) * strides[0]) |
| 4071 | if change in [2, 3]: |
| 4072 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4073 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4074 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4075 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 4076 | if ifm.dtype == DType.INT8: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4077 | out_dtype = DType.INT32 |
| 4078 | elif ifm.dtype == DType.INT16: |
| 4079 | out_dtype = DType.INT48 |
| 4080 | elif ifm.dtype == DType.FLOAT: |
| 4081 | out_dtype = DType.FLOAT |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4082 | elif error_name == ErrorIf.WrongInputType: |
| 4083 | # Pick some potentially correct output dtype if input type is incorrect |
| 4084 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4085 | else: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4086 | raise Exception(f"Unsupported input dtype: {ifm.dtype}") |
| 4087 | |
| 4088 | if error_name == ErrorIf.WrongOutputType: |
| 4089 | wrong_dtypes = list(usableDTypes(excludes=[out_dtype])) |
| 4090 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4091 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4092 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4093 | |
| 4094 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4095 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4096 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4097 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4098 | # If an incorrect stride is used set dimensions to 1, test is invalid anyway. |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4099 | h = 1 |
| 4100 | w = 1 |
| 4101 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4102 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4103 | w = (ifm.shape[2] + pad[2] + pad[3] - kernel[1]) // stride[1] + 1 |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4104 | |
| 4105 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4106 | choices = [1, 2, 3] |
| 4107 | change = rng.choice(choices) |
| 4108 | # increment in multiples of stride to not hit non-integer error case |
| 4109 | if change in [1, 3]: |
| 4110 | h = h + (rng.choice(choices) * stride[0]) |
| 4111 | if change in [2, 3]: |
| 4112 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4113 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4114 | |
| 4115 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4116 | all_dtypes = [ |
| 4117 | DType.INT8, |
| 4118 | DType.INT16, |
| 4119 | DType.INT32, |
| 4120 | DType.INT48, |
| 4121 | DType.FLOAT, |
| 4122 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4123 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4124 | outputDType = rng.choice(wrong_dtypes) |
| 4125 | else: |
| 4126 | outputDType = ifm.dtype |
| 4127 | |
| 4128 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4129 | |
| 4130 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4131 | def fullyConnectedOp(ser, rng, input, filter, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4132 | # input: N, IC |
| 4133 | # filter: OC, IC |
| 4134 | # output: N, OC |
| 4135 | |
| 4136 | output_shape = [input.shape[0], filter.shape[0]] |
| 4137 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4138 | if error_name == ErrorIf.WrongOutputType: |
| 4139 | if input.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4140 | incorrect_types = ( |
| 4141 | DType.INT4, |
| 4142 | DType.INT8, |
| 4143 | DType.INT16, |
| 4144 | DType.INT48, |
| 4145 | DType.FLOAT, |
| 4146 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4147 | elif input.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4148 | incorrect_types = ( |
| 4149 | DType.INT4, |
| 4150 | DType.INT8, |
| 4151 | DType.INT16, |
| 4152 | DType.INT32, |
| 4153 | DType.FLOAT, |
| 4154 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4155 | elif input.dtype == DType.FLOAT: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4156 | incorrect_types = ( |
| 4157 | DType.INT4, |
| 4158 | DType.INT8, |
| 4159 | DType.INT16, |
| 4160 | DType.INT32, |
| 4161 | DType.INT48, |
| 4162 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4163 | out_dtype = rng.choice(a=incorrect_types) |
| 4164 | elif input.dtype == DType.INT8: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4165 | out_dtype = DType.INT32 |
| 4166 | elif input.dtype == DType.INT16: |
| 4167 | out_dtype = DType.INT48 |
| 4168 | elif input.dtype == DType.FLOAT: |
| 4169 | out_dtype = DType.FLOAT |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4170 | elif error_name == ErrorIf.WrongInputType: |
| 4171 | # Pick some potentially correct output dtype if input type is incorrect |
| 4172 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4173 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4174 | raise Exception("Unsupported input dtype: {}".format(input.dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4175 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4176 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4177 | |
| 4178 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4179 | def matmulOp(ser, rng, a, b, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4180 | # a: N, H, C |
| 4181 | # b: N, C, W |
| 4182 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4183 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4184 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4185 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4186 | if error_name == ErrorIf.WrongOutputType: |
| 4187 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4188 | incorrect_types = ( |
| 4189 | DType.INT4, |
| 4190 | DType.INT8, |
| 4191 | DType.INT16, |
| 4192 | DType.INT48, |
| 4193 | DType.FLOAT, |
| 4194 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4195 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4196 | incorrect_types = ( |
| 4197 | DType.INT4, |
| 4198 | DType.INT8, |
| 4199 | DType.INT16, |
| 4200 | DType.INT32, |
| 4201 | DType.FLOAT, |
| 4202 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4203 | elif a.dtype == DType.FLOAT: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4204 | incorrect_types = ( |
| 4205 | DType.INT4, |
| 4206 | DType.INT8, |
| 4207 | DType.INT16, |
| 4208 | DType.INT32, |
| 4209 | DType.INT48, |
| 4210 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4211 | out_dtype = rng.choice(a=incorrect_types) |
| 4212 | elif a.dtype == DType.INT8: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4213 | out_dtype = DType.INT32 |
| 4214 | elif a.dtype == DType.INT16: |
| 4215 | out_dtype = DType.INT48 |
| 4216 | elif a.dtype == DType.FLOAT: |
| 4217 | out_dtype = DType.FLOAT |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4218 | elif error_name == ErrorIf.WrongInputType: |
| 4219 | # Pick some potentially correct output dtype if input type is incorrect |
| 4220 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4221 | else: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4222 | raise Exception("Unsupported input dtype for matmul: {}".format(a.dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4223 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4224 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4225 | |
| 4226 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4227 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4228 | input1 = a[0] |
| 4229 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4230 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4231 | # calculate the output shape, if possible, otherwise just use the first input shape |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4232 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4233 | if not ( |
| 4234 | # unable to concat tensors of different ranks |
| 4235 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4236 | # unable to concat tensors along an invalid axis |
| 4237 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4238 | ): |
| 4239 | for tensor in remaining_inputs: |
| 4240 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4241 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4242 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4243 | output_shape[axis] += rng.integers(5, 10) |
| 4244 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4245 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4246 | all_dtypes = { |
| 4247 | DType.INT8, |
| 4248 | DType.INT16, |
| 4249 | DType.INT32, |
| 4250 | DType.INT48, |
| 4251 | DType.FLOAT, |
| 4252 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4253 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4254 | outputDType = rng.choice(wrong_dtypes) |
| 4255 | else: |
| 4256 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4257 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4258 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4259 | |
| 4260 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4261 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4262 | |
| 4263 | output_shape = a.shape.copy() |
| 4264 | |
| 4265 | for i in range(len(output_shape)): |
| 4266 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4267 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4268 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4269 | bad_dim = rng.choice(range(len(output_shape))) |
| 4270 | output_shape[bad_dim] -= rng.choice([1, 2]) |
| 4271 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4272 | # Fix negative output shape if error_if test causes it |
| 4273 | if error_name == ErrorIf.PadSmallerZero and min(output_shape) < 1: |
| 4274 | output_shape = [i if i >= 1 else 1 for i in output_shape] |
| 4275 | |
| 4276 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4277 | all_dtypes = [ |
| 4278 | DType.INT8, |
| 4279 | DType.INT16, |
| 4280 | DType.INT32, |
| 4281 | DType.INT48, |
| 4282 | DType.FLOAT, |
| 4283 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4284 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4285 | outputDType = rng.choice(wrong_dtypes) |
| 4286 | else: |
| 4287 | outputDType = a.dtype |
| 4288 | |
| 4289 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4290 | |
| 4291 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4292 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4293 | output_shape = shape.copy() |
| 4294 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4295 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4296 | for i in range(len(output_shape)): |
| 4297 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4298 | |
| 4299 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4300 | all_dtypes = [ |
| 4301 | DType.INT8, |
| 4302 | DType.INT16, |
| 4303 | DType.INT32, |
| 4304 | DType.INT48, |
| 4305 | DType.FLOAT, |
| 4306 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4307 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4308 | outputDType = rng.choice(wrong_dtypes) |
| 4309 | else: |
| 4310 | outputDType = a.dtype |
| 4311 | |
| 4312 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4313 | |
| 4314 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4315 | def sliceOp(ser, rng, a, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4316 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4317 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4318 | all_dtypes = [ |
| 4319 | DType.INT8, |
| 4320 | DType.INT16, |
| 4321 | DType.INT32, |
| 4322 | DType.INT48, |
| 4323 | DType.FLOAT, |
| 4324 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4325 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4326 | outputDType = rng.choice(wrong_dtypes) |
| 4327 | else: |
| 4328 | outputDType = a.dtype |
| 4329 | |
| 4330 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
| 4331 | output_shape = size.copy() |
| 4332 | for index in range(len(output_shape)): |
| 4333 | if output_shape[index] <= 2: |
| 4334 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4335 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4336 | output_shape[index] = output_shape[index] + rng.choice( |
| 4337 | [-2, -1, 1, 2] |
| 4338 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4339 | else: |
| 4340 | output_shape = size.copy() |
| 4341 | |
| 4342 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4343 | |
| 4344 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4345 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4346 | |
| 4347 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4348 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4349 | |
| 4350 | for i in range(len(output_shape)): |
| 4351 | output_shape[i] = a.shape[i] * multiples[i] |
| 4352 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4353 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4354 | all_dtypes = [ |
| 4355 | DType.INT8, |
| 4356 | DType.INT16, |
| 4357 | DType.INT32, |
| 4358 | DType.INT48, |
| 4359 | DType.FLOAT, |
| 4360 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4361 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4362 | outputDType = rng.choice(wrong_dtypes) |
| 4363 | else: |
| 4364 | outputDType = a.dtype |
| 4365 | |
| 4366 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4367 | |
| 4368 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4369 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4370 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4371 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4372 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4373 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4374 | if error_name == ErrorIf.IndexOutsideBounds: |
| 4375 | for i in range(len(output_shape)): |
| 4376 | output_shape[i] = a.shape[0] |
| 4377 | else: |
| 4378 | for i in range(len(output_shape)): |
| 4379 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4380 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4381 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4382 | all_dtypes = [ |
| 4383 | DType.INT8, |
| 4384 | DType.INT16, |
| 4385 | DType.INT32, |
| 4386 | DType.INT48, |
| 4387 | DType.FLOAT, |
| 4388 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4389 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4390 | outputDType = rng.choice(wrong_dtypes) |
| 4391 | else: |
| 4392 | outputDType = a.dtype |
| 4393 | |
| 4394 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4395 | |
| 4396 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4397 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4398 | if error_name != ErrorIf.WrongRank: |
| 4399 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4400 | assert len(indices.shape) == 2 |
| 4401 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4402 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4403 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4404 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4405 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4406 | all_dtypes = [ |
| 4407 | DType.INT8, |
| 4408 | DType.INT16, |
| 4409 | DType.INT32, |
| 4410 | DType.INT48, |
| 4411 | DType.FLOAT, |
| 4412 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4413 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 4414 | outputDType = rng.choice(wrong_dtypes) |
| 4415 | else: |
| 4416 | outputDType = values.dtype |
| 4417 | |
| 4418 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4419 | |
| 4420 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4421 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4422 | if error_name != ErrorIf.WrongRank: |
| 4423 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4424 | assert len(indices.shape) == 2 |
| 4425 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4426 | assert values_in.shape[0] == indices.shape[0] # N |
| 4427 | assert input.shape[1] == indices.shape[1] # W |
| 4428 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4429 | |
| 4430 | output_shape = values_in.shape |
| 4431 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4432 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4433 | all_dtypes = [ |
| 4434 | DType.INT8, |
| 4435 | DType.INT16, |
| 4436 | DType.INT32, |
| 4437 | DType.INT48, |
| 4438 | DType.FLOAT, |
| 4439 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4440 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 4441 | outputDType = rng.choice(wrong_dtypes) |
| 4442 | else: |
| 4443 | outputDType = values_in.dtype |
| 4444 | |
| 4445 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4446 | |
| 4447 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4448 | def tableOp(ser, rng, input, error_name=None): |
| 4449 | # Same shape as the input, dtype dependent on input dtype |
| 4450 | if error_name != ErrorIf.WrongInputType: |
| 4451 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 4452 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4453 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4454 | wrong_dtypes = [ |
| 4455 | DType.INT8, |
| 4456 | DType.INT16, |
| 4457 | DType.INT32, |
| 4458 | DType.INT48, |
| 4459 | DType.FLOAT, |
| 4460 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4461 | wrong_dtypes.remove(output_dtype) |
| 4462 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4463 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4464 | |
| 4465 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4466 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4467 | serializer, |
| 4468 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4469 | input, |
| 4470 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4471 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4472 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4473 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4474 | input_dtype, |
| 4475 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4476 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4477 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4478 | # Calculate OH, OW |
| 4479 | scale_y_n = scale[0] |
| 4480 | scale_y_d = scale[1] |
| 4481 | scale_x_n = scale[2] |
| 4482 | scale_x_d = scale[3] |
| 4483 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 4484 | scale_y_n = max(scale_y_n, 1) |
| 4485 | scale_y_d = max(scale_y_d, 1) |
| 4486 | scale_x_n = max(scale_x_n, 1) |
| 4487 | scale_x_d = max(scale_x_d, 1) |
| 4488 | |
| 4489 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 4490 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 4491 | |
| 4492 | if error_name is not None: |
| 4493 | # Make sure the output tensor is valid, which can occur when |
| 4494 | # scale, offset or border have been changed for ERROR_IFs |
| 4495 | oh = max(oh, 1) |
| 4496 | ow = max(ow, 1) |
| 4497 | if error_name != ErrorIf.MaxDimExceeded: |
| 4498 | oh = min(oh, MAX_RESIZE_DIMENSION - 1) |
| 4499 | ow = min(ow, MAX_RESIZE_DIMENSION - 1) |
| 4500 | |
| 4501 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 4502 | choices = [1, 2, 3] |
| 4503 | change = rng.choice(choices) |
| 4504 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 4505 | if change in [1, 3]: |
| 4506 | if oh + scale_y_d >= MAX_RESIZE_DIMENSION: |
| 4507 | oh -= scale_y_d |
| 4508 | assert oh > 0 # Should have been caught in agResize |
| 4509 | else: |
| 4510 | oh += scale_y_d |
| 4511 | if change in [2, 3]: |
| 4512 | if ow + scale_x_d >= MAX_RESIZE_DIMENSION: |
| 4513 | ow -= scale_x_d |
| 4514 | assert ow > 0 # Should have been caught in agResize |
| 4515 | else: |
| 4516 | ow += scale_x_d |
| 4517 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4518 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4519 | output_dims = [ |
| 4520 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4521 | oh, |
| 4522 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4523 | input.shape[0], |
| 4524 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4525 | elif error_name == ErrorIf.BatchMismatch: |
| 4526 | output_dims = [ |
| 4527 | input.shape[0] + rng.integers(1, 10), |
| 4528 | oh, |
| 4529 | ow, |
| 4530 | input.shape[3], |
| 4531 | ] |
| 4532 | elif error_name == ErrorIf.ChannelMismatch: |
| 4533 | output_dims = [ |
| 4534 | input.shape[0], |
| 4535 | oh, |
| 4536 | ow, |
| 4537 | input.shape[3] + rng.integers(1, 10), |
| 4538 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4539 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4540 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4541 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4542 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4543 | |
| 4544 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4545 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4546 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4547 | |
| 4548 | @staticmethod |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4549 | def transposeConv2DOp(ser, rng, ifm, output_shape, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4550 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4551 | choices = [1, 2, 3] |
| 4552 | change = rng.choice(choices) |
| 4553 | if change in [1, 3]: |
| 4554 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 4555 | if change in [2, 3]: |
| 4556 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 4557 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 4558 | if ifm.dtype == DType.INT8: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4559 | out_dtype = DType.INT32 |
| 4560 | elif ifm.dtype == DType.INT16: |
| 4561 | out_dtype = DType.INT48 |
| 4562 | elif ifm.dtype == DType.FLOAT: |
| 4563 | out_dtype = DType.FLOAT |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4564 | elif error_name == ErrorIf.WrongInputType: |
| 4565 | # Pick some potentially correct output dtype if input type is incorrect |
| 4566 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4567 | else: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4568 | raise Exception(f"Unsupported input dtype: {ifm.dtype}") |
| 4569 | |
| 4570 | if error_name == ErrorIf.WrongOutputType: |
| 4571 | wrong_dtypes = list(usableDTypes(excludes=[out_dtype])) |
| 4572 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4573 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4574 | return ser.addOutput(output_shape, out_dtype) |