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