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