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