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