Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 1 | # Copyright (c) 2020-2022, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 4 | from copy import deepcopy |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 6 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 7 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 8 | from generator.tosa_arg_gen import TosaArgGen |
| 9 | from generator.tosa_arg_gen import TosaQuantGen |
| 10 | from generator.tosa_arg_gen import TosaTensorGen |
| 11 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 12 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 13 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 14 | from generator.tosa_error_if import TosaErrorValidator |
| 15 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 16 | from generator.tosa_utils import MAX_RESIZE_DIMENSION |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 17 | from generator.tosa_utils import usableDTypes |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 18 | from tosa.DType import DType |
| 19 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 20 | |
| 21 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 22 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 23 | # Maximum rank of tensor supported by test generator. |
| 24 | TOSA_TENSOR_MAX_RANK = 6 |
| 25 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 26 | def __init__(self, args): |
| 27 | self.args = args |
| 28 | self.basePath = args.output_dir |
| 29 | self.random_seed = args.random_seed |
| 30 | self.ser = None |
| 31 | self.rng = np.random.default_rng(self.random_seed) |
| 32 | self.createDynamicOpLists() |
| 33 | self.initOpListDefaults() |
| 34 | self.quantGen = TosaQuantGen() |
| 35 | # Force makeShape to do a specific starting shape |
| 36 | self.targetted_shape = None |
| 37 | |
| 38 | def createSerializer(self, opName, testPath): |
| 39 | self.testPath = os.path.join(opName, testPath) |
| 40 | |
| 41 | fullPath = os.path.join(self.basePath, self.testPath) |
| 42 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | a0848c6 | 2022-09-15 15:01:30 +0100 | [diff] [blame] | 43 | self.ser = ts.TosaSerializer(fullPath, saveConstsToFile=self.args.dump_consts) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 44 | |
| 45 | def getSerializer(self): |
| 46 | return self.ser |
| 47 | |
| 48 | def serialize(self, testName): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 49 | with open( |
| 50 | os.path.join(self.basePath, self.testPath, "{}.tosa".format(testName)), "wb" |
| 51 | ) as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 52 | fd.write(self.ser.serialize()) |
| 53 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 54 | with open(os.path.join(self.basePath, self.testPath, "desc.json"), "w") as fd: |
| 55 | fd.write(self.ser.writeJson("{}.tosa".format(testName))) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 56 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 57 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 58 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 59 | seed = self.random_seed + 1 |
| 60 | self.rng = np.random.default_rng(seed) |
| 61 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 62 | def getRandTensor(self, shape, dtype): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 63 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 64 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 65 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 66 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 67 | return np.int32(self.rng.integers(low=-7, high=8, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 68 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 69 | return np.int32(self.rng.integers(low=-128, high=128, size=shape)) |
| 70 | elif dtype == DType.UINT8: |
| 71 | return np.int32(self.rng.integers(low=0, high=256, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 72 | elif dtype == DType.INT16: |
| 73 | return np.int32(self.rng.integers(low=-32768, high=32768, size=shape)) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 74 | elif dtype == DType.UINT16: |
| 75 | return np.int32(self.rng.integers(low=0, high=65536, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 76 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 77 | return np.int32( |
| 78 | self.rng.integers(low=-(1 << 31), high=(1 << 31), size=shape) |
| 79 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 80 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 81 | return np.int64( |
| 82 | self.rng.integers(low=-(1 << 47), high=(1 << 47), size=shape) |
| 83 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 84 | elif dtype == DType.FP16: |
| 85 | return np.float16(self.rng.random(size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 86 | elif dtype == DType.FLOAT: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 87 | return np.float32(self.rng.random(size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 88 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 89 | raise Exception("Unrecognized Dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 90 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 91 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 92 | placeholders = [] |
| 93 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 94 | assert len(shape_list) == len(dtype_list) |
| 95 | |
| 96 | for idx, shape in enumerate(shape_list): |
| 97 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 98 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 99 | |
| 100 | return placeholders |
| 101 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 102 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 103 | consts = [] |
| 104 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 105 | assert len(shape_list) == len(dtype_list) |
| 106 | |
| 107 | for idx, shape in enumerate(shape_list): |
| 108 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 109 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 110 | |
| 111 | return consts |
| 112 | |
| 113 | def makeShape(self, rank): |
| 114 | if self.targetted_shape: |
| 115 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 116 | return np.int32( |
| 117 | self.rng.integers( |
| 118 | low=self.args.tensor_shape_range[0], |
| 119 | high=self.args.tensor_shape_range[1], |
| 120 | size=rank, |
| 121 | ) |
| 122 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 123 | |
| 124 | def setTargetShape(self, shape): |
| 125 | self.targetted_shape = shape |
| 126 | |
| 127 | def randInt(self, low=0, high=256): |
| 128 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 129 | |
| 130 | def getRandNumberDType(self, dtype): |
| 131 | if dtype == DType.FLOAT: |
| 132 | return self.rng.random() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 133 | elif dtype == DType.FP16: |
| 134 | rand_f32 = self.rng.random() |
| 135 | return np.float16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 136 | elif dtype == DType.BOOL: |
| 137 | return self.rng.choice([False, True]) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 138 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 139 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 140 | low, high = (-7, 8) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 141 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 142 | low, high = (-128, 128) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 143 | elif dtype == DType.INT16: |
| 144 | low, high = (-32768, 32768) |
| 145 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 146 | low, high = (-(1 << 31), (1 << 31)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 147 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 148 | low, high = (-(1 << 47), (1 << 47)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 149 | # Special size |
| 150 | return np.int64(self.rng.integers(low, high, size=1))[0] |
| 151 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 152 | raise Exception("Unknown dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 153 | |
| 154 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 155 | |
| 156 | def shapeStr(self, shape): |
| 157 | |
| 158 | sStr = [] |
| 159 | # Convert to strings |
| 160 | for i in shape: |
| 161 | sStr.append(str(i)) |
| 162 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 163 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 164 | |
| 165 | def typeStr(self, t): |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 166 | if isinstance(t, list): |
| 167 | assert len(t) >= 2 |
| 168 | return "{}x{}".format(self.typeStr(t[0]), self.typeStr(t[1])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 169 | else: |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 170 | if t == DType.BOOL: |
| 171 | return "b" |
| 172 | elif t == DType.INT4: |
| 173 | return "i4" |
| 174 | elif t == DType.INT8: |
| 175 | return "i8" |
| 176 | elif t == DType.UINT8: |
| 177 | return "u8" |
| 178 | elif t == DType.INT16: |
| 179 | return "i16" |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 180 | elif t == DType.UINT16: |
| 181 | return "u16" |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 182 | elif t == DType.INT32: |
| 183 | return "i32" |
| 184 | elif t == DType.INT48: |
| 185 | return "i48" |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 186 | elif t == DType.FP16: |
| 187 | return "f16" |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 188 | elif t == DType.FLOAT: |
| 189 | return "float" |
| 190 | else: |
| 191 | raise Exception("Unknown dtype, cannot convert to string: {}".format(t)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | |
| 193 | def typeWidth(self, t): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 194 | """Get the datatype width for data types""" |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 195 | if t == DType.INT4: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 196 | return 4 |
| 197 | elif t == DType.INT8: |
| 198 | return 8 |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 199 | elif t == DType.UINT8: |
| 200 | return 8 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 201 | elif t == DType.INT16: |
| 202 | return 16 |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 203 | elif t == DType.UINT16: |
| 204 | return 16 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 205 | elif t == DType.INT32: |
| 206 | return 32 |
| 207 | elif t == DType.INT48: |
| 208 | return 48 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 209 | elif t == DType.FP16: |
| 210 | return 16 |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 211 | elif t == DType.FLOAT: |
| 212 | return 32 |
| 213 | elif t == DType.BOOL: |
| 214 | return 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | else: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 216 | raise Exception(f"Unknown dtype, cannot determine width: {t}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 217 | |
| 218 | # Argument generators |
| 219 | # Returns a list of tuples (stringDescriptor, [build_fcn_arg_list]) |
| 220 | # Where the string descriptor is used to generate the test name and |
| 221 | # The build_fcn_arg_list is expanded and passed to the operator test |
| 222 | # build function |
| 223 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 224 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 225 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 226 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 227 | # build_placeholder returns an int, ABS/other ops does not |
| 228 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 229 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 230 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 231 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 232 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 233 | return result_tens |
| 234 | |
| 235 | # Ensure new output type has correct qinfo |
| 236 | if error_name == ErrorIf.WrongOutputType: |
| 237 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 238 | qinfo = [ |
| 239 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 240 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 241 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 242 | |
| 243 | # Invalidate Input/Output list for error if checks. |
| 244 | input_list = [a.name] |
| 245 | output_list = [result_tens.name] |
| 246 | pCount, cCount = op["operands"] |
| 247 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 248 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 249 | self, error_name, input_list, output_list |
| 250 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 251 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 252 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 253 | self.ser, |
| 254 | validator_fcns, |
| 255 | error_name, |
| 256 | op=op, |
| 257 | input_dtype=a.dtype, |
| 258 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 259 | qinfo=qinfo, |
| 260 | result_tensor=result_tens, |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 261 | input_list=input_list, |
| 262 | output_list=output_list, |
| 263 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 264 | ): |
| 265 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 266 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 267 | attr = None |
| 268 | if op["op"] == Op.NEGATE: |
| 269 | attr = ts.TosaSerializerAttribute() |
| 270 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 271 | |
| 272 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 273 | return result_tens |
| 274 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 275 | 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] | 276 | result_tens = OutputShaper.binaryBroadcastOp( |
| 277 | self.ser, self.rng, a, b, error_name |
| 278 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 279 | |
| 280 | # Invalidate Input/Output list for error if checks. |
| 281 | input_list = [a.name, b.name] |
| 282 | output_list = [result_tens.name] |
| 283 | pCount, cCount = op["operands"] |
| 284 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 285 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 286 | self, error_name, input_list, output_list |
| 287 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 288 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 289 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 290 | self.ser, |
| 291 | validator_fcns, |
| 292 | error_name, |
| 293 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 294 | input1=a, |
| 295 | input2=b, |
| 296 | input_dtype=a.dtype, |
| 297 | output_dtype=result_tens.dtype, |
| 298 | result_tensor=result_tens, |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 299 | input_list=input_list, |
| 300 | output_list=output_list, |
| 301 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 302 | ): |
| 303 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 304 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 305 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 306 | return result_tens |
| 307 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 308 | 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] | 309 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 310 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 311 | return result_tens |
| 312 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 313 | def build_arithmetic_right_shift( |
| 314 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 315 | ): |
| 316 | result_tens = OutputShaper.binaryBroadcastOp( |
| 317 | self.ser, self.rng, a, b, error_name |
| 318 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 319 | |
| 320 | # Invalidate Input/Output list for error if checks. |
| 321 | input_list = [a.name, b.name] |
| 322 | output_list = [result_tens.name] |
| 323 | pCount, cCount = op["operands"] |
| 324 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 325 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 326 | self, error_name, input_list, output_list |
| 327 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 328 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 329 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 330 | self.ser, |
| 331 | validator_fcns, |
| 332 | error_name, |
| 333 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 334 | input1=a, |
| 335 | input2=b, |
| 336 | input_dtype=a.dtype, |
| 337 | output_dtype=result_tens.dtype, |
| 338 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 339 | input_list=input_list, |
| 340 | output_list=output_list, |
| 341 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 342 | ): |
| 343 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 344 | |
| 345 | attr = ts.TosaSerializerAttribute() |
| 346 | attr.ArithmeticRightShiftAttribute(round) |
| 347 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 348 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 349 | return result_tens |
| 350 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 351 | 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] | 352 | result_tens = OutputShaper.binaryBroadcastOp( |
| 353 | self.ser, self.rng, a, b, error_name |
| 354 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 355 | |
| 356 | # Special for multiply: |
| 357 | # Force the result to INT32 for INT types |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 358 | if a.dtype not in (DType.FP16, DType.FLOAT): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 359 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 360 | if error_name == ErrorIf.WrongOutputType: |
| 361 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 362 | outputDType = self.rng.choice(all_dtypes) |
| 363 | result_tens.setDtype(outputDType) |
| 364 | |
| 365 | # Invalidate Input/Output list for error if checks. |
| 366 | input_list = [a.name, b.name] |
| 367 | output_list = [result_tens.name] |
| 368 | pCount, cCount = op["operands"] |
| 369 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 370 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 371 | self, error_name, input_list, output_list |
| 372 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 373 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 374 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 375 | self.ser, |
| 376 | validator_fcns, |
| 377 | error_name, |
| 378 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 379 | input1=a, |
| 380 | input2=b, |
| 381 | input_dtype=a.dtype, |
| 382 | output_dtype=result_tens.dtype, |
| 383 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 384 | input_list=input_list, |
| 385 | output_list=output_list, |
| 386 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 387 | ): |
| 388 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 389 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 390 | attr = ts.TosaSerializerAttribute() |
| 391 | attr.MulAttribute(shift) |
| 392 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 393 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 394 | return result_tens |
| 395 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 396 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 397 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 398 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 399 | attr = ts.TosaSerializerAttribute() |
| 400 | attr.TableAttribute(table) |
| 401 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 402 | # Invalidate Input/Output list for error if checks. |
| 403 | input_list = [a.name] |
| 404 | output_list = [result_tens.name] |
| 405 | pCount, cCount = op["operands"] |
| 406 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 407 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 408 | self, error_name, input_list, output_list |
| 409 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 410 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 411 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 412 | self.ser, |
| 413 | validator_fcns, |
| 414 | error_name, |
| 415 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 416 | input_shape=a.shape, |
| 417 | input_dtype=a.dtype, |
| 418 | output_dtype=result_tens.dtype, |
| 419 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 420 | input_list=input_list, |
| 421 | output_list=output_list, |
| 422 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 423 | ): |
| 424 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 425 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 426 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 427 | |
| 428 | return result_tens |
| 429 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 430 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 431 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 432 | |
| 433 | # Invalidate Input/Output list for error if checks. |
| 434 | input_list = [cond.name, a.name, b.name] |
| 435 | output_list = [result_tens.name] |
| 436 | pCount, cCount = op["operands"] |
| 437 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 438 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 439 | self, error_name, input_list, output_list |
| 440 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 441 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 442 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 443 | self.ser, |
| 444 | validator_fcns, |
| 445 | error_name, |
| 446 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 447 | input1=cond, |
| 448 | input2=a, |
| 449 | input3=b, |
| 450 | input_shape=a.shape, |
| 451 | input_dtype=a.dtype, |
| 452 | output_dtype=result_tens.dtype, |
| 453 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 454 | input_list=input_list, |
| 455 | output_list=output_list, |
| 456 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 457 | ): |
| 458 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 459 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 460 | self.ser.addOperator( |
| 461 | op["op"], |
| 462 | input_list, |
| 463 | output_list, |
| 464 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 465 | return result_tens |
| 466 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 467 | 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] | 468 | result_tens = OutputShaper.binaryComparisonOp( |
| 469 | self.ser, self.rng, a, b, error_name |
| 470 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 471 | |
| 472 | # Invalidate Input/Output list for error if checks. |
| 473 | input_list = [a.name, b.name] |
| 474 | output_list = [result_tens.name] |
| 475 | pCount, cCount = op["operands"] |
| 476 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 477 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 478 | self, error_name, input_list, output_list |
| 479 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 480 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 481 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 482 | self.ser, |
| 483 | validator_fcns, |
| 484 | error_name, |
| 485 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 486 | input1=a, |
| 487 | input2=b, |
| 488 | input_shape=a.shape, |
| 489 | input_dtype=a.dtype, |
| 490 | output_shape=result_tens.shape, |
| 491 | output_dtype=result_tens.dtype, |
| 492 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 493 | input_list=input_list, |
| 494 | output_list=output_list, |
| 495 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 496 | ): |
| 497 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 498 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 499 | self.ser.addOperator( |
| 500 | op["op"], |
| 501 | input_list, |
| 502 | output_list, |
| 503 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 504 | return result_tens |
| 505 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 506 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 507 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 508 | |
| 509 | # Invalidate Input/Output list for error if checks. |
| 510 | input_list = [a.name] |
| 511 | output_list = [result_tens.name] |
| 512 | pCount, cCount = op["operands"] |
| 513 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 514 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 515 | self, error_name, input_list, output_list |
| 516 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 517 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 518 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 519 | self.ser, |
| 520 | validator_fcns, |
| 521 | error_name, |
| 522 | op=op, |
| 523 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 524 | input_shape=a.shape, |
| 525 | input_dtype=a.dtype, |
| 526 | output_shape=result_tens.shape, |
| 527 | output_dtype=result_tens.dtype, |
| 528 | result_tensor=result_tens, |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 529 | input_list=input_list, |
| 530 | output_list=output_list, |
| 531 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 532 | ): |
| 533 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 534 | |
| 535 | attr = ts.TosaSerializerAttribute() |
| 536 | attr.AxisAttribute(axis) |
| 537 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 538 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 539 | return result_tens |
| 540 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 541 | def build_pool2d( |
| 542 | self, |
| 543 | op, |
| 544 | input, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 545 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 546 | stride, |
| 547 | pad, |
| 548 | kernel, |
| 549 | validator_fcns=None, |
| 550 | error_name=None, |
| 551 | qinfo=None, |
| 552 | ): |
| 553 | result_tens = OutputShaper.pool2dOp( |
| 554 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 555 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 556 | |
| 557 | # Ensure new output type has correct qinfo |
| 558 | if error_name == ErrorIf.WrongInputType: |
| 559 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 560 | qinfo = [ |
| 561 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 562 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 563 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 564 | |
| 565 | # Invalidate Input/Output list for error if checks. |
| 566 | input_list = [input.name] |
| 567 | output_list = [result_tens.name] |
| 568 | pCount, cCount = op["operands"] |
| 569 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 570 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 571 | self, error_name, input_list, output_list |
| 572 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 573 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 574 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 575 | self.ser, |
| 576 | validator_fcns, |
| 577 | error_name, |
| 578 | op=op, |
| 579 | input_shape=input.shape, |
| 580 | input_dtype=input.dtype, |
| 581 | output_shape=result_tens.shape, |
| 582 | output_dtype=result_tens.dtype, |
| 583 | kernel=kernel, |
| 584 | stride=stride, |
| 585 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 586 | qinfo=qinfo, |
| 587 | result_tensor=result_tens, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 588 | input_list=input_list, |
| 589 | output_list=output_list, |
| 590 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 591 | ): |
| 592 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 593 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 594 | if qinfo is None: |
| 595 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 596 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 597 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 598 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 599 | |
| 600 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 601 | return result_tens |
| 602 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 603 | def build_maxpool2d( |
| 604 | self, |
| 605 | op, |
| 606 | input, |
| 607 | stride, |
| 608 | pad, |
| 609 | kernel, |
| 610 | validator_fcns=None, |
| 611 | error_name=None, |
| 612 | qinfo=None, |
| 613 | ): |
| 614 | # Same as build_pool2d but manually sets accum_dtype value |
| 615 | # (maxpool has no accum_dtype) |
| 616 | return self.build_pool2d( |
| 617 | op, |
| 618 | input, |
| 619 | DType.UNKNOWN, |
| 620 | stride, |
| 621 | pad, |
| 622 | kernel, |
| 623 | validator_fcns, |
| 624 | error_name, |
| 625 | qinfo, |
| 626 | ) |
| 627 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 628 | def build_conv2d( |
| 629 | self, |
| 630 | op, |
| 631 | ifm, |
| 632 | filter, |
| 633 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 634 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 635 | strides, |
| 636 | padding, |
| 637 | dilations, |
| 638 | validator_fcns=None, |
| 639 | error_name=None, |
| 640 | qinfo=None, |
| 641 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 642 | assert len(padding) == 4 |
| 643 | result_tens = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 644 | self.ser, |
| 645 | self.rng, |
| 646 | ifm, |
| 647 | filter, |
| 648 | accum_dtype, |
| 649 | strides, |
| 650 | padding, |
| 651 | dilations, |
| 652 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 653 | ) |
| 654 | |
| 655 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 656 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 657 | DType.INT8, |
| 658 | DType.UINT8, |
| 659 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 660 | qinfo = [ |
| 661 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 662 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 663 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 664 | |
| 665 | # Invalidate Input/Output list for error_if checks. |
| 666 | input_list = [ifm.name, filter.name, bias.name] |
| 667 | output_list = [result_tens.name] |
| 668 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 669 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 670 | self, error_name, input_list, output_list |
| 671 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 672 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 673 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 674 | self.ser, |
| 675 | validator_fcns, |
| 676 | error_name, |
| 677 | op=op, |
| 678 | input_dtype=ifm.dtype, |
| 679 | weight_dtype=filter.dtype, |
| 680 | output_dtype=result_tens.dtype, |
| 681 | qinfo=qinfo, |
| 682 | input_list=input_list, |
| 683 | num_operands=num_operands, |
| 684 | output_list=output_list, |
| 685 | pad=padding, |
| 686 | stride=strides, |
| 687 | dilation=dilations, |
| 688 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 689 | weight_shape=filter.shape, |
| 690 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 691 | ): |
| 692 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 693 | |
| 694 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 695 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 696 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 697 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 698 | return result_tens |
| 699 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 700 | def build_conv3d( |
| 701 | self, |
| 702 | op, |
| 703 | ifm, |
| 704 | filter, |
| 705 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 706 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 707 | strides, |
| 708 | padding, |
| 709 | dilations, |
| 710 | validator_fcns=None, |
| 711 | error_name=None, |
| 712 | qinfo=None, |
| 713 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 714 | assert len(padding) == 6 |
| 715 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 716 | self.ser, |
| 717 | self.rng, |
| 718 | ifm, |
| 719 | filter, |
| 720 | accum_dtype, |
| 721 | strides, |
| 722 | padding, |
| 723 | dilations, |
| 724 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 725 | ) |
| 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 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 732 | qinfo = [ |
| 733 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 734 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 735 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 736 | |
| 737 | # Invalidate Input/Output list for error_if checks. |
| 738 | input_list = [ifm.name, filter.name, bias.name] |
| 739 | output_list = [result_tens.name] |
| 740 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 741 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 742 | self, error_name, input_list, output_list |
| 743 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 744 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 745 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 746 | self.ser, |
| 747 | validator_fcns, |
| 748 | error_name, |
| 749 | op=op, |
| 750 | input_dtype=ifm.dtype, |
| 751 | weight_dtype=filter.dtype, |
| 752 | output_dtype=result_tens.dtype, |
| 753 | qinfo=qinfo, |
| 754 | input_list=input_list, |
| 755 | num_operands=num_operands, |
| 756 | output_list=output_list, |
| 757 | pad=padding, |
| 758 | stride=strides, |
| 759 | dilation=dilations, |
| 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 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 765 | |
| 766 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 767 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], accum_dtype) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 768 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 769 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 770 | return result_tens |
| 771 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 772 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 773 | self, |
| 774 | op, |
| 775 | ifm, |
| 776 | filter, |
| 777 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 778 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 779 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 780 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 781 | output_shape, |
| 782 | validator_fcns=None, |
| 783 | error_name=None, |
| 784 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 785 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 786 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 787 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 788 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 789 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 790 | |
| 791 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 792 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 793 | DType.INT8, |
| 794 | DType.UINT8, |
| 795 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 796 | qinfo = [ |
| 797 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 798 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 799 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 800 | |
| 801 | # Invalidate Input/Output list for error_if checks. |
| 802 | input_list = [ifm.name, filter.name, bias.name] |
| 803 | output_list = [result_tens.name] |
| 804 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 805 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 806 | self, error_name, input_list, output_list |
| 807 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 808 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 809 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 810 | self.ser, |
| 811 | validator_fcns, |
| 812 | error_name, |
| 813 | op=op, |
| 814 | input_dtype=ifm.dtype, |
| 815 | weight_dtype=filter.dtype, |
| 816 | output_dtype=result_tens.dtype, |
| 817 | qinfo=qinfo, |
| 818 | input_list=input_list, |
| 819 | num_operands=num_operands, |
| 820 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 821 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 822 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 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() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 830 | attr.TransposeConvAttribute( |
| 831 | out_pad, stride, output_shape, qinfo[0], qinfo[1], accum_dtype |
| 832 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 833 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 834 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 835 | return result_tens |
| 836 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 837 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 838 | self, |
| 839 | op, |
| 840 | ifm, |
| 841 | filter, |
| 842 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 843 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 844 | strides, |
| 845 | padding, |
| 846 | dilations, |
| 847 | validator_fcns=None, |
| 848 | error_name=None, |
| 849 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 850 | ): |
| 851 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 852 | self.ser, |
| 853 | self.rng, |
| 854 | ifm, |
| 855 | filter, |
| 856 | accum_dtype, |
| 857 | strides, |
| 858 | padding, |
| 859 | dilations, |
| 860 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 861 | ) |
| 862 | |
| 863 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 864 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 865 | DType.INT8, |
| 866 | DType.UINT8, |
| 867 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 868 | qinfo = [ |
| 869 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 870 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 871 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 872 | |
| 873 | # Invalidate Input/Output list for error_if checks. |
| 874 | input_list = [ifm.name, filter.name, bias.name] |
| 875 | output_list = [result_tens.name] |
| 876 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 877 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 878 | self, error_name, input_list, output_list |
| 879 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 880 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 881 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 882 | self.ser, |
| 883 | validator_fcns, |
| 884 | error_name, |
| 885 | op=op, |
| 886 | input_dtype=ifm.dtype, |
| 887 | weight_dtype=filter.dtype, |
| 888 | output_dtype=result_tens.dtype, |
| 889 | qinfo=qinfo, |
| 890 | input_list=input_list, |
| 891 | num_operands=num_operands, |
| 892 | output_list=output_list, |
| 893 | pad=padding, |
| 894 | stride=strides, |
| 895 | dilation=dilations, |
| 896 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 897 | weight_shape=filter.shape, |
| 898 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 899 | ): |
| 900 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 901 | |
| 902 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 903 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 904 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 905 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 906 | return result_tens |
| 907 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 908 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 909 | self, |
| 910 | op, |
| 911 | ifm, |
| 912 | filter, |
| 913 | bias, |
| 914 | accum_dtype, |
| 915 | validator_fcns=None, |
| 916 | error_name=None, |
| 917 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 918 | ): |
| 919 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 920 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 921 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 922 | |
| 923 | # Invalidate Input/Output list for error if checks. |
| 924 | input_list = [ifm.name, filter.name, bias.name] |
| 925 | output_list = [result_tens.name] |
| 926 | pCount, cCount = op["operands"] |
| 927 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 928 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 929 | self, error_name, input_list, output_list |
| 930 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 931 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 932 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 933 | self.ser, |
| 934 | validator_fcns, |
| 935 | error_name, |
| 936 | op=op, |
| 937 | input_shape=ifm.shape, |
| 938 | input_dtype=ifm.dtype, |
| 939 | weight_dtype=filter.dtype, |
| 940 | output_shape=result_tens.shape, |
| 941 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 942 | qinfo=qinfo, |
| 943 | result_tensor=result_tens, |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 944 | input_list=input_list, |
| 945 | output_list=output_list, |
| 946 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 947 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 948 | ): |
| 949 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 950 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 951 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 952 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 953 | |
| 954 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 955 | return result_tens |
| 956 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 957 | def build_matmul( |
| 958 | self, op, a, b, accum_dtype, validator_fcns=None, error_name=None, qinfo=None |
| 959 | ): |
| 960 | result_tens = OutputShaper.matmulOp( |
| 961 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 962 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 963 | |
| 964 | # Invalidate Input/Output list for error if checks. |
| 965 | input_list = [a.name, b.name] |
| 966 | output_list = [result_tens.name] |
| 967 | pCount, cCount = op["operands"] |
| 968 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 969 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 970 | self, error_name, input_list, output_list |
| 971 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 972 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 973 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 974 | self.ser, |
| 975 | validator_fcns, |
| 976 | error_name, |
| 977 | op=op, |
| 978 | input_shape=a.shape, |
| 979 | input_dtype=a.dtype, |
| 980 | input2_shape=b.shape, |
| 981 | input2_dtype=b.dtype, |
| 982 | output_shape=result_tens.shape, |
| 983 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 984 | qinfo=qinfo, |
| 985 | result_tensor=result_tens, |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 986 | input_list=input_list, |
| 987 | output_list=output_list, |
| 988 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 989 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 990 | ): |
| 991 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 992 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 993 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 994 | attr.MatMulAttribute(qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 995 | |
| 996 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 997 | return result_tens |
| 998 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 999 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1000 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1001 | |
| 1002 | # Invalidate Input/Output list for error if checks. |
| 1003 | input_list = [a.name] |
| 1004 | output_list = [result_tens.name] |
| 1005 | pCount, cCount = op["operands"] |
| 1006 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1007 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1008 | self, error_name, input_list, output_list |
| 1009 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1010 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1011 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1012 | self.ser, |
| 1013 | validator_fcns, |
| 1014 | error_name, |
| 1015 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1016 | axis=axis, |
| 1017 | input_shape=a.shape, |
| 1018 | output_shape=result_tens.shape, |
| 1019 | input_dtype=a.dtype, |
| 1020 | output_dtype=result_tens.dtype, |
| 1021 | result_tensor=result_tens, |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1022 | input_list=input_list, |
| 1023 | output_list=output_list, |
| 1024 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1025 | ): |
| 1026 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1027 | |
| 1028 | attr = ts.TosaSerializerAttribute() |
| 1029 | attr.AxisAttribute(axis) |
| 1030 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1031 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1032 | return result_tens |
| 1033 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1034 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1035 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1036 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1037 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1038 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1039 | if error_name == ErrorIf.MaxSmallerMin: |
| 1040 | # Make sure the numbers are different to invoke this error |
| 1041 | while v[0] == v[1]: |
| 1042 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1043 | max_val = min(v) |
| 1044 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1045 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1046 | max_val = max(v) |
| 1047 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1048 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1049 | # Invalidate Input/Output list for error if checks. |
| 1050 | input_list = [a.name] |
| 1051 | output_list = [result_tens.name] |
| 1052 | pCount, cCount = op["operands"] |
| 1053 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1054 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1055 | self, error_name, input_list, output_list |
| 1056 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1057 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1058 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1059 | self.ser, |
| 1060 | validator_fcns, |
| 1061 | error_name, |
| 1062 | op=op, |
| 1063 | max_val=max_val, |
| 1064 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1065 | input_shape=a.shape, |
| 1066 | output_shape=result_tens.shape, |
| 1067 | input_dtype=a.dtype, |
| 1068 | output_dtype=result_tens.dtype, |
| 1069 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1070 | input_list=input_list, |
| 1071 | output_list=output_list, |
| 1072 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1073 | ): |
| 1074 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1075 | |
| 1076 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 1077 | if a.dtype in (DType.FP16, DType.FLOAT): |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1078 | attr.ClampAttribute(0, 0, min_val, max_val) |
| 1079 | else: |
| 1080 | attr.ClampAttribute(min_val, max_val, 0, 0) |
| 1081 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1082 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1083 | return result_tens |
| 1084 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1085 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1086 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1087 | attr = ts.TosaSerializerAttribute() |
| 1088 | |
| 1089 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FLOAT)) |
| 1090 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1091 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1092 | return result_tens |
| 1093 | |
| 1094 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1095 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1096 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1097 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1098 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1099 | return result_tens |
| 1100 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1101 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1102 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1103 | |
| 1104 | # Invalidate Input/Output list for error if checks. |
| 1105 | input_list = [a.name] |
| 1106 | output_list = [result_tens.name] |
| 1107 | pCount, cCount = op["operands"] |
| 1108 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1109 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1110 | self, error_name, input_list, output_list |
| 1111 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1112 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1113 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1114 | self.ser, |
| 1115 | validator_fcns, |
| 1116 | error_name, |
| 1117 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1118 | input_shape=a.shape, |
| 1119 | output_shape=result_tens.shape, |
| 1120 | input_dtype=a.dtype, |
| 1121 | output_dtype=result_tens.dtype, |
| 1122 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1123 | input_list=input_list, |
| 1124 | output_list=output_list, |
| 1125 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1126 | ): |
| 1127 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1128 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1129 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1130 | return result_tens |
| 1131 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1132 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1133 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1134 | |
| 1135 | # Invalidate Input/Output list for error if checks. |
| 1136 | input_list = [a.name] |
| 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 | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1143 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1144 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +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, |
| 1153 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1154 | input_list=input_list, |
| 1155 | output_list=output_list, |
| 1156 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1157 | ): |
| 1158 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1159 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1160 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1161 | return result_tens |
| 1162 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1163 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1164 | if error_name != ErrorIf.WrongInputType: |
| 1165 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1166 | |
| 1167 | # To store variable length list of input tensors we need to store axis along with it |
| 1168 | axis = a[-1] |
| 1169 | a = a[:-1] |
| 1170 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1171 | result_tens = OutputShaper.concatOp( |
| 1172 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1173 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1174 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1175 | input_tensor_names = [] |
| 1176 | for tensor in a: |
| 1177 | input_tensor_names.append(tensor.name) |
| 1178 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1179 | # Invalidate Input/Output list for error if checks. |
| 1180 | input_list = input_tensor_names |
| 1181 | output_list = [result_tens.name] |
| 1182 | pCount, cCount = op["operands"] |
| 1183 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1184 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1185 | self, error_name, input_list, output_list |
| 1186 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1187 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1188 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1189 | self.ser, |
| 1190 | validator_fcns, |
| 1191 | error_name, |
| 1192 | op=op, |
| 1193 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1194 | input_shape=a[0].shape, |
| 1195 | output_shape=result_tens.shape, |
| 1196 | input_dtype=a[0].dtype, |
| 1197 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1198 | inputs=a, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1199 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1200 | input_list=input_list, |
| 1201 | output_list=output_list, |
| 1202 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1203 | ): |
| 1204 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1205 | |
| 1206 | attr = ts.TosaSerializerAttribute() |
| 1207 | attr.AxisAttribute(axis) |
| 1208 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1209 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1210 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1211 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1212 | def build_pad( |
| 1213 | self, |
| 1214 | op, |
| 1215 | a, |
| 1216 | padding, |
| 1217 | pad_const_int, |
| 1218 | pad_const_float, |
| 1219 | validator_fcns=None, |
| 1220 | error_name=None, |
| 1221 | qinfo=None, |
| 1222 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1223 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1224 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1225 | attr = ts.TosaSerializerAttribute() |
| 1226 | attr.PadAttribute(padding.flatten(), pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1227 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1228 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1229 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1230 | output_list = [result_tens.name] |
| 1231 | pCount, cCount = op["operands"] |
| 1232 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1233 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1234 | self, error_name, input_list, output_list |
| 1235 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1236 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1237 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1238 | self.ser, |
| 1239 | validator_fcns, |
| 1240 | error_name, |
| 1241 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1242 | input_shape=a.shape, |
| 1243 | output_shape=result_tens.shape, |
| 1244 | input_dtype=a.dtype, |
| 1245 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1246 | pad=padding, |
| 1247 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1248 | result_tensor=result_tens, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1249 | input_list=input_list, |
| 1250 | output_list=output_list, |
| 1251 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1252 | ): |
| 1253 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1254 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1255 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1256 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1257 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1258 | 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] | 1259 | result_tens = OutputShaper.reshapeOp( |
| 1260 | self.ser, self.rng, a, newShape, error_name |
| 1261 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1262 | |
| 1263 | # Invalidate Input/Output list for error if checks. |
| 1264 | input_list = [a.name] |
| 1265 | output_list = [result_tens.name] |
| 1266 | pCount, cCount = op["operands"] |
| 1267 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1268 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1269 | self, error_name, input_list, output_list |
| 1270 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1271 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1272 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1273 | self.ser, |
| 1274 | validator_fcns, |
| 1275 | error_name, |
| 1276 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1277 | input_shape=a.shape, |
| 1278 | output_shape=result_tens.shape, |
| 1279 | input_dtype=a.dtype, |
| 1280 | output_dtype=result_tens.dtype, |
| 1281 | result_tensor=result_tens, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1282 | input_list=input_list, |
| 1283 | output_list=output_list, |
| 1284 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1285 | ): |
| 1286 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1287 | |
| 1288 | attr = ts.TosaSerializerAttribute() |
| 1289 | attr.ReshapeAttribute(newShape) |
| 1290 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1291 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1292 | return result_tens |
| 1293 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1294 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1295 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1296 | |
| 1297 | # Invalidate Input/Output list for error if checks. |
| 1298 | input_list = [a.name] |
| 1299 | output_list = [result_tens.name] |
| 1300 | pCount, cCount = op["operands"] |
| 1301 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1302 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1303 | self, error_name, input_list, output_list |
| 1304 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1305 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1306 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1307 | self.ser, |
| 1308 | validator_fcns, |
| 1309 | error_name, |
| 1310 | op=op, |
| 1311 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1312 | input_shape=a.shape, |
| 1313 | output_shape=result_tens.shape, |
| 1314 | input_dtype=a.dtype, |
| 1315 | output_dtype=result_tens.dtype, |
| 1316 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1317 | input_list=input_list, |
| 1318 | output_list=output_list, |
| 1319 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1320 | ): |
| 1321 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1322 | |
| 1323 | attr = ts.TosaSerializerAttribute() |
| 1324 | attr.AxisAttribute(axis) |
| 1325 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1326 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1327 | return result_tens |
| 1328 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1329 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1330 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1331 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1332 | attr = ts.TosaSerializerAttribute() |
| 1333 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1334 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1335 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1336 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1337 | output_list = [result_tens.name] |
| 1338 | pCount, cCount = op["operands"] |
| 1339 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1340 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1341 | self, error_name, input_list, output_list |
| 1342 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1343 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1344 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1345 | self.ser, |
| 1346 | validator_fcns, |
| 1347 | error_name, |
| 1348 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1349 | input_shape=a.shape, |
| 1350 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1351 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1352 | input_dtype=a.dtype, |
| 1353 | output_dtype=result_tens.dtype, |
| 1354 | result_tensor=result_tens, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1355 | input_list=input_list, |
| 1356 | output_list=output_list, |
| 1357 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1358 | ): |
| 1359 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1360 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1361 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1362 | return result_tens |
| 1363 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1364 | 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] | 1365 | result_tens = OutputShaper.sliceOp( |
| 1366 | self.ser, self.rng, a, start, size, error_name |
| 1367 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1368 | |
| 1369 | # Invalidate Input/Output list for error if checks. |
| 1370 | input_list = [a.name] |
| 1371 | output_list = [result_tens.name] |
| 1372 | pCount, cCount = op["operands"] |
| 1373 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1374 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1375 | self, error_name, input_list, output_list |
| 1376 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1377 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1378 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1379 | self.ser, |
| 1380 | validator_fcns, |
| 1381 | error_name, |
| 1382 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1383 | input_shape=a.shape, |
| 1384 | output_shape=result_tens.shape, |
| 1385 | input_dtype=a.dtype, |
| 1386 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1387 | start=start, |
| 1388 | size=size, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1389 | result_tensor=result_tens, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1390 | input_list=input_list, |
| 1391 | output_list=output_list, |
| 1392 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1393 | ): |
| 1394 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1395 | |
| 1396 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1397 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1398 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1399 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1400 | return result_tens |
| 1401 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1402 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1403 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1404 | |
| 1405 | # Invalidate Input/Output list for error if checks. |
| 1406 | input_list = [a.name] |
| 1407 | output_list = [result_tens.name] |
| 1408 | pCount, cCount = op["operands"] |
| 1409 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1410 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1411 | self, error_name, input_list, output_list |
| 1412 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1413 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1414 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1415 | self.ser, |
| 1416 | validator_fcns, |
| 1417 | error_name, |
| 1418 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1419 | input_shape=a.shape, |
| 1420 | output_shape=result_tens.shape, |
| 1421 | input_dtype=a.dtype, |
| 1422 | output_dtype=result_tens.dtype, |
| 1423 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1424 | input_list=input_list, |
| 1425 | output_list=output_list, |
| 1426 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1427 | ): |
| 1428 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1429 | |
| 1430 | attr = ts.TosaSerializerAttribute() |
| 1431 | attr.TileAttribute(multiples) |
| 1432 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1433 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1434 | return result_tens |
| 1435 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1436 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1437 | |
| 1438 | # Create a new indicies tensor |
| 1439 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1440 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1441 | K = values.shape[1] # K |
| 1442 | W = self.randInt( |
| 1443 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1444 | ) # W |
| 1445 | indicies_arr = np.int32( |
| 1446 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1447 | ) # (N, W) |
| 1448 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1449 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1450 | result_tens = OutputShaper.gatherOp( |
| 1451 | self.ser, self.rng, values, indicies, error_name |
| 1452 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1453 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1454 | # Invalidate Input/Output list for error if checks. |
| 1455 | input_list = [values.name, indicies.name] |
| 1456 | output_list = [result_tens.name] |
| 1457 | pCount, cCount = op["operands"] |
| 1458 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1459 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1460 | self, error_name, input_list, output_list |
| 1461 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1462 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1463 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1464 | self.ser, |
| 1465 | validator_fcns, |
| 1466 | error_name, |
| 1467 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1468 | input_shape=values.shape, |
| 1469 | output_shape=result_tens.shape, |
| 1470 | input_dtype=values.dtype, |
| 1471 | output_dtype=result_tens.dtype, |
| 1472 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1473 | input_list=input_list, |
| 1474 | output_list=output_list, |
| 1475 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1476 | ): |
| 1477 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1478 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1479 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1480 | |
| 1481 | return result_tens |
| 1482 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1483 | 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] | 1484 | |
| 1485 | # Create a new indicies tensor |
| 1486 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1487 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1488 | K = values_in.shape[1] # K |
| 1489 | W = input.shape[1] # W |
| 1490 | indicies_arr = np.int32( |
| 1491 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1492 | ) # (N, W) |
| 1493 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1494 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1495 | result_tens = OutputShaper.scatterOp( |
| 1496 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1497 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1498 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1499 | # Invalidate Input/Output list for error if checks. |
| 1500 | input_list = [values_in.name, indicies.name, input.name] |
| 1501 | output_list = [result_tens.name] |
| 1502 | pCount, cCount = op["operands"] |
| 1503 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1504 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1505 | self, error_name, input_list, output_list |
| 1506 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1507 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1508 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1509 | self.ser, |
| 1510 | validator_fcns, |
| 1511 | error_name, |
| 1512 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1513 | input_shape=values_in.shape, |
| 1514 | output_shape=result_tens.shape, |
| 1515 | input_dtype=values_in.dtype, |
| 1516 | output_dtype=result_tens.dtype, |
| 1517 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1518 | input_list=input_list, |
| 1519 | output_list=output_list, |
| 1520 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1521 | ): |
| 1522 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1523 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1524 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1525 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1526 | return result_tens |
| 1527 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1528 | def build_resize( |
| 1529 | self, |
| 1530 | op, |
| 1531 | input, |
| 1532 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1533 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1534 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1535 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1536 | input_dtype, |
| 1537 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1538 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1539 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1540 | ): |
| 1541 | result_tens = OutputShaper.resizeOp( |
| 1542 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1543 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1544 | input, |
| 1545 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1546 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1547 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1548 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1549 | input_dtype, |
| 1550 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1551 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1552 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1553 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1554 | # Invalidate Input/Output list for error if checks. |
| 1555 | input_list = [input.name] |
| 1556 | output_list = [result_tens.name] |
| 1557 | pCount, cCount = op["operands"] |
| 1558 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1559 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1560 | self, error_name, input_list, output_list |
| 1561 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1562 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1563 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1564 | self.ser, |
| 1565 | validator_fcns, |
| 1566 | error_name, |
| 1567 | op=op, |
| 1568 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1569 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1570 | input_dtype=input_dtype, |
| 1571 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1572 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1573 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1574 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1575 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1576 | input_list=input_list, |
| 1577 | output_list=output_list, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1578 | result_tensor=result_tens, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1579 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1580 | ): |
| 1581 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1582 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1583 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1584 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1585 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1586 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1587 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1588 | return result_tens |
| 1589 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1590 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1591 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1592 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1593 | self.ser.addOperator( |
| 1594 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1595 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1596 | return result_tens |
| 1597 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1598 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1599 | self.ser.addOutputTensor(val) |
| 1600 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1601 | |
| 1602 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1603 | 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] | 1604 | result_tens = OutputShaper.typeConversionOp( |
| 1605 | self.ser, self.rng, val, out_dtype, error_name |
| 1606 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1607 | |
| 1608 | # Invalidate Input/Output list for error if checks. |
| 1609 | input_list = [val.name] |
| 1610 | output_list = [result_tens.name] |
| 1611 | pCount, cCount = op["operands"] |
| 1612 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1613 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1614 | self, error_name, input_list, output_list |
| 1615 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1616 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1617 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1618 | self.ser, |
| 1619 | validator_fcns, |
| 1620 | error_name, |
| 1621 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1622 | input_shape=val.shape, |
| 1623 | output_shape=result_tens.shape, |
| 1624 | input_dtype=val.dtype, |
| 1625 | output_dtype=result_tens.dtype, |
| 1626 | result_tensor=result_tens, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1627 | input_list=input_list, |
| 1628 | output_list=output_list, |
| 1629 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1630 | ): |
| 1631 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1632 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1633 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1634 | return result_tens |
| 1635 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1636 | def build_rescale( |
| 1637 | self, |
| 1638 | op, |
| 1639 | val, |
| 1640 | out_dtype, |
| 1641 | scale32, |
| 1642 | double_round, |
| 1643 | per_channel, |
| 1644 | validator_fcns, |
| 1645 | error_name, |
| 1646 | ): |
| 1647 | result_tens = OutputShaper.typeConversionOp( |
| 1648 | self.ser, self.rng, val, out_dtype, error_name |
| 1649 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1650 | |
| 1651 | if per_channel: |
| 1652 | nc = val.shape[-1] |
| 1653 | else: |
| 1654 | nc = 1 |
| 1655 | |
| 1656 | in_type_width = self.typeWidth(val.dtype) |
| 1657 | out_type_width = self.typeWidth(out_dtype) |
| 1658 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1659 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1660 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1661 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1662 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1663 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1664 | in_type_width += 1 |
| 1665 | elif error_name in [ |
| 1666 | ErrorIf.InputZeroPointNotZero, |
| 1667 | ErrorIf.U16InputZeroPointNotValid, |
| 1668 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1669 | input_zp = self.randInt(-128, 128) |
| 1670 | if input_zp == 0: |
| 1671 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1672 | in_type_width += 1 |
| 1673 | elif val.dtype == DType.UINT16: |
| 1674 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1675 | input_zp = self.rng.choice([0, 32768]) |
| 1676 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1677 | else: |
| 1678 | input_zp = 0 |
| 1679 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1680 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1681 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1682 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1683 | elif out_dtype == DType.UINT8: |
| 1684 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1685 | out_type_width += 1 |
| 1686 | elif error_name in [ |
| 1687 | ErrorIf.OutputZeroPointNotZero, |
| 1688 | ErrorIf.U16OutputZeroPointNotValid, |
| 1689 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1690 | output_zp = self.randInt(-128, 128) |
| 1691 | if output_zp == 0: |
| 1692 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1693 | out_type_width += 1 |
| 1694 | elif out_dtype == DType.UINT16: |
| 1695 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1696 | output_zp = self.rng.choice([0, 32768]) |
| 1697 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1698 | else: |
| 1699 | output_zp = 0 |
| 1700 | |
| 1701 | # Calculate scale based on: |
| 1702 | # scale = a *(2^output_width)/(2^input_width)) |
| 1703 | |
| 1704 | a = np.float32(self.rng.random(size=[nc])) |
| 1705 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1706 | |
| 1707 | if scale32: |
| 1708 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1709 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1710 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1711 | else: |
| 1712 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1713 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1714 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1715 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1716 | |
| 1717 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1718 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1719 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1720 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1721 | |
| 1722 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1723 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1724 | scale_arr[i], scale32 |
| 1725 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1726 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1727 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1728 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1729 | # 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] | 1730 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1731 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1732 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1733 | assert val.placeholderFilename |
| 1734 | values = np.load( |
| 1735 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1736 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1737 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1738 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1739 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1740 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1741 | if not np.all(np.array_equal(values, val_adj)): |
| 1742 | # Values changed so overwrite file with new values |
| 1743 | np.save( |
| 1744 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1745 | val_adj, |
| 1746 | False, |
| 1747 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1748 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1749 | # Invalidate Input/Output list for error if checks. |
| 1750 | input_list = [val.name] |
| 1751 | output_list = [result_tens.name] |
| 1752 | pCount, cCount = op["operands"] |
| 1753 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1754 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1755 | self, error_name, input_list, output_list |
| 1756 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1757 | |
| 1758 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1759 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1760 | self.ser, |
| 1761 | validator_fcns, |
| 1762 | error_name, |
| 1763 | op=op, |
| 1764 | input_dtype=val.dtype, |
| 1765 | output_dtype=out_dtype, |
| 1766 | input_shape=val.shape, |
| 1767 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1768 | scale32=scale32, |
| 1769 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1770 | input_list=input_list, |
| 1771 | output_list=output_list, |
| 1772 | result_tensor=result_tens, |
| 1773 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1774 | ): |
| 1775 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1776 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1777 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1778 | attr.RescaleAttribute( |
| 1779 | input_zp, |
| 1780 | output_zp, |
| 1781 | multiplier_arr, |
| 1782 | shift_arr, |
| 1783 | scale32, |
| 1784 | double_round, |
| 1785 | per_channel, |
| 1786 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1787 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1788 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1789 | return result_tens |
| 1790 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1791 | def build_cond_if_const( |
| 1792 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 1793 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1794 | # For cond_if with constants, we're supplied with then/else tensors that we ignore |
| 1795 | # (except for the generated shap) and the condition. Build Then/Else blocks |
| 1796 | # and fill them with const nodes for the body. |
| 1797 | |
| 1798 | # Condition tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1799 | cond_tens = self.ser.addConst([], DType.BOOL, [cond]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1800 | |
| 1801 | # Make then/else tensors |
| 1802 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1803 | |
| 1804 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1805 | if error_name in [ |
| 1806 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1807 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1808 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1809 | incorrect_shape = deepcopy(then_tens.shape) |
| 1810 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1811 | incorrect_shape[i] += ( |
| 1812 | self.rng.choice([-3, -2, 2, 3]) |
| 1813 | if incorrect_shape[i] > 3 |
| 1814 | else self.rng.choice([1, 2, 4]) |
| 1815 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1816 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 1817 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1818 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 1819 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1820 | |
| 1821 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1822 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1823 | |
| 1824 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1825 | then_block = "THEN_BLOCK" |
| 1826 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1827 | attr = ts.TosaSerializerAttribute() |
| 1828 | attr.CondIfAttribute(then_block, else_block) |
| 1829 | |
| 1830 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1831 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1832 | |
| 1833 | self.ser.startBasicBlock(then_block) |
| 1834 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1835 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 1836 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1837 | else: |
| 1838 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1839 | self.ser.addOutputTensor(then_tens) |
| 1840 | |
| 1841 | self.ser.startBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1842 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 1843 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1844 | else: |
| 1845 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1846 | self.ser.addOutputTensor(else_tens) |
| 1847 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1848 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1849 | self.ser, |
| 1850 | validator_fcns, |
| 1851 | error_name, |
| 1852 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1853 | basicBlocks=self.ser.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1854 | ): |
| 1855 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1856 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1857 | return result_tens |
| 1858 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1859 | def build_cond_if_binary( |
| 1860 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 1861 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1862 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 1863 | # alternately add or subtract them based on the condition |
| 1864 | |
| 1865 | # Condition tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1866 | cond_tens = self.ser.addConst([], DType.BOOL, [cond]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1867 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1868 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1869 | |
| 1870 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1871 | then_block = "THEN_BLOCK" |
| 1872 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1873 | attr = ts.TosaSerializerAttribute() |
| 1874 | attr.CondIfAttribute(then_block, else_block) |
| 1875 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1876 | if error_name in [ |
| 1877 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 1878 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 1879 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1880 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1881 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1882 | incorrect_shape = a.shape.copy() |
| 1883 | for i in range(len(incorrect_shape)): |
| 1884 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1885 | incorrect_block_input = deepcopy(a) |
| 1886 | incorrect_block_input.shape = incorrect_shape |
| 1887 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1888 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1889 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1890 | op["op"], [cond_tens.name, a.name, b.name], [result_tens.name], attr |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1891 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1892 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 1893 | if a.dtype in (DType.FLOAT, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1894 | then_op, else_op = Op.ADD, Op.SUB |
| 1895 | elif a.dtype in (DType.INT8, DType.INT16): |
| 1896 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 1897 | else: |
| 1898 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1899 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1900 | for block, op in ((then_block, then_op), (else_block, else_op)): |
| 1901 | self.ser.startBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1902 | if ( |
| 1903 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 1904 | and block == then_block |
| 1905 | ) or ( |
| 1906 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 1907 | and block == else_block |
| 1908 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1909 | self.ser.addInputTensor(incorrect_block_input) |
| 1910 | self.ser.addInputTensor(b) |
| 1911 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1912 | elif ( |
| 1913 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 1914 | and block == then_block |
| 1915 | ) or ( |
| 1916 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 1917 | and block == else_block |
| 1918 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1919 | self.ser.addInputTensor(a) |
| 1920 | self.ser.addInputTensor(b) |
| 1921 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 1922 | else: |
| 1923 | self.ser.addInputTensor(a) |
| 1924 | self.ser.addInputTensor(b) |
| 1925 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1926 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1927 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1928 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1929 | self.ser, |
| 1930 | validator_fcns, |
| 1931 | error_name, |
| 1932 | op=op, |
| 1933 | a=a, |
| 1934 | b=b, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1935 | basicBlocks=self.ser.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1936 | ): |
| 1937 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1938 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1939 | return result_tens |
| 1940 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1941 | 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] | 1942 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1943 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1944 | cond_block = "COND_BLOCK" |
| 1945 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1946 | |
| 1947 | attr = ts.TosaSerializerAttribute() |
| 1948 | attr.WhileLoopAttribute(cond_block, body_block) |
| 1949 | |
| 1950 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1951 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1952 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1953 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1954 | |
| 1955 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1956 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 1957 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1958 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 1959 | incorrect_acc = deepcopy(acc) |
| 1960 | for i in range(len(incorrect_acc.shape)): |
| 1961 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1962 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 1963 | else: |
| 1964 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1965 | |
| 1966 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1967 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1968 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1969 | [iter.name, a.name, acc.name], |
| 1970 | [iter_out.name, a_out.name, acc_out.name], |
| 1971 | attr, |
| 1972 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 1973 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1974 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1975 | if error_name in [ |
| 1976 | ErrorIf.InputListCondGraphMismatch, |
| 1977 | ErrorIf.InputListBodyGraphInputMismatch, |
| 1978 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 1979 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1980 | incorrect_iter = deepcopy(iter) |
| 1981 | for i in range(len(incorrect_iter.shape)): |
| 1982 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1983 | if len(incorrect_iter.shape) == 0: |
| 1984 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 1985 | |
| 1986 | incorrect_acc = deepcopy(acc) |
| 1987 | for i in range(len(incorrect_acc.shape)): |
| 1988 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1989 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1990 | # COND block (input: iter, output: cond_tens ) |
| 1991 | self.ser.startBasicBlock(cond_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1992 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 1993 | self.ser.addInputTensor(incorrect_iter) |
| 1994 | self.ser.addInputTensor(a) |
| 1995 | self.ser.addInputTensor(incorrect_acc) |
| 1996 | else: |
| 1997 | self.ser.addInputTensor(iter) |
| 1998 | self.ser.addInputTensor(a) |
| 1999 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2000 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2001 | |
| 2002 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2003 | cond_tens = self.ser.addOutput( |
| 2004 | [], self.rng.choice([DType.INT8, DType.INT32, DType.FLOAT]) |
| 2005 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2006 | else: |
| 2007 | cond_tens = self.ser.addOutput([], DType.BOOL) |
| 2008 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2009 | 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] | 2010 | |
| 2011 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2012 | # Note that local intermediate tensors need to be declared here for the outputs |
| 2013 | self.ser.startBasicBlock(body_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2014 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2015 | self.ser.addInputTensor(incorrect_iter) |
| 2016 | self.ser.addInputTensor(a) |
| 2017 | self.ser.addInputTensor(incorrect_acc) |
| 2018 | else: |
| 2019 | self.ser.addInputTensor(iter) |
| 2020 | self.ser.addInputTensor(a) |
| 2021 | self.ser.addInputTensor(acc) |
| 2022 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2023 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2024 | |
| 2025 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2026 | iter_body_out = self.ser.addIntermediate( |
| 2027 | incorrect_iter.shape, incorrect_iter.dtype |
| 2028 | ) |
| 2029 | acc_body_out = self.ser.addIntermediate( |
| 2030 | incorrect_acc.shape, incorrect_acc.dtype |
| 2031 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2032 | else: |
| 2033 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2034 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2035 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2036 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2037 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2038 | self.ser.addOutputTensor(iter_body_out) |
| 2039 | self.ser.addOutputTensor(a) |
| 2040 | self.ser.addOutputTensor(acc_body_out) |
| 2041 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2042 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2043 | self.ser, |
| 2044 | validator_fcns, |
| 2045 | error_name, |
| 2046 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2047 | basicBlocks=self.ser.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2048 | ): |
| 2049 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2050 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2051 | return acc_out |
| 2052 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2053 | def create_filter_lists( |
| 2054 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2055 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2056 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2057 | default_test_rank_range = range(1, 5) |
| 2058 | if not shapeFilter: |
| 2059 | shapeFilter = [None] |
| 2060 | |
| 2061 | # Calculate the filters based on what is requested and what the operator allows |
| 2062 | rmin, rmax = op["rank"] |
| 2063 | if rankFilter is not None: |
| 2064 | cleanRankFilter = [] |
| 2065 | # Ensure rankFilter values are allowed by operator |
| 2066 | for rank in rankFilter: |
| 2067 | if rank >= rmin and rank <= rmax: |
| 2068 | cleanRankFilter.append(rank) |
| 2069 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2070 | # Ensure default behaviour is bounded by default range or by operator, |
| 2071 | # whichever is the smaller range of ranks. |
| 2072 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2073 | cleanRankFilter = ( |
| 2074 | opRankRange |
| 2075 | if len(opRankRange) <= len(default_test_rank_range) |
| 2076 | else default_test_rank_range |
| 2077 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2078 | else: |
| 2079 | cleanRankFilter = range(rmin, rmax + 1) |
| 2080 | |
| 2081 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2082 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2083 | if dtypeFilter is not None: |
| 2084 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2085 | # Create list of operator dtypes filtered by requested dtypes |
| 2086 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2087 | if dtype in dtypeFilter or ( |
| 2088 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2089 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2090 | cleanDtypeFilter.append(dtype) |
| 2091 | else: |
| 2092 | cleanDtypeFilter = dtypes |
| 2093 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2094 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2095 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2096 | "shapeFilter": shapeFilter, |
| 2097 | "rankFilter": cleanRankFilter, |
| 2098 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2099 | } |
| 2100 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2101 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2102 | if validator is not None: |
| 2103 | validator_info = validator(check=False, op=op) |
| 2104 | else: |
| 2105 | return None |
| 2106 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2107 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2108 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2109 | # Set parameters as required |
| 2110 | if error_arguments["rank"] is not None: |
| 2111 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2112 | else: |
| 2113 | rankFilter = cleanRankFilter |
| 2114 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2115 | if error_arguments["dtype"] is not None: |
| 2116 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2117 | else: |
| 2118 | dtypeFilter = cleanDtypeFilter |
| 2119 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2120 | if error_arguments["shape"] is not None: |
| 2121 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2122 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2123 | shapeFilter = shapeFilter[ |
| 2124 | :2 |
| 2125 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2126 | |
| 2127 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2128 | "shapeFilter": shapeFilter, |
| 2129 | "rankFilter": rankFilter, |
| 2130 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2131 | } |
| 2132 | return filterDict |
| 2133 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2134 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2135 | self, |
| 2136 | opName, |
| 2137 | shapeFilter=[None], |
| 2138 | rankFilter=None, |
| 2139 | dtypeFilter=None, |
| 2140 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2141 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2142 | |
| 2143 | try: |
| 2144 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2145 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2146 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2147 | |
| 2148 | # Initialize a new random number generator |
| 2149 | self.rng = np.random.default_rng(self.random_seed) |
| 2150 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2151 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2152 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2153 | # Test list consists of a tuple of: |
| 2154 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2155 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2156 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2157 | error_if_validators = op["error_if_validators"] |
| 2158 | else: |
| 2159 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2160 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2161 | for validator in error_if_validators: |
| 2162 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2163 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2164 | else: |
| 2165 | error_name = None |
| 2166 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2167 | filterDict = self.create_filter_lists( |
| 2168 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2169 | ) |
| 2170 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2171 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2172 | cleanRankFilter = filterDict["rankFilter"] |
| 2173 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2174 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2175 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2176 | |
| 2177 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2178 | for t in cleanDtypeFilter: |
| 2179 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2180 | # Filter out by rank |
| 2181 | if shape is not None and len(shape) != r: |
| 2182 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2183 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2184 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2185 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2186 | shapeStr = self.shapeStr(shapeList[0]) |
| 2187 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2188 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2189 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2190 | argList = [] |
| 2191 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2192 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2193 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2194 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2195 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2196 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2197 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2198 | if argStr: |
| 2199 | testStr = "{}_{}_{}_{}".format( |
| 2200 | opName, shapeStr, typeStr, argStr |
| 2201 | ) |
| 2202 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2203 | testStr = "{}_{}_{}".format( |
| 2204 | opName, shapeStr, typeStr |
| 2205 | ) |
| 2206 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2207 | if argStr: |
| 2208 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2209 | opName, error_name, shapeStr, typeStr, argStr |
| 2210 | ) |
| 2211 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2212 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2213 | opName, error_name, shapeStr, typeStr |
| 2214 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2215 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2216 | testList.append( |
| 2217 | (opName, testStr, t, error_name, shapeList, args) |
| 2218 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2219 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2220 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2221 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2222 | if "invalid_test_validators" in op: |
| 2223 | invalid_test_validators = op["invalid_test_validators"] |
| 2224 | clean_testList = [] |
| 2225 | for test in testList: |
| 2226 | for validator_fcn in invalid_test_validators: |
| 2227 | remove_test = False |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2228 | if validator_fcn( |
| 2229 | opName=test[0], |
| 2230 | input_dtype=test[2], |
| 2231 | shapeList=test[4], |
| 2232 | args=test[5], |
| 2233 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2234 | remove_test = True |
| 2235 | if not remove_test: |
| 2236 | clean_testList.append(test) |
| 2237 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2238 | |
| 2239 | return testList |
| 2240 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2241 | def serializeTest( |
| 2242 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2243 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2244 | try: |
| 2245 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2246 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2247 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2248 | |
| 2249 | # Create a serializer |
| 2250 | self.createSerializer(opName, testStr) |
| 2251 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2252 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2253 | if "error_if_validators" in op: |
| 2254 | error_if_validators = op["error_if_validators"] |
| 2255 | else: |
| 2256 | error_if_validators = None |
| 2257 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2258 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2259 | num_operands = pCount + cCount |
| 2260 | |
| 2261 | if isinstance(dtype_or_dtypeList, list): |
| 2262 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2263 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2264 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2265 | else: |
| 2266 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2267 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2268 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2269 | assert ( |
| 2270 | len(shapeList) == num_operands |
| 2271 | ), "shapeList length {} must match number of operands {}".format( |
| 2272 | len(shapeList), num_operands |
| 2273 | ) |
| 2274 | assert ( |
| 2275 | len(dtypeList) == num_operands |
| 2276 | ), "dtypeList length {} must match number of operands {}".format( |
| 2277 | len(dtypeList), num_operands |
| 2278 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2279 | |
| 2280 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2281 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2282 | except KeyError: |
| 2283 | qgen = None |
| 2284 | |
| 2285 | # Build the random tensor operands and the test |
| 2286 | tens = [] |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2287 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2288 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2289 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2290 | else: |
| 2291 | qinfo = None |
| 2292 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 2293 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2294 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2295 | try: |
| 2296 | if error_if_validators is None: |
| 2297 | if qinfo is not None: |
| 2298 | resultName = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2299 | else: |
| 2300 | resultName = build_fcn(self, op, *tens, *testArgs) |
| 2301 | else: |
| 2302 | if qinfo is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2303 | resultName = build_fcn( |
| 2304 | self, |
| 2305 | op, |
| 2306 | *tens, |
| 2307 | *testArgs, |
| 2308 | validator_fcns=error_if_validators, |
| 2309 | error_name=error_name, |
| 2310 | qinfo=qinfo, |
| 2311 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2312 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2313 | resultName = build_fcn( |
| 2314 | self, |
| 2315 | op, |
| 2316 | *tens, |
| 2317 | *testArgs, |
| 2318 | validator_fcns=error_if_validators, |
| 2319 | error_name=error_name, |
| 2320 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2321 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2322 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2323 | raise e |
| 2324 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2325 | if resultName: |
| 2326 | # The test is valid, serialize it |
| 2327 | self.serialize("test") |
| 2328 | else: |
| 2329 | # The test is not valid |
| 2330 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2331 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2332 | def createDynamicOpLists(self): |
| 2333 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2334 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2335 | # Already created these lists (can occur when class is initialized more than once) |
| 2336 | return |
| 2337 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2338 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2339 | 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] | 2340 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2341 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2342 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2343 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2344 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2345 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2346 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2347 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2348 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2349 | "depthwise_conv2d_TEMPLATE" |
| 2350 | ].copy() |
| 2351 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2352 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2353 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2354 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2355 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2356 | "transpose_conv2d_TEMPLATE" |
| 2357 | ].copy() |
| 2358 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2359 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2360 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2361 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2362 | for k in KERNELS_3D: |
| 2363 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2364 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2365 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2366 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2367 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2368 | # Delete any templates after having created any dynamic ops |
| 2369 | # This is a two-pass operation because it's bad practice to delete |
| 2370 | # keys from dictionaries while iterating |
| 2371 | keyList = [] |
| 2372 | for k in self.TOSA_OP_LIST: |
| 2373 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2374 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2375 | keyList.append(k) |
| 2376 | continue |
| 2377 | except KeyError: |
| 2378 | pass |
| 2379 | |
| 2380 | for k in keyList: |
| 2381 | del self.TOSA_OP_LIST[k] |
| 2382 | |
| 2383 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2384 | """Fill in default fields for ops if they aren't already specified. |
| 2385 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2386 | for op in self.TOSA_OP_LIST: |
| 2387 | |
| 2388 | # Required fields |
| 2389 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2390 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2391 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2392 | raise Exception( |
| 2393 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2394 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2395 | |
| 2396 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2397 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2398 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2399 | raise Exception( |
| 2400 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2401 | op |
| 2402 | ) |
| 2403 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2404 | |
| 2405 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2406 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2407 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2408 | raise Exception( |
| 2409 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2410 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2411 | |
| 2412 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2413 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2414 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2415 | raise Exception( |
| 2416 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2417 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2418 | |
| 2419 | # Put in default rank range, if missing |
| 2420 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2421 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2422 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2423 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2424 | |
| 2425 | # Tensor operator list |
| 2426 | # 'op': op name |
| 2427 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2428 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2429 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2430 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2431 | # 'types': array of datatypes to be tested |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 2432 | TYPE_FP = [DType.FLOAT, DType.FP16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2433 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2434 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 2435 | TYPE_INT_FP = [ |
| 2436 | DType.INT8, |
| 2437 | DType.INT16, |
| 2438 | DType.INT32, |
| 2439 | DType.FP16, |
| 2440 | DType.FLOAT, |
| 2441 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2442 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2443 | TYPE_BOOL = [DType.BOOL] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 2444 | TYPE_FI32 = [DType.FLOAT, DType.FP16, DType.INT32] # floating-types and INT32 |
| 2445 | TYPE_FIB = [ |
| 2446 | DType.FP16, |
| 2447 | DType.FLOAT, |
| 2448 | DType.INT8, |
| 2449 | DType.INT16, |
| 2450 | DType.INT32, |
| 2451 | DType.BOOL, |
| 2452 | ] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2453 | TYPE_FI16 = [DType.FLOAT, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2454 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 2455 | TYPE_NARROW_INT_FP = [DType.INT8, DType.INT16, DType.FP16, DType.FLOAT] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2456 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2457 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2458 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2459 | [DType.INT8, DType.INT8, DType.INT32], |
| 2460 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 2461 | [DType.FP16, DType.FP16, DType.FP16], |
| 2462 | [DType.FP16, DType.FP16, DType.FLOAT], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2463 | DType.FLOAT, |
| 2464 | ] |
| 2465 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2466 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2467 | |
| 2468 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2469 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2470 | "argmax": { |
| 2471 | "op": Op.ARGMAX, |
| 2472 | "operands": (1, 0), |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 2473 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2474 | "build_fcn": ( |
| 2475 | build_argmax, |
| 2476 | TosaTensorGen.tgBasic, |
| 2477 | TosaTensorValuesGen.tvgDefault, |
| 2478 | TosaArgGen.agAxis, |
| 2479 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2480 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2481 | "error_if_validators": ( |
| 2482 | TosaErrorValidator.evAxisSmallerZero, |
| 2483 | TosaErrorValidator.evAxisLargerRank, |
| 2484 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2485 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2486 | TosaErrorValidator.evWrongRank, |
| 2487 | TosaErrorValidator.evWrongInputType, |
| 2488 | TosaErrorValidator.evWrongOutputType, |
| 2489 | TosaErrorValidator.evWrongInputList, |
| 2490 | TosaErrorValidator.evWrongOutputList, |
| 2491 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2492 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2493 | "avg_pool2d": { |
| 2494 | "op": Op.AVG_POOL2D, |
| 2495 | "operands": (1, 0), |
| 2496 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2497 | "build_fcn": ( |
| 2498 | build_pool2d, |
| 2499 | TosaTensorGen.tgNHWC, |
| 2500 | TosaTensorValuesGen.tvgDefault, |
| 2501 | TosaArgGen.agPooling, |
| 2502 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2503 | "qgen": TosaQuantGen.qgUnary, |
| 2504 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2505 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2506 | "error_if_validators": ( |
| 2507 | TosaErrorValidator.evKernelSmallerOne, |
| 2508 | TosaErrorValidator.evStrideSmallerOne, |
| 2509 | TosaErrorValidator.evPadSmallerZero, |
| 2510 | TosaErrorValidator.evWrongRank, |
| 2511 | TosaErrorValidator.evWrongInputType, |
| 2512 | TosaErrorValidator.evWrongOutputType, |
| 2513 | TosaErrorValidator.evWrongInputList, |
| 2514 | TosaErrorValidator.evWrongOutputList, |
| 2515 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2516 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2517 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2518 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2519 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2520 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2521 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2522 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2523 | "conv2d_TEMPLATE": { |
| 2524 | "op": Op.CONV2D, |
| 2525 | "operands": (1, 2), |
| 2526 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2527 | "build_fcn": ( |
| 2528 | build_conv2d, |
| 2529 | TosaTensorGen.tgConv2D, |
| 2530 | TosaTensorValuesGen.tvgDefault, |
| 2531 | TosaArgGen.agConv, |
| 2532 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2533 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2534 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2535 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2536 | "error_if_validators": ( |
| 2537 | TosaErrorValidator.evWrongInputType, |
| 2538 | TosaErrorValidator.evWrongOutputType, |
| 2539 | TosaErrorValidator.evWrongInputList, |
| 2540 | TosaErrorValidator.evWrongOutputList, |
| 2541 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2542 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2543 | TosaErrorValidator.evPadSmallerZero, |
| 2544 | TosaErrorValidator.evStrideSmallerOne, |
| 2545 | TosaErrorValidator.evDilationSmallerOne, |
| 2546 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2547 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2548 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2549 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2550 | "template": True, |
| 2551 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2552 | # Templated operator. Filled in by createDynamicOpLists |
| 2553 | "conv3d_TEMPLATE": { |
| 2554 | "op": Op.CONV3D, |
| 2555 | "operands": (1, 2), |
| 2556 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2557 | "build_fcn": ( |
| 2558 | build_conv3d, |
| 2559 | TosaTensorGen.tgConv3D, |
| 2560 | TosaTensorValuesGen.tvgDefault, |
| 2561 | TosaArgGen.agConv, |
| 2562 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2563 | "qgen": TosaQuantGen.qgConv, |
| 2564 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2565 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2566 | "error_if_validators": ( |
| 2567 | TosaErrorValidator.evWrongInputType, |
| 2568 | TosaErrorValidator.evWrongOutputType, |
| 2569 | TosaErrorValidator.evWrongInputList, |
| 2570 | TosaErrorValidator.evWrongOutputList, |
| 2571 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2572 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2573 | TosaErrorValidator.evPadSmallerZero, |
| 2574 | TosaErrorValidator.evStrideSmallerOne, |
| 2575 | TosaErrorValidator.evDilationSmallerOne, |
| 2576 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2577 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2578 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2579 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2580 | "template": True, |
| 2581 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2582 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2583 | "depthwise_conv2d_TEMPLATE": { |
| 2584 | "op": Op.DEPTHWISE_CONV2D, |
| 2585 | "operands": (1, 2), |
| 2586 | "filter": [1, 1], |
| 2587 | "rank": (4, 4), |
| 2588 | "build_fcn": ( |
| 2589 | build_depthwise_conv2d, |
| 2590 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2591 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2592 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2593 | ), |
| 2594 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2595 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2596 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2597 | "error_if_validators": ( |
| 2598 | TosaErrorValidator.evWrongInputType, |
| 2599 | TosaErrorValidator.evWrongOutputType, |
| 2600 | TosaErrorValidator.evWrongInputList, |
| 2601 | TosaErrorValidator.evWrongOutputList, |
| 2602 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2603 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2604 | TosaErrorValidator.evPadSmallerZero, |
| 2605 | TosaErrorValidator.evStrideSmallerOne, |
| 2606 | TosaErrorValidator.evDilationSmallerOne, |
| 2607 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2608 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2609 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2610 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2611 | "template": True, |
| 2612 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2613 | "fully_connected": { |
| 2614 | "op": Op.FULLY_CONNECTED, |
| 2615 | "operands": (1, 2), |
| 2616 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2617 | "build_fcn": ( |
| 2618 | build_fully_connected, |
| 2619 | TosaTensorGen.tgFullyConnected, |
| 2620 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 2621 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2622 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2623 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2624 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2625 | "error_if_validators": ( |
| 2626 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2627 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2628 | TosaErrorValidator.evWrongRank, |
| 2629 | TosaErrorValidator.evWrongInputType, |
| 2630 | TosaErrorValidator.evWrongOutputType, |
| 2631 | TosaErrorValidator.evWrongInputList, |
| 2632 | TosaErrorValidator.evWrongOutputList, |
| 2633 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2634 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2635 | "matmul": { |
| 2636 | "op": Op.MATMUL, |
| 2637 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2638 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2639 | "build_fcn": ( |
| 2640 | build_matmul, |
| 2641 | TosaTensorGen.tgMatmul, |
| 2642 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 2643 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2644 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2645 | "qgen": TosaQuantGen.qgMatmul, |
| 2646 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2647 | "error_if_validators": ( |
| 2648 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2649 | TosaErrorValidator.evWrongRank, |
| 2650 | TosaErrorValidator.evWrongInputType, |
| 2651 | TosaErrorValidator.evWrongOutputType, |
| 2652 | TosaErrorValidator.evWrongInputList, |
| 2653 | TosaErrorValidator.evWrongOutputList, |
| 2654 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2655 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2656 | "max_pool2d": { |
| 2657 | "op": Op.MAX_POOL2D, |
| 2658 | "operands": (1, 0), |
| 2659 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2660 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 2661 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2662 | TosaTensorGen.tgNHWC, |
| 2663 | TosaTensorValuesGen.tvgDefault, |
| 2664 | TosaArgGen.agPooling, |
| 2665 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2666 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2667 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2668 | "error_if_validators": ( |
| 2669 | TosaErrorValidator.evKernelSmallerOne, |
| 2670 | TosaErrorValidator.evStrideSmallerOne, |
| 2671 | TosaErrorValidator.evPadSmallerZero, |
| 2672 | TosaErrorValidator.evWrongRank, |
| 2673 | TosaErrorValidator.evWrongInputType, |
| 2674 | TosaErrorValidator.evWrongOutputType, |
| 2675 | TosaErrorValidator.evWrongInputList, |
| 2676 | TosaErrorValidator.evWrongOutputList, |
| 2677 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2678 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2679 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2680 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2681 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2682 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2683 | "transpose_conv2d_TEMPLATE": { |
| 2684 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2685 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2686 | "rank": (4, 4), |
| 2687 | "build_fcn": ( |
| 2688 | build_transpose_conv2d, |
| 2689 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2690 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2691 | TosaArgGen.agTransposeConv2D, |
| 2692 | ), |
| 2693 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2694 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2695 | "invalid_test_validators": ( |
| 2696 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 2697 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 2698 | ), |
| 2699 | "error_if_validators": ( |
| 2700 | TosaErrorValidator.evWrongInputType, |
| 2701 | TosaErrorValidator.evWrongOutputType, |
| 2702 | TosaErrorValidator.evWrongInputList, |
| 2703 | TosaErrorValidator.evWrongOutputList, |
| 2704 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2705 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 2706 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2707 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2708 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2709 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2710 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2711 | "template": True, |
| 2712 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2713 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2714 | "clamp": { |
| 2715 | "op": Op.CLAMP, |
| 2716 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2717 | "build_fcn": ( |
| 2718 | build_clamp, |
| 2719 | TosaTensorGen.tgBasic, |
| 2720 | TosaTensorValuesGen.tvgDefault, |
| 2721 | None, |
| 2722 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2723 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2724 | "error_if_validators": ( |
| 2725 | TosaErrorValidator.evMaxSmallerMin, |
| 2726 | TosaErrorValidator.evWrongInputType, |
| 2727 | TosaErrorValidator.evWrongOutputType, |
| 2728 | TosaErrorValidator.evWrongInputList, |
| 2729 | TosaErrorValidator.evWrongOutputList, |
| 2730 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2731 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2732 | "sigmoid": { |
| 2733 | "op": Op.SIGMOID, |
| 2734 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2735 | "build_fcn": ( |
| 2736 | build_sigmoid, |
| 2737 | TosaTensorGen.tgBasic, |
| 2738 | TosaTensorValuesGen.tvgDefault, |
| 2739 | None, |
| 2740 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2741 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2742 | "error_if_validators": ( |
| 2743 | TosaErrorValidator.evWrongInputType, |
| 2744 | TosaErrorValidator.evWrongOutputType, |
| 2745 | TosaErrorValidator.evWrongInputList, |
| 2746 | TosaErrorValidator.evWrongOutputList, |
| 2747 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2748 | }, |
| 2749 | "tanh": { |
| 2750 | "op": Op.TANH, |
| 2751 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2752 | "build_fcn": ( |
| 2753 | build_tanh, |
| 2754 | TosaTensorGen.tgBasic, |
| 2755 | TosaTensorValuesGen.tvgDefault, |
| 2756 | None, |
| 2757 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2758 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2759 | "error_if_validators": ( |
| 2760 | TosaErrorValidator.evWrongInputType, |
| 2761 | TosaErrorValidator.evWrongOutputType, |
| 2762 | TosaErrorValidator.evWrongInputList, |
| 2763 | TosaErrorValidator.evWrongOutputList, |
| 2764 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2765 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2766 | # Elementwise Binary Operators |
| 2767 | "add": { |
| 2768 | "op": Op.ADD, |
| 2769 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2770 | "build_fcn": ( |
| 2771 | build_binary_broadcast, |
| 2772 | TosaTensorGen.tgBroadcastFuzz, |
| 2773 | TosaTensorValuesGen.tvgAddSub, |
| 2774 | None, |
| 2775 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2776 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2777 | "error_if_validators": ( |
| 2778 | TosaErrorValidator.evRankMismatch, |
| 2779 | TosaErrorValidator.evWrongInputType, |
| 2780 | TosaErrorValidator.evWrongOutputType, |
| 2781 | TosaErrorValidator.evWrongInputList, |
| 2782 | TosaErrorValidator.evWrongOutputList, |
| 2783 | TosaErrorValidator.evDimensionMismatch, |
| 2784 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2785 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2786 | "arithmetic_right_shift": { |
| 2787 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 2788 | "operands": (2, 0), |
| 2789 | "build_fcn": ( |
| 2790 | build_arithmetic_right_shift, |
| 2791 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2792 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2793 | TosaArgGen.agArithmeticRightShift, |
| 2794 | ), |
| 2795 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2796 | "error_if_validators": ( |
| 2797 | TosaErrorValidator.evRankMismatch, |
| 2798 | TosaErrorValidator.evWrongInputType, |
| 2799 | TosaErrorValidator.evWrongOutputType, |
| 2800 | TosaErrorValidator.evWrongInputList, |
| 2801 | TosaErrorValidator.evWrongOutputList, |
| 2802 | TosaErrorValidator.evDimensionMismatch, |
| 2803 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2804 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2805 | "bitwise_and": { |
| 2806 | "op": Op.BITWISE_AND, |
| 2807 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2808 | "build_fcn": ( |
| 2809 | build_binary_broadcast, |
| 2810 | TosaTensorGen.tgBroadcastFuzz, |
| 2811 | TosaTensorValuesGen.tvgDefault, |
| 2812 | None, |
| 2813 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2814 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2815 | "error_if_validators": ( |
| 2816 | TosaErrorValidator.evRankMismatch, |
| 2817 | TosaErrorValidator.evWrongInputType, |
| 2818 | TosaErrorValidator.evWrongOutputType, |
| 2819 | TosaErrorValidator.evWrongInputList, |
| 2820 | TosaErrorValidator.evWrongOutputList, |
| 2821 | TosaErrorValidator.evDimensionMismatch, |
| 2822 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2823 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2824 | "bitwise_or": { |
| 2825 | "op": Op.BITWISE_OR, |
| 2826 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2827 | "build_fcn": ( |
| 2828 | build_binary_broadcast, |
| 2829 | TosaTensorGen.tgBroadcastFuzz, |
| 2830 | TosaTensorValuesGen.tvgDefault, |
| 2831 | None, |
| 2832 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2833 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2834 | "error_if_validators": ( |
| 2835 | TosaErrorValidator.evRankMismatch, |
| 2836 | TosaErrorValidator.evWrongInputType, |
| 2837 | TosaErrorValidator.evWrongOutputType, |
| 2838 | TosaErrorValidator.evWrongInputList, |
| 2839 | TosaErrorValidator.evWrongOutputList, |
| 2840 | TosaErrorValidator.evDimensionMismatch, |
| 2841 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2842 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2843 | "bitwise_xor": { |
| 2844 | "op": Op.BITWISE_XOR, |
| 2845 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2846 | "build_fcn": ( |
| 2847 | build_binary_broadcast, |
| 2848 | TosaTensorGen.tgBroadcastFuzz, |
| 2849 | TosaTensorValuesGen.tvgDefault, |
| 2850 | None, |
| 2851 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2852 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2853 | "error_if_validators": ( |
| 2854 | TosaErrorValidator.evRankMismatch, |
| 2855 | TosaErrorValidator.evWrongInputType, |
| 2856 | TosaErrorValidator.evWrongOutputType, |
| 2857 | TosaErrorValidator.evWrongInputList, |
| 2858 | TosaErrorValidator.evWrongOutputList, |
| 2859 | TosaErrorValidator.evDimensionMismatch, |
| 2860 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2861 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 2862 | "intdiv": { |
| 2863 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2864 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2865 | "build_fcn": ( |
| 2866 | build_binary_broadcast, |
| 2867 | TosaTensorGen.tgBroadcastFuzz, |
| 2868 | TosaTensorValuesGen.tvgIntDiv, |
| 2869 | None, |
| 2870 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2871 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2872 | "error_if_validators": ( |
| 2873 | TosaErrorValidator.evRankMismatch, |
| 2874 | TosaErrorValidator.evWrongInputType, |
| 2875 | TosaErrorValidator.evWrongOutputType, |
| 2876 | TosaErrorValidator.evWrongInputList, |
| 2877 | TosaErrorValidator.evWrongOutputList, |
| 2878 | TosaErrorValidator.evDimensionMismatch, |
| 2879 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2880 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2881 | "logical_and": { |
| 2882 | "op": Op.LOGICAL_AND, |
| 2883 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2884 | "build_fcn": ( |
| 2885 | build_binary_broadcast, |
| 2886 | TosaTensorGen.tgBroadcastFuzz, |
| 2887 | TosaTensorValuesGen.tvgDefault, |
| 2888 | None, |
| 2889 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2890 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2891 | "error_if_validators": ( |
| 2892 | TosaErrorValidator.evRankMismatch, |
| 2893 | TosaErrorValidator.evWrongInputType, |
| 2894 | TosaErrorValidator.evWrongOutputType, |
| 2895 | TosaErrorValidator.evWrongInputList, |
| 2896 | TosaErrorValidator.evWrongOutputList, |
| 2897 | TosaErrorValidator.evDimensionMismatch, |
| 2898 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2899 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2900 | "logical_left_shift": { |
| 2901 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 2902 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2903 | "build_fcn": ( |
| 2904 | build_binary_broadcast, |
| 2905 | TosaTensorGen.tgBroadcastFuzz, |
| 2906 | TosaTensorValuesGen.tvgLogicalShift, |
| 2907 | None, |
| 2908 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2909 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2910 | "error_if_validators": ( |
| 2911 | TosaErrorValidator.evRankMismatch, |
| 2912 | TosaErrorValidator.evWrongInputType, |
| 2913 | TosaErrorValidator.evWrongOutputType, |
| 2914 | TosaErrorValidator.evWrongInputList, |
| 2915 | TosaErrorValidator.evWrongOutputList, |
| 2916 | TosaErrorValidator.evDimensionMismatch, |
| 2917 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2918 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2919 | "logical_right_shift": { |
| 2920 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 2921 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2922 | "build_fcn": ( |
| 2923 | build_binary_broadcast, |
| 2924 | TosaTensorGen.tgBroadcastFuzz, |
| 2925 | TosaTensorValuesGen.tvgLogicalShift, |
| 2926 | None, |
| 2927 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2928 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2929 | "error_if_validators": ( |
| 2930 | TosaErrorValidator.evRankMismatch, |
| 2931 | TosaErrorValidator.evWrongInputType, |
| 2932 | TosaErrorValidator.evWrongOutputType, |
| 2933 | TosaErrorValidator.evWrongInputList, |
| 2934 | TosaErrorValidator.evWrongOutputList, |
| 2935 | TosaErrorValidator.evDimensionMismatch, |
| 2936 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2937 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2938 | "logical_or": { |
| 2939 | "op": Op.LOGICAL_OR, |
| 2940 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2941 | "build_fcn": ( |
| 2942 | build_binary_broadcast, |
| 2943 | TosaTensorGen.tgBroadcastFuzz, |
| 2944 | TosaTensorValuesGen.tvgDefault, |
| 2945 | None, |
| 2946 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2947 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2948 | "error_if_validators": ( |
| 2949 | TosaErrorValidator.evRankMismatch, |
| 2950 | TosaErrorValidator.evWrongInputType, |
| 2951 | TosaErrorValidator.evWrongOutputType, |
| 2952 | TosaErrorValidator.evWrongInputList, |
| 2953 | TosaErrorValidator.evWrongOutputList, |
| 2954 | TosaErrorValidator.evDimensionMismatch, |
| 2955 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2956 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2957 | "logical_xor": { |
| 2958 | "op": Op.LOGICAL_XOR, |
| 2959 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2960 | "build_fcn": ( |
| 2961 | build_binary_broadcast, |
| 2962 | TosaTensorGen.tgBroadcastFuzz, |
| 2963 | TosaTensorValuesGen.tvgDefault, |
| 2964 | None, |
| 2965 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2966 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2967 | "error_if_validators": ( |
| 2968 | TosaErrorValidator.evRankMismatch, |
| 2969 | TosaErrorValidator.evWrongInputType, |
| 2970 | TosaErrorValidator.evWrongOutputType, |
| 2971 | TosaErrorValidator.evWrongInputList, |
| 2972 | TosaErrorValidator.evWrongOutputList, |
| 2973 | TosaErrorValidator.evDimensionMismatch, |
| 2974 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2975 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2976 | "maximum": { |
| 2977 | "op": Op.MAXIMUM, |
| 2978 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2979 | "build_fcn": ( |
| 2980 | build_binary_broadcast, |
| 2981 | TosaTensorGen.tgBroadcastFuzz, |
| 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.evRankMismatch, |
| 2988 | TosaErrorValidator.evWrongInputType, |
| 2989 | TosaErrorValidator.evWrongOutputType, |
| 2990 | TosaErrorValidator.evWrongInputList, |
| 2991 | TosaErrorValidator.evWrongOutputList, |
| 2992 | TosaErrorValidator.evDimensionMismatch, |
| 2993 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2994 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2995 | "minimum": { |
| 2996 | "op": Op.MINIMUM, |
| 2997 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2998 | "build_fcn": ( |
| 2999 | build_binary_broadcast, |
| 3000 | TosaTensorGen.tgBroadcastFuzz, |
| 3001 | TosaTensorValuesGen.tvgDefault, |
| 3002 | None, |
| 3003 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3004 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3005 | "error_if_validators": ( |
| 3006 | TosaErrorValidator.evRankMismatch, |
| 3007 | TosaErrorValidator.evWrongInputType, |
| 3008 | TosaErrorValidator.evWrongOutputType, |
| 3009 | TosaErrorValidator.evWrongInputList, |
| 3010 | TosaErrorValidator.evWrongOutputList, |
| 3011 | TosaErrorValidator.evDimensionMismatch, |
| 3012 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3013 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3014 | "mul": { |
| 3015 | "op": Op.MUL, |
| 3016 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3017 | "build_fcn": ( |
| 3018 | build_mul, |
| 3019 | TosaTensorGen.tgBroadcastFuzz, |
| 3020 | TosaTensorValuesGen.tvgMul, |
| 3021 | TosaArgGen.agMul, |
| 3022 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3023 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3024 | "error_if_validators": ( |
| 3025 | TosaErrorValidator.evWrongInputType, |
| 3026 | TosaErrorValidator.evWrongOutputType, |
| 3027 | TosaErrorValidator.evWrongInputList, |
| 3028 | TosaErrorValidator.evWrongOutputList, |
| 3029 | TosaErrorValidator.evRankMismatch, |
| 3030 | TosaErrorValidator.evDimensionMismatch, |
| 3031 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3032 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3033 | "pow": { |
| 3034 | "op": Op.POW, |
| 3035 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3036 | "build_fcn": ( |
| 3037 | build_binary_broadcast, |
| 3038 | TosaTensorGen.tgBroadcastFuzz, |
| 3039 | TosaTensorValuesGen.tvgDefault, |
| 3040 | None, |
| 3041 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3042 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3043 | "error_if_validators": ( |
| 3044 | TosaErrorValidator.evRankMismatch, |
| 3045 | TosaErrorValidator.evWrongInputType, |
| 3046 | TosaErrorValidator.evWrongOutputType, |
| 3047 | TosaErrorValidator.evWrongInputList, |
| 3048 | TosaErrorValidator.evWrongOutputList, |
| 3049 | TosaErrorValidator.evDimensionMismatch, |
| 3050 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3051 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3052 | "sub": { |
| 3053 | "op": Op.SUB, |
| 3054 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3055 | "build_fcn": ( |
| 3056 | build_binary_broadcast, |
| 3057 | TosaTensorGen.tgBroadcastFuzz, |
| 3058 | TosaTensorValuesGen.tvgAddSub, |
| 3059 | None, |
| 3060 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3061 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3062 | "error_if_validators": ( |
| 3063 | TosaErrorValidator.evRankMismatch, |
| 3064 | TosaErrorValidator.evWrongInputType, |
| 3065 | TosaErrorValidator.evWrongOutputType, |
| 3066 | TosaErrorValidator.evWrongInputList, |
| 3067 | TosaErrorValidator.evWrongOutputList, |
| 3068 | TosaErrorValidator.evDimensionMismatch, |
| 3069 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3070 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3071 | "table": { |
| 3072 | "op": Op.TABLE, |
| 3073 | # Use the automatic generation functions to create the input array |
| 3074 | # but create the table tensor in the build function, as it may be |
| 3075 | # a different type from the input |
| 3076 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3077 | "build_fcn": ( |
| 3078 | build_table, |
| 3079 | TosaTensorGen.tgBasic, |
| 3080 | TosaTensorValuesGen.tvgDefault, |
| 3081 | TosaArgGen.agTable, |
| 3082 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3083 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3084 | "error_if_validators": ( |
| 3085 | TosaErrorValidator.evWrongInputType, |
| 3086 | TosaErrorValidator.evWrongOutputType, |
| 3087 | TosaErrorValidator.evWrongInputList, |
| 3088 | TosaErrorValidator.evWrongOutputList, |
| 3089 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3090 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3091 | # Elementwise Unary operators |
| 3092 | "abs": { |
| 3093 | "op": Op.ABS, |
| 3094 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3095 | "build_fcn": ( |
| 3096 | build_unary, |
| 3097 | TosaTensorGen.tgBasic, |
| 3098 | TosaTensorValuesGen.tvgDefault, |
| 3099 | None, |
| 3100 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3101 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3102 | "error_if_validators": ( |
| 3103 | TosaErrorValidator.evWrongInputType, |
| 3104 | TosaErrorValidator.evWrongOutputType, |
| 3105 | TosaErrorValidator.evWrongInputList, |
| 3106 | TosaErrorValidator.evWrongOutputList, |
| 3107 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3108 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3109 | "bitwise_not": { |
| 3110 | "op": Op.BITWISE_NOT, |
| 3111 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3112 | "build_fcn": ( |
| 3113 | build_unary, |
| 3114 | TosaTensorGen.tgBasic, |
| 3115 | TosaTensorValuesGen.tvgDefault, |
| 3116 | None, |
| 3117 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3118 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3119 | "error_if_validators": ( |
| 3120 | TosaErrorValidator.evWrongInputType, |
| 3121 | TosaErrorValidator.evWrongOutputType, |
| 3122 | TosaErrorValidator.evWrongInputList, |
| 3123 | TosaErrorValidator.evWrongOutputList, |
| 3124 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3125 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3126 | "ceil": { |
| 3127 | "op": Op.CEIL, |
| 3128 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3129 | "build_fcn": ( |
| 3130 | build_unary, |
| 3131 | TosaTensorGen.tgBasic, |
| 3132 | TosaTensorValuesGen.tvgDefault, |
| 3133 | None, |
| 3134 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3135 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3136 | "error_if_validators": ( |
| 3137 | TosaErrorValidator.evWrongInputType, |
| 3138 | TosaErrorValidator.evWrongOutputType, |
| 3139 | TosaErrorValidator.evWrongInputList, |
| 3140 | TosaErrorValidator.evWrongOutputList, |
| 3141 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3142 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3143 | "clz": { |
| 3144 | "op": Op.CLZ, |
| 3145 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3146 | "build_fcn": ( |
| 3147 | build_unary, |
| 3148 | TosaTensorGen.tgBasic, |
| 3149 | TosaTensorValuesGen.tvgDefault, |
| 3150 | None, |
| 3151 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3152 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3153 | "error_if_validators": ( |
| 3154 | TosaErrorValidator.evWrongInputType, |
| 3155 | TosaErrorValidator.evWrongOutputType, |
| 3156 | TosaErrorValidator.evWrongInputList, |
| 3157 | TosaErrorValidator.evWrongOutputList, |
| 3158 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3159 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3160 | "exp": { |
| 3161 | "op": Op.EXP, |
| 3162 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3163 | "build_fcn": ( |
| 3164 | build_unary, |
| 3165 | TosaTensorGen.tgBasic, |
| 3166 | TosaTensorValuesGen.tvgDefault, |
| 3167 | None, |
| 3168 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3169 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3170 | "error_if_validators": ( |
| 3171 | TosaErrorValidator.evWrongInputType, |
| 3172 | TosaErrorValidator.evWrongOutputType, |
| 3173 | TosaErrorValidator.evWrongInputList, |
| 3174 | TosaErrorValidator.evWrongOutputList, |
| 3175 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3176 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3177 | "floor": { |
| 3178 | "op": Op.FLOOR, |
| 3179 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3180 | "build_fcn": ( |
| 3181 | build_unary, |
| 3182 | TosaTensorGen.tgBasic, |
| 3183 | TosaTensorValuesGen.tvgDefault, |
| 3184 | None, |
| 3185 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3186 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3187 | "error_if_validators": ( |
| 3188 | TosaErrorValidator.evWrongInputType, |
| 3189 | TosaErrorValidator.evWrongOutputType, |
| 3190 | TosaErrorValidator.evWrongInputList, |
| 3191 | TosaErrorValidator.evWrongOutputList, |
| 3192 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3193 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3194 | "log": { |
| 3195 | "op": Op.LOG, |
| 3196 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3197 | "build_fcn": ( |
| 3198 | build_unary, |
| 3199 | TosaTensorGen.tgBasic, |
| 3200 | TosaTensorValuesGen.tvgDefault, |
| 3201 | None, |
| 3202 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3203 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3204 | "error_if_validators": ( |
| 3205 | TosaErrorValidator.evWrongInputType, |
| 3206 | TosaErrorValidator.evWrongOutputType, |
| 3207 | TosaErrorValidator.evWrongInputList, |
| 3208 | TosaErrorValidator.evWrongOutputList, |
| 3209 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3210 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3211 | "logical_not": { |
| 3212 | "op": Op.LOGICAL_NOT, |
| 3213 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3214 | "build_fcn": ( |
| 3215 | build_unary, |
| 3216 | TosaTensorGen.tgBasic, |
| 3217 | TosaTensorValuesGen.tvgDefault, |
| 3218 | None, |
| 3219 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3220 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3221 | "error_if_validators": ( |
| 3222 | TosaErrorValidator.evWrongInputType, |
| 3223 | TosaErrorValidator.evWrongOutputType, |
| 3224 | TosaErrorValidator.evWrongInputList, |
| 3225 | TosaErrorValidator.evWrongOutputList, |
| 3226 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3227 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3228 | "negate": { |
| 3229 | "op": Op.NEGATE, |
| 3230 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3231 | "build_fcn": ( |
| 3232 | build_unary, |
| 3233 | TosaTensorGen.tgBasic, |
| 3234 | TosaTensorValuesGen.tvgNegate, |
| 3235 | None, |
| 3236 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3237 | "qgen": TosaQuantGen.qgUnary, |
| 3238 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3239 | "error_if_validators": ( |
| 3240 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3241 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3242 | TosaErrorValidator.evWrongInputType, |
| 3243 | TosaErrorValidator.evWrongOutputType, |
| 3244 | TosaErrorValidator.evWrongInputList, |
| 3245 | TosaErrorValidator.evWrongOutputList, |
| 3246 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3247 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3248 | "reciprocal": { |
| 3249 | "op": Op.RECIPROCAL, |
| 3250 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3251 | "build_fcn": ( |
| 3252 | build_unary, |
| 3253 | TosaTensorGen.tgBasic, |
| 3254 | TosaTensorValuesGen.tvgDefault, |
| 3255 | None, |
| 3256 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3257 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3258 | "error_if_validators": ( |
| 3259 | TosaErrorValidator.evWrongInputType, |
| 3260 | TosaErrorValidator.evWrongOutputType, |
| 3261 | TosaErrorValidator.evWrongInputList, |
| 3262 | TosaErrorValidator.evWrongOutputList, |
| 3263 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3264 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3265 | "rsqrt": { |
| 3266 | "op": Op.RSQRT, |
| 3267 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3268 | "build_fcn": ( |
| 3269 | build_unary, |
| 3270 | TosaTensorGen.tgBasic, |
| 3271 | TosaTensorValuesGen.tvgDefault, |
| 3272 | None, |
| 3273 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3274 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3275 | "error_if_validators": ( |
| 3276 | TosaErrorValidator.evWrongInputType, |
| 3277 | TosaErrorValidator.evWrongOutputType, |
| 3278 | TosaErrorValidator.evWrongInputList, |
| 3279 | TosaErrorValidator.evWrongOutputList, |
| 3280 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3281 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3282 | # Elementwise Ternary operators |
| 3283 | "select": { |
| 3284 | "op": Op.SELECT, |
| 3285 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3286 | "build_fcn": ( |
| 3287 | build_select, |
| 3288 | TosaTensorGen.tgBroadcastFuzz, |
| 3289 | TosaTensorValuesGen.tvgSelect, |
| 3290 | None, |
| 3291 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3292 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3293 | "error_if_validators": ( |
| 3294 | TosaErrorValidator.evRankMismatch, |
| 3295 | TosaErrorValidator.evWrongInputType, |
| 3296 | TosaErrorValidator.evWrongOutputType, |
| 3297 | TosaErrorValidator.evWrongInputList, |
| 3298 | TosaErrorValidator.evWrongOutputList, |
| 3299 | TosaErrorValidator.evDimensionMismatch, |
| 3300 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3301 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3302 | # Comparison operators |
| 3303 | "equal": { |
| 3304 | "op": Op.EQUAL, |
| 3305 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3306 | "build_fcn": ( |
| 3307 | build_comparison, |
| 3308 | TosaTensorGen.tgBroadcastFuzz, |
| 3309 | TosaTensorValuesGen.tvgEqual, |
| 3310 | None, |
| 3311 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3312 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3313 | "error_if_validators": ( |
| 3314 | TosaErrorValidator.evRankMismatch, |
| 3315 | TosaErrorValidator.evWrongInputType, |
| 3316 | TosaErrorValidator.evWrongOutputType, |
| 3317 | TosaErrorValidator.evWrongInputList, |
| 3318 | TosaErrorValidator.evWrongOutputList, |
| 3319 | TosaErrorValidator.evDimensionMismatch, |
| 3320 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3321 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3322 | "greater_equal": { |
| 3323 | "op": Op.GREATER_EQUAL, |
| 3324 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3325 | "build_fcn": ( |
| 3326 | build_comparison, |
| 3327 | TosaTensorGen.tgBroadcastFuzz, |
| 3328 | TosaTensorValuesGen.tvgDefault, |
| 3329 | None, |
| 3330 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3331 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3332 | "error_if_validators": ( |
| 3333 | TosaErrorValidator.evRankMismatch, |
| 3334 | TosaErrorValidator.evWrongInputType, |
| 3335 | TosaErrorValidator.evWrongOutputType, |
| 3336 | TosaErrorValidator.evWrongInputList, |
| 3337 | TosaErrorValidator.evWrongOutputList, |
| 3338 | TosaErrorValidator.evDimensionMismatch, |
| 3339 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3340 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3341 | "greater": { |
| 3342 | "op": Op.GREATER, |
| 3343 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3344 | "build_fcn": ( |
| 3345 | build_comparison, |
| 3346 | TosaTensorGen.tgBroadcastFuzz, |
| 3347 | TosaTensorValuesGen.tvgDefault, |
| 3348 | None, |
| 3349 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3350 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3351 | "error_if_validators": ( |
| 3352 | TosaErrorValidator.evRankMismatch, |
| 3353 | TosaErrorValidator.evWrongInputType, |
| 3354 | TosaErrorValidator.evWrongOutputType, |
| 3355 | TosaErrorValidator.evWrongInputList, |
| 3356 | TosaErrorValidator.evWrongOutputList, |
| 3357 | TosaErrorValidator.evDimensionMismatch, |
| 3358 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3359 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3360 | # Reduction operators |
| 3361 | "reduce_all": { |
| 3362 | "op": Op.REDUCE_ALL, |
| 3363 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3364 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3365 | "build_fcn": ( |
| 3366 | build_reduce, |
| 3367 | TosaTensorGen.tgBasic, |
| 3368 | TosaTensorValuesGen.tvgDefault, |
| 3369 | TosaArgGen.agAxis, |
| 3370 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3371 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3372 | "error_if_validators": ( |
| 3373 | TosaErrorValidator.evAxisLargerRank, |
| 3374 | TosaErrorValidator.evAxisSmallerZero, |
| 3375 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3376 | TosaErrorValidator.evWrongInputType, |
| 3377 | TosaErrorValidator.evWrongOutputType, |
| 3378 | TosaErrorValidator.evWrongRank, |
| 3379 | TosaErrorValidator.evWrongInputList, |
| 3380 | TosaErrorValidator.evWrongOutputList, |
| 3381 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3382 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3383 | "reduce_any": { |
| 3384 | "op": Op.REDUCE_ANY, |
| 3385 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3386 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3387 | "build_fcn": ( |
| 3388 | build_reduce, |
| 3389 | TosaTensorGen.tgBasic, |
| 3390 | TosaTensorValuesGen.tvgDefault, |
| 3391 | TosaArgGen.agAxis, |
| 3392 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3393 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3394 | "error_if_validators": ( |
| 3395 | TosaErrorValidator.evAxisLargerRank, |
| 3396 | TosaErrorValidator.evAxisSmallerZero, |
| 3397 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3398 | TosaErrorValidator.evWrongInputType, |
| 3399 | TosaErrorValidator.evWrongOutputType, |
| 3400 | TosaErrorValidator.evWrongRank, |
| 3401 | TosaErrorValidator.evWrongInputList, |
| 3402 | TosaErrorValidator.evWrongOutputList, |
| 3403 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3404 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3405 | "reduce_max": { |
| 3406 | "op": Op.REDUCE_MAX, |
| 3407 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3408 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3409 | "build_fcn": ( |
| 3410 | build_reduce, |
| 3411 | TosaTensorGen.tgBasic, |
| 3412 | TosaTensorValuesGen.tvgDefault, |
| 3413 | TosaArgGen.agAxis, |
| 3414 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3415 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3416 | "error_if_validators": ( |
| 3417 | TosaErrorValidator.evAxisLargerRank, |
| 3418 | TosaErrorValidator.evAxisSmallerZero, |
| 3419 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3420 | TosaErrorValidator.evWrongInputType, |
| 3421 | TosaErrorValidator.evWrongOutputType, |
| 3422 | TosaErrorValidator.evWrongRank, |
| 3423 | TosaErrorValidator.evWrongInputList, |
| 3424 | TosaErrorValidator.evWrongOutputList, |
| 3425 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3426 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3427 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3428 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3429 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3430 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3431 | "build_fcn": ( |
| 3432 | build_reduce, |
| 3433 | TosaTensorGen.tgBasic, |
| 3434 | TosaTensorValuesGen.tvgDefault, |
| 3435 | TosaArgGen.agAxis, |
| 3436 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3437 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3438 | "error_if_validators": ( |
| 3439 | TosaErrorValidator.evAxisLargerRank, |
| 3440 | TosaErrorValidator.evAxisSmallerZero, |
| 3441 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3442 | TosaErrorValidator.evWrongInputType, |
| 3443 | TosaErrorValidator.evWrongOutputType, |
| 3444 | TosaErrorValidator.evWrongRank, |
| 3445 | TosaErrorValidator.evWrongInputList, |
| 3446 | TosaErrorValidator.evWrongOutputList, |
| 3447 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3448 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3449 | "reduce_product": { |
| 3450 | "op": Op.REDUCE_PRODUCT, |
| 3451 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3452 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3453 | "build_fcn": ( |
| 3454 | build_reduce, |
| 3455 | TosaTensorGen.tgBasic, |
| 3456 | TosaTensorValuesGen.tvgDefault, |
| 3457 | TosaArgGen.agAxis, |
| 3458 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3459 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3460 | "error_if_validators": ( |
| 3461 | TosaErrorValidator.evAxisLargerRank, |
| 3462 | TosaErrorValidator.evAxisSmallerZero, |
| 3463 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3464 | TosaErrorValidator.evWrongInputType, |
| 3465 | TosaErrorValidator.evWrongOutputType, |
| 3466 | TosaErrorValidator.evWrongRank, |
| 3467 | TosaErrorValidator.evWrongInputList, |
| 3468 | TosaErrorValidator.evWrongOutputList, |
| 3469 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3470 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3471 | "reduce_sum": { |
| 3472 | "op": Op.REDUCE_SUM, |
| 3473 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3474 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3475 | "build_fcn": ( |
| 3476 | build_reduce, |
| 3477 | TosaTensorGen.tgBasic, |
| 3478 | TosaTensorValuesGen.tvgReduceSum, |
| 3479 | TosaArgGen.agAxis, |
| 3480 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 3481 | "types": (DType.FP16, DType.FLOAT, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3482 | "error_if_validators": ( |
| 3483 | TosaErrorValidator.evAxisLargerRank, |
| 3484 | TosaErrorValidator.evAxisSmallerZero, |
| 3485 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3486 | TosaErrorValidator.evWrongInputType, |
| 3487 | TosaErrorValidator.evWrongOutputType, |
| 3488 | TosaErrorValidator.evWrongRank, |
| 3489 | TosaErrorValidator.evWrongInputList, |
| 3490 | TosaErrorValidator.evWrongOutputList, |
| 3491 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3492 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3493 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3494 | "concat": { |
| 3495 | "op": Op.CONCAT, |
| 3496 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3497 | "build_fcn": ( |
| 3498 | build_concat, |
| 3499 | TosaTensorGen.tgConcat, |
| 3500 | TosaTensorValuesGen.tvgConcat, |
| 3501 | TosaArgGen.agAxis, |
| 3502 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3503 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3504 | "error_if_validators": ( |
| 3505 | TosaErrorValidator.evAxisLargerRank, |
| 3506 | TosaErrorValidator.evAxisSmallerZero, |
| 3507 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3508 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3509 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3510 | TosaErrorValidator.evWrongInputType, |
| 3511 | TosaErrorValidator.evWrongOutputType, |
| 3512 | TosaErrorValidator.evWrongOutputList, |
| 3513 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3514 | }, |
| 3515 | "pad": { |
| 3516 | "op": Op.PAD, |
| 3517 | "operands": (1, 0), |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 3518 | "rank": (1, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3519 | "build_fcn": ( |
| 3520 | build_pad, |
| 3521 | TosaTensorGen.tgBasic, |
| 3522 | TosaTensorValuesGen.tvgDefault, |
| 3523 | TosaArgGen.agPad, |
| 3524 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3525 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3526 | "error_if_validators": ( |
| 3527 | TosaErrorValidator.evWrongInputType, |
| 3528 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3529 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3530 | TosaErrorValidator.evWrongOutputType, |
| 3531 | TosaErrorValidator.evWrongInputList, |
| 3532 | TosaErrorValidator.evWrongOutputList, |
| 3533 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3534 | }, |
| 3535 | "reshape": { |
| 3536 | "op": Op.RESHAPE, |
| 3537 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3538 | "build_fcn": ( |
| 3539 | build_reshape, |
| 3540 | TosaTensorGen.tgBasic, |
| 3541 | TosaTensorValuesGen.tvgDefault, |
| 3542 | TosaArgGen.agReshape, |
| 3543 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3544 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3545 | "error_if_validators": ( |
| 3546 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3547 | TosaErrorValidator.evWrongInputType, |
| 3548 | TosaErrorValidator.evWrongOutputType, |
| 3549 | TosaErrorValidator.evWrongInputList, |
| 3550 | TosaErrorValidator.evWrongOutputList, |
| 3551 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3552 | }, |
| 3553 | "reverse": { |
| 3554 | "op": Op.REVERSE, |
| 3555 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3556 | "build_fcn": ( |
| 3557 | build_reverse, |
| 3558 | TosaTensorGen.tgBasic, |
| 3559 | TosaTensorValuesGen.tvgDefault, |
| 3560 | TosaArgGen.agAxis, |
| 3561 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3562 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3563 | "error_if_validators": ( |
| 3564 | TosaErrorValidator.evAxisSmallerZero, |
| 3565 | TosaErrorValidator.evAxisLargerRank, |
| 3566 | TosaErrorValidator.evWrongInputType, |
| 3567 | TosaErrorValidator.evWrongOutputType, |
| 3568 | TosaErrorValidator.evWrongInputList, |
| 3569 | TosaErrorValidator.evWrongOutputList, |
| 3570 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3571 | }, |
| 3572 | "slice": { |
| 3573 | "op": Op.SLICE, |
| 3574 | "operands": (1, 0), |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 3575 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3576 | "build_fcn": ( |
| 3577 | build_slice, |
| 3578 | TosaTensorGen.tgBasic, |
| 3579 | TosaTensorValuesGen.tvgDefault, |
| 3580 | TosaArgGen.agSlice, |
| 3581 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3582 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3583 | "error_if_validators": ( |
| 3584 | TosaErrorValidator.evStartSmallerZero, |
| 3585 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3586 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3587 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3588 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3589 | TosaErrorValidator.evWrongRank, |
| 3590 | TosaErrorValidator.evWrongInputType, |
| 3591 | TosaErrorValidator.evWrongOutputType, |
| 3592 | TosaErrorValidator.evWrongInputList, |
| 3593 | TosaErrorValidator.evWrongOutputList, |
| 3594 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3595 | }, |
| 3596 | "tile": { |
| 3597 | "op": Op.TILE, |
| 3598 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3599 | "build_fcn": ( |
| 3600 | build_tile, |
| 3601 | TosaTensorGen.tgBasic, |
| 3602 | TosaTensorValuesGen.tvgDefault, |
| 3603 | TosaArgGen.agTile, |
| 3604 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3605 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3606 | "error_if_validators": ( |
| 3607 | TosaErrorValidator.evWrongInputType, |
| 3608 | TosaErrorValidator.evWrongOutputType, |
| 3609 | TosaErrorValidator.evWrongInputList, |
| 3610 | TosaErrorValidator.evWrongOutputList, |
| 3611 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3612 | }, |
| 3613 | "transpose": { |
| 3614 | "op": Op.TRANSPOSE, |
| 3615 | "operands": (1, 0), |
Jeremy Johnson | a618557 | 2021-06-21 15:55:35 +0100 | [diff] [blame] | 3616 | "rank": (1, 4), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3617 | "build_fcn": ( |
| 3618 | build_transpose, |
| 3619 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3620 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3621 | TosaArgGen.agTranspose, |
| 3622 | ), |
| 3623 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3624 | "error_if_validators": ( |
| 3625 | TosaErrorValidator.evIndexOutsideBounds, |
| 3626 | TosaErrorValidator.evIndexUsedTwice, |
| 3627 | TosaErrorValidator.evWrongInputType, |
| 3628 | TosaErrorValidator.evWrongOutputType, |
| 3629 | TosaErrorValidator.evWrongInputList, |
| 3630 | TosaErrorValidator.evWrongOutputList, |
| 3631 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3632 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3633 | # Data nodes |
| 3634 | "const": { |
| 3635 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 3636 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3637 | "build_fcn": ( |
| 3638 | build_const, |
| 3639 | TosaTensorGen.tgBasic, |
| 3640 | TosaTensorValuesGen.tvgDefault, |
| 3641 | None, |
| 3642 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3643 | "types": TYPE_FIB, |
| 3644 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3645 | "identity": { |
| 3646 | "op": Op.IDENTITY, |
| 3647 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3648 | "build_fcn": ( |
| 3649 | build_unary, |
| 3650 | TosaTensorGen.tgBasic, |
| 3651 | TosaTensorValuesGen.tvgDefault, |
| 3652 | None, |
| 3653 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3654 | "types": TYPE_FIB, |
| 3655 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3656 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3657 | "gather": { |
| 3658 | "op": Op.GATHER, |
| 3659 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 3660 | "operands": (1, 0), |
| 3661 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3662 | "build_fcn": ( |
| 3663 | build_gather, |
| 3664 | TosaTensorGen.tgBasic, |
| 3665 | TosaTensorValuesGen.tvgDefault, |
| 3666 | None, |
| 3667 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 3668 | "types": (DType.INT8, DType.INT16, DType.INT32, DType.FP16, DType.FLOAT), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3669 | "error_if_validators": ( |
| 3670 | TosaErrorValidator.evWrongInputType, |
| 3671 | TosaErrorValidator.evWrongOutputType, |
| 3672 | TosaErrorValidator.evWrongInputList, |
| 3673 | TosaErrorValidator.evWrongOutputList, |
| 3674 | TosaErrorValidator.evWrongRank, |
| 3675 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3676 | }, |
| 3677 | "scatter": { |
| 3678 | "op": Op.SCATTER, |
| 3679 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3680 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3681 | "operands": (2, 0), |
| 3682 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3683 | "build_fcn": ( |
| 3684 | build_scatter, |
| 3685 | TosaTensorGen.tgScatter, |
| 3686 | TosaTensorValuesGen.tvgDefault, |
| 3687 | None, |
| 3688 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3689 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3690 | "error_if_validators": ( |
| 3691 | TosaErrorValidator.evWrongInputType, |
| 3692 | TosaErrorValidator.evWrongOutputType, |
| 3693 | TosaErrorValidator.evWrongInputList, |
| 3694 | TosaErrorValidator.evWrongOutputList, |
| 3695 | TosaErrorValidator.evWrongRank, |
| 3696 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3697 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3698 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3699 | "resize": { |
| 3700 | "op": Op.RESIZE, |
| 3701 | "operands": (1, 0), |
| 3702 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3703 | "build_fcn": ( |
| 3704 | build_resize, |
| 3705 | TosaTensorGen.tgNHWC, |
| 3706 | TosaTensorValuesGen.tvgDefault, |
| 3707 | TosaArgGen.agResize, |
| 3708 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 3709 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.FLOAT), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3710 | "invalid_test_validators": ( |
| 3711 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3712 | ), |
| 3713 | "error_if_validators": ( |
| 3714 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3715 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 3716 | TosaErrorValidator.evScaleNLargerMax, |
| 3717 | TosaErrorValidator.evScaleDLargerMax, |
| 3718 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3719 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3720 | TosaErrorValidator.evBorderSmallerMin, |
| 3721 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3722 | TosaErrorValidator.evWrongInputType, |
| 3723 | TosaErrorValidator.evWrongOutputType, |
| 3724 | TosaErrorValidator.evWrongRank, |
| 3725 | TosaErrorValidator.evWrongInputList, |
| 3726 | TosaErrorValidator.evWrongOutputList, |
| 3727 | TosaErrorValidator.evBatchMismatch, |
| 3728 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3729 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 3730 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3731 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3732 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3733 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3734 | "cast": { |
| 3735 | "op": Op.CAST, |
| 3736 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3737 | "build_fcn": ( |
| 3738 | build_cast, |
| 3739 | TosaTensorGen.tgBasic, |
| 3740 | TosaTensorValuesGen.tvgDefault, |
| 3741 | TosaArgGen.agCast, |
| 3742 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 3743 | "types": ( |
| 3744 | DType.FP16, |
| 3745 | DType.FLOAT, |
| 3746 | DType.INT8, |
| 3747 | DType.INT16, |
| 3748 | DType.INT32, |
| 3749 | DType.BOOL, |
| 3750 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3751 | "error_if_validators": ( |
| 3752 | TosaErrorValidator.evWrongInputType, |
| 3753 | TosaErrorValidator.evWrongOutputType, |
| 3754 | TosaErrorValidator.evWrongInputList, |
| 3755 | TosaErrorValidator.evWrongOutputList, |
| 3756 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3757 | }, |
| 3758 | "rescale": { |
| 3759 | "op": Op.RESCALE, |
| 3760 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3761 | "build_fcn": ( |
| 3762 | build_rescale, |
| 3763 | TosaTensorGen.tgBasic, |
| 3764 | TosaTensorValuesGen.tvgDefault, |
| 3765 | TosaArgGen.agRescale, |
| 3766 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3767 | "types": [ |
| 3768 | DType.UINT8, |
| 3769 | DType.INT8, |
| 3770 | DType.INT16, |
| 3771 | DType.INT32, |
| 3772 | DType.INT48, |
| 3773 | DType.UINT16, |
| 3774 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3775 | "error_if_validators": ( |
| 3776 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3777 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3778 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 3779 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3780 | TosaErrorValidator.evScaleTrue, |
| 3781 | TosaErrorValidator.evScaleNotTrue, |
| 3782 | TosaErrorValidator.evWrongInputType, |
| 3783 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3784 | TosaErrorValidator.evWrongInputList, |
| 3785 | TosaErrorValidator.evWrongOutputList, |
| 3786 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3787 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3788 | # Custom |
| 3789 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3790 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3791 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 3792 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 3793 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3794 | "cond_if_const": { |
| 3795 | "op": Op.COND_IF, |
| 3796 | "operands": (0, 2), |
| 3797 | "build_fcn": ( |
| 3798 | build_cond_if_const, |
| 3799 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3800 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3801 | TosaArgGen.agCondIf, |
| 3802 | ), |
| 3803 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3804 | "error_if_validators": ( |
| 3805 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3806 | TosaErrorValidator.evOutputListElseGraphMismatch, |
| 3807 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3808 | }, |
| 3809 | "cond_if_binary": { |
| 3810 | "op": Op.COND_IF, |
| 3811 | "operands": (2, 0), |
| 3812 | "build_fcn": ( |
| 3813 | build_cond_if_binary, |
| 3814 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3815 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3816 | TosaArgGen.agCondIf, |
| 3817 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 3818 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3819 | "error_if_validators": ( |
| 3820 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 3821 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 3822 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3823 | TosaErrorValidator.evOutputListElseGraphMismatch, |
| 3824 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3825 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3826 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3827 | "while_loop": { |
| 3828 | "op": Op.WHILE_LOOP, |
| 3829 | "operands": (0, 1), |
| 3830 | "build_fcn": ( |
| 3831 | build_while_loop, |
| 3832 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3833 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3834 | TosaArgGen.agWhileLoop, |
| 3835 | ), |
| 3836 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3837 | "error_if_validators": ( |
| 3838 | TosaErrorValidator.evInputListOutputListMismatch, |
| 3839 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 3840 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 3841 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 3842 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
| 3843 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3844 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3845 | } |
| 3846 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3847 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3848 | class OutputShaper: |
| 3849 | # Methods in this class compute the expected output shape and datatype |
| 3850 | # for common classes of operations |
| 3851 | def __init__(self): |
| 3852 | pass |
| 3853 | |
| 3854 | # These methods return arguments that can be used for |
| 3855 | # creating a new output tensor |
| 3856 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3857 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 3858 | if error_name != ErrorIf.RankMismatch: |
| 3859 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3860 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3861 | |
| 3862 | shape = [] |
| 3863 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3864 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3865 | shape.append(b.shape[i]) |
| 3866 | else: |
| 3867 | shape.append(a.shape[i]) |
| 3868 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3869 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3870 | all_dtypes = [ |
| 3871 | DType.INT8, |
| 3872 | DType.INT16, |
| 3873 | DType.INT32, |
| 3874 | DType.INT48, |
| 3875 | DType.FLOAT, |
| 3876 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3877 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3878 | outputDType = rng.choice(wrong_dtypes) |
| 3879 | else: |
| 3880 | outputDType = a.dtype |
| 3881 | |
| 3882 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3883 | |
| 3884 | @staticmethod |
| 3885 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3886 | assert len(a.shape) == len(b.shape) |
| 3887 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3888 | |
| 3889 | shape = [] |
| 3890 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3891 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3892 | shape.append(a.shape[i]) |
| 3893 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3894 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3895 | |
| 3896 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3897 | def unaryOp(ser, rng, a, error_name=None): |
| 3898 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3899 | all_dtypes = [ |
| 3900 | DType.INT8, |
| 3901 | DType.INT16, |
| 3902 | DType.INT32, |
| 3903 | DType.INT48, |
| 3904 | DType.FLOAT, |
| 3905 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3906 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3907 | outputDType = rng.choice(wrong_dtypes) |
| 3908 | else: |
| 3909 | outputDType = a.dtype |
| 3910 | |
| 3911 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3912 | |
| 3913 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3914 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 3915 | if error_name != ErrorIf.RankMismatch: |
| 3916 | 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] | 3917 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3918 | |
| 3919 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 3920 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3921 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 3922 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 3923 | else: |
| 3924 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3925 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3926 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3927 | all_dtypes = [ |
| 3928 | DType.INT8, |
| 3929 | DType.INT16, |
| 3930 | DType.INT32, |
| 3931 | DType.INT48, |
| 3932 | DType.FLOAT, |
| 3933 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3934 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3935 | outputDType = rng.choice(wrong_dtypes) |
| 3936 | else: |
| 3937 | outputDType = a.dtype |
| 3938 | |
| 3939 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3940 | |
| 3941 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3942 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 3943 | if error_name != ErrorIf.RankMismatch: |
| 3944 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3945 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3946 | |
| 3947 | # Do broadcast |
| 3948 | shape = [] |
| 3949 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 3950 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3951 | shape.append(b.shape[i]) |
| 3952 | else: |
| 3953 | shape.append(a.shape[i]) |
| 3954 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3955 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3956 | wrong_dtypes = [ |
| 3957 | DType.INT8, |
| 3958 | DType.INT16, |
| 3959 | DType.INT32, |
| 3960 | DType.INT48, |
| 3961 | DType.FLOAT, |
| 3962 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 3963 | outputDType = rng.choice(wrong_dtypes) |
| 3964 | else: |
| 3965 | outputDType = DType.BOOL |
| 3966 | |
| 3967 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3968 | |
| 3969 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3970 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3971 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3972 | if error_name not in [ |
| 3973 | ErrorIf.AxisSmallerZero, |
| 3974 | ErrorIf.AxisLargerRank, |
| 3975 | ErrorIf.ShapeOfAxisNotOne, |
| 3976 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3977 | shape[axis] = 1 |
| 3978 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 3979 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3980 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3981 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3982 | all_dtypes = [ |
| 3983 | DType.INT8, |
| 3984 | DType.INT16, |
| 3985 | DType.INT32, |
| 3986 | DType.INT48, |
| 3987 | DType.FLOAT, |
| 3988 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3989 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3990 | outputDType = rng.choice(wrong_dtypes) |
| 3991 | else: |
| 3992 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3993 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 3994 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3995 | |
| 3996 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 3997 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3998 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 3999 | |
| 4000 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4001 | del shape[axis] |
| 4002 | |
| 4003 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4004 | remove = rng.choice([True, False]) |
| 4005 | if remove and len(shape) > 1: |
| 4006 | del shape[0] |
| 4007 | else: |
| 4008 | shape.append(1) |
| 4009 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4010 | for i in range(len(shape)): |
| 4011 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4012 | |
| 4013 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4014 | all_dtypes = [ |
| 4015 | DType.INT8, |
| 4016 | DType.INT16, |
| 4017 | DType.INT32, |
| 4018 | DType.INT48, |
| 4019 | DType.FLOAT, |
| 4020 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4021 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4022 | outputDType = rng.choice(wrong_dtypes) |
| 4023 | else: |
| 4024 | outputDType = DType.INT32 |
| 4025 | |
| 4026 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4027 | |
| 4028 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4029 | def conv2dOp( |
| 4030 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4031 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4032 | |
| 4033 | # IFM: NHWC |
| 4034 | # Filter: OHWI |
| 4035 | # OFM: NHWC |
| 4036 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4037 | h = ( |
| 4038 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4039 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4040 | + padding[0] |
| 4041 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4042 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4043 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4044 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4045 | w = ( |
| 4046 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4047 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4048 | + padding[2] |
| 4049 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4050 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4051 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4052 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4053 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4054 | choices = [1, 2, 3] |
| 4055 | change = rng.choice(choices) |
| 4056 | # increment in multiples of stride to not hit non-integer error case |
| 4057 | if change in [1, 3]: |
| 4058 | h = h + (rng.choice(choices) * strides[0]) |
| 4059 | if change in [2, 3]: |
| 4060 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4061 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4062 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4063 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4064 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4065 | # Pick some potentially correct output dtype if input type is incorrect |
| 4066 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4067 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4068 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4069 | |
| 4070 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4071 | if ifm.dtype == DType.FP16: |
| 4072 | excludes = [DType.FP16, DType.FLOAT] |
| 4073 | else: |
| 4074 | excludes = [out_dtype] |
| 4075 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4076 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4077 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4078 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4079 | |
| 4080 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4081 | def conv3dOp( |
| 4082 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4083 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4084 | |
| 4085 | # IFM: NDHWC |
| 4086 | # Filter: ODHWI |
| 4087 | # OFM: NDHWC |
| 4088 | |
| 4089 | d = ( |
| 4090 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4091 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4092 | + padding[0] |
| 4093 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4094 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4095 | ) // strides[0] + 1 |
| 4096 | |
| 4097 | h = ( |
| 4098 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4099 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4100 | + padding[2] |
| 4101 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4102 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4103 | ) // strides[1] + 1 |
| 4104 | |
| 4105 | w = ( |
| 4106 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4107 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4108 | + padding[4] |
| 4109 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4110 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4111 | ) // strides[2] + 1 |
| 4112 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4113 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4114 | choices = [1, 2, 3, 4] |
| 4115 | change = rng.choice(choices) |
| 4116 | # increment in multiples of stride to not hit non-integer error case |
| 4117 | if change in [1, 4]: |
| 4118 | d = d + (rng.choice(choices) * strides[0]) |
| 4119 | if change in [2, 4]: |
| 4120 | h = h + (rng.choice(choices) * strides[1]) |
| 4121 | if change in [3, 4]: |
| 4122 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4123 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4124 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4125 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4126 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4127 | # Pick some potentially correct output dtype if input type is incorrect |
| 4128 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4129 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4130 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4131 | |
| 4132 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4133 | if ifm.dtype == DType.FP16: |
| 4134 | excludes = [DType.FP16, DType.FLOAT] |
| 4135 | else: |
| 4136 | excludes = [out_dtype] |
| 4137 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4138 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4139 | |
| 4140 | return ser.addOutput(ofm_shape, out_dtype) |
| 4141 | |
| 4142 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4143 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4144 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4145 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4146 | # IFM: NHWC |
| 4147 | # Filter: HWCM |
| 4148 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4149 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4150 | h = ( |
| 4151 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4152 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4153 | + padding[0] |
| 4154 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4155 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4156 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4157 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4158 | w = ( |
| 4159 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4160 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4161 | + padding[2] |
| 4162 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4163 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4164 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4165 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4166 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4167 | choices = [1, 2, 3] |
| 4168 | change = rng.choice(choices) |
| 4169 | # increment in multiples of stride to not hit non-integer error case |
| 4170 | if change in [1, 3]: |
| 4171 | h = h + (rng.choice(choices) * strides[0]) |
| 4172 | if change in [2, 3]: |
| 4173 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4174 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4175 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4176 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4177 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4178 | # Pick some potentially correct output dtype if input type is incorrect |
| 4179 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4180 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4181 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4182 | |
| 4183 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4184 | if ifm.dtype == DType.FP16: |
| 4185 | excludes = [DType.FP16, DType.FLOAT] |
| 4186 | else: |
| 4187 | excludes = [out_dtype] |
| 4188 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4189 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4190 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4191 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4192 | |
| 4193 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4194 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4195 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4196 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4197 | # 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] | 4198 | h = 1 |
| 4199 | w = 1 |
| 4200 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4201 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4202 | 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] | 4203 | |
| 4204 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4205 | choices = [1, 2, 3] |
| 4206 | change = rng.choice(choices) |
| 4207 | # increment in multiples of stride to not hit non-integer error case |
| 4208 | if change in [1, 3]: |
| 4209 | h = h + (rng.choice(choices) * stride[0]) |
| 4210 | if change in [2, 3]: |
| 4211 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4212 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4213 | |
| 4214 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4215 | all_dtypes = [ |
| 4216 | DType.INT8, |
| 4217 | DType.INT16, |
| 4218 | DType.INT32, |
| 4219 | DType.INT48, |
| 4220 | DType.FLOAT, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4221 | DType.FP16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4222 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4223 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4224 | outputDType = rng.choice(wrong_dtypes) |
| 4225 | else: |
| 4226 | outputDType = ifm.dtype |
| 4227 | |
| 4228 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4229 | |
| 4230 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4231 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4232 | # input: N, IC |
| 4233 | # filter: OC, IC |
| 4234 | # output: N, OC |
| 4235 | |
| 4236 | output_shape = [input.shape[0], filter.shape[0]] |
| 4237 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4238 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4239 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4240 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4241 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4242 | |
| 4243 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4244 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4245 | # a: N, H, C |
| 4246 | # b: N, C, W |
| 4247 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4248 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4249 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4250 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4251 | if error_name == ErrorIf.WrongOutputType: |
| 4252 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4253 | incorrect_types = ( |
| 4254 | DType.INT4, |
| 4255 | DType.INT8, |
| 4256 | DType.INT16, |
| 4257 | DType.INT48, |
| 4258 | DType.FLOAT, |
| 4259 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4260 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4261 | incorrect_types = ( |
| 4262 | DType.INT4, |
| 4263 | DType.INT8, |
| 4264 | DType.INT16, |
| 4265 | DType.INT32, |
| 4266 | DType.FLOAT, |
| 4267 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4268 | elif a.dtype == DType.FLOAT or a.dtype == DType.FP16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4269 | incorrect_types = ( |
| 4270 | DType.INT4, |
| 4271 | DType.INT8, |
| 4272 | DType.INT16, |
| 4273 | DType.INT32, |
| 4274 | DType.INT48, |
| 4275 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4276 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4277 | elif error_name == ErrorIf.WrongInputType: |
| 4278 | # Pick some potentially correct output dtype if input type is incorrect |
| 4279 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4280 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4281 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4282 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4283 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4284 | |
| 4285 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4286 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4287 | input1 = a[0] |
| 4288 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4289 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4290 | # 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] | 4291 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4292 | if not ( |
| 4293 | # unable to concat tensors of different ranks |
| 4294 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4295 | # unable to concat tensors along an invalid axis |
| 4296 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4297 | ): |
| 4298 | for tensor in remaining_inputs: |
| 4299 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4300 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4301 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4302 | output_shape[axis] += rng.integers(5, 10) |
| 4303 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4304 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4305 | all_dtypes = { |
| 4306 | DType.INT8, |
| 4307 | DType.INT16, |
| 4308 | DType.INT32, |
| 4309 | DType.INT48, |
| 4310 | DType.FLOAT, |
| 4311 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4312 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4313 | outputDType = rng.choice(wrong_dtypes) |
| 4314 | else: |
| 4315 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4316 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4317 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4318 | |
| 4319 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4320 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4321 | |
| 4322 | output_shape = a.shape.copy() |
| 4323 | |
| 4324 | for i in range(len(output_shape)): |
| 4325 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4326 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4327 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4328 | bad_dim = rng.choice(range(len(output_shape))) |
| 4329 | output_shape[bad_dim] -= rng.choice([1, 2]) |
| 4330 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4331 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4332 | all_dtypes = [ |
| 4333 | DType.INT8, |
| 4334 | DType.INT16, |
| 4335 | DType.INT32, |
| 4336 | DType.INT48, |
| 4337 | DType.FLOAT, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4338 | DType.FP16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4339 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4340 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4341 | outputDType = rng.choice(wrong_dtypes) |
| 4342 | else: |
| 4343 | outputDType = a.dtype |
| 4344 | |
| 4345 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4346 | |
| 4347 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4348 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4349 | output_shape = shape.copy() |
| 4350 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4351 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4352 | for i in range(len(output_shape)): |
| 4353 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4354 | |
| 4355 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4356 | all_dtypes = [ |
| 4357 | DType.INT8, |
| 4358 | DType.INT16, |
| 4359 | DType.INT32, |
| 4360 | DType.INT48, |
| 4361 | DType.FLOAT, |
| 4362 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4363 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4364 | outputDType = rng.choice(wrong_dtypes) |
| 4365 | else: |
| 4366 | outputDType = a.dtype |
| 4367 | |
| 4368 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4369 | |
| 4370 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4371 | def sliceOp(ser, rng, a, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4372 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4373 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4374 | all_dtypes = [ |
| 4375 | DType.INT8, |
| 4376 | DType.INT16, |
| 4377 | DType.INT32, |
| 4378 | DType.INT48, |
| 4379 | DType.FLOAT, |
| 4380 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4381 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4382 | outputDType = rng.choice(wrong_dtypes) |
| 4383 | else: |
| 4384 | outputDType = a.dtype |
| 4385 | |
| 4386 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
| 4387 | output_shape = size.copy() |
| 4388 | for index in range(len(output_shape)): |
| 4389 | if output_shape[index] <= 2: |
| 4390 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4391 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4392 | output_shape[index] = output_shape[index] + rng.choice( |
| 4393 | [-2, -1, 1, 2] |
| 4394 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4395 | else: |
| 4396 | output_shape = size.copy() |
| 4397 | |
| 4398 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4399 | |
| 4400 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4401 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4402 | |
| 4403 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4404 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4405 | |
| 4406 | for i in range(len(output_shape)): |
| 4407 | output_shape[i] = a.shape[i] * multiples[i] |
| 4408 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4409 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4410 | all_dtypes = [ |
| 4411 | DType.INT8, |
| 4412 | DType.INT16, |
| 4413 | DType.INT32, |
| 4414 | DType.INT48, |
| 4415 | DType.FLOAT, |
| 4416 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4417 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4418 | outputDType = rng.choice(wrong_dtypes) |
| 4419 | else: |
| 4420 | outputDType = a.dtype |
| 4421 | |
| 4422 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4423 | |
| 4424 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4425 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4426 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4427 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4428 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4429 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4430 | if error_name == ErrorIf.IndexOutsideBounds: |
| 4431 | for i in range(len(output_shape)): |
| 4432 | output_shape[i] = a.shape[0] |
| 4433 | else: |
| 4434 | for i in range(len(output_shape)): |
| 4435 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4436 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4437 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4438 | all_dtypes = [ |
| 4439 | DType.INT8, |
| 4440 | DType.INT16, |
| 4441 | DType.INT32, |
| 4442 | DType.INT48, |
| 4443 | DType.FLOAT, |
| 4444 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4445 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4446 | outputDType = rng.choice(wrong_dtypes) |
| 4447 | else: |
| 4448 | outputDType = a.dtype |
| 4449 | |
| 4450 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4451 | |
| 4452 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4453 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4454 | if error_name != ErrorIf.WrongRank: |
| 4455 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4456 | assert len(indices.shape) == 2 |
| 4457 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4458 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4459 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4460 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4461 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4462 | all_dtypes = [ |
| 4463 | DType.INT8, |
| 4464 | DType.INT16, |
| 4465 | DType.INT32, |
| 4466 | DType.INT48, |
| 4467 | DType.FLOAT, |
| 4468 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4469 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 4470 | outputDType = rng.choice(wrong_dtypes) |
| 4471 | else: |
| 4472 | outputDType = values.dtype |
| 4473 | |
| 4474 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4475 | |
| 4476 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4477 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4478 | if error_name != ErrorIf.WrongRank: |
| 4479 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4480 | assert len(indices.shape) == 2 |
| 4481 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4482 | assert values_in.shape[0] == indices.shape[0] # N |
| 4483 | assert input.shape[1] == indices.shape[1] # W |
| 4484 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4485 | |
| 4486 | output_shape = values_in.shape |
| 4487 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4488 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4489 | all_dtypes = [ |
| 4490 | DType.INT8, |
| 4491 | DType.INT16, |
| 4492 | DType.INT32, |
| 4493 | DType.INT48, |
| 4494 | DType.FLOAT, |
| 4495 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4496 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 4497 | outputDType = rng.choice(wrong_dtypes) |
| 4498 | else: |
| 4499 | outputDType = values_in.dtype |
| 4500 | |
| 4501 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4502 | |
| 4503 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4504 | def tableOp(ser, rng, input, error_name=None): |
| 4505 | # Same shape as the input, dtype dependent on input dtype |
| 4506 | if error_name != ErrorIf.WrongInputType: |
| 4507 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 4508 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4509 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4510 | wrong_dtypes = [ |
| 4511 | DType.INT8, |
| 4512 | DType.INT16, |
| 4513 | DType.INT32, |
| 4514 | DType.INT48, |
| 4515 | DType.FLOAT, |
| 4516 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4517 | wrong_dtypes.remove(output_dtype) |
| 4518 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4519 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4520 | |
| 4521 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4522 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4523 | serializer, |
| 4524 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4525 | input, |
| 4526 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4527 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4528 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4529 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4530 | input_dtype, |
| 4531 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4532 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4533 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4534 | # Calculate OH, OW |
| 4535 | scale_y_n = scale[0] |
| 4536 | scale_y_d = scale[1] |
| 4537 | scale_x_n = scale[2] |
| 4538 | scale_x_d = scale[3] |
| 4539 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 4540 | scale_y_n = max(scale_y_n, 1) |
| 4541 | scale_y_d = max(scale_y_d, 1) |
| 4542 | scale_x_n = max(scale_x_n, 1) |
| 4543 | scale_x_d = max(scale_x_d, 1) |
| 4544 | |
| 4545 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 4546 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 4547 | |
| 4548 | if error_name is not None: |
| 4549 | # Make sure the output tensor is valid, which can occur when |
| 4550 | # scale, offset or border have been changed for ERROR_IFs |
| 4551 | oh = max(oh, 1) |
| 4552 | ow = max(ow, 1) |
| 4553 | if error_name != ErrorIf.MaxDimExceeded: |
| 4554 | oh = min(oh, MAX_RESIZE_DIMENSION - 1) |
| 4555 | ow = min(ow, MAX_RESIZE_DIMENSION - 1) |
| 4556 | |
| 4557 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 4558 | choices = [1, 2, 3] |
| 4559 | change = rng.choice(choices) |
| 4560 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 4561 | if change in [1, 3]: |
| 4562 | if oh + scale_y_d >= MAX_RESIZE_DIMENSION: |
| 4563 | oh -= scale_y_d |
| 4564 | assert oh > 0 # Should have been caught in agResize |
| 4565 | else: |
| 4566 | oh += scale_y_d |
| 4567 | if change in [2, 3]: |
| 4568 | if ow + scale_x_d >= MAX_RESIZE_DIMENSION: |
| 4569 | ow -= scale_x_d |
| 4570 | assert ow > 0 # Should have been caught in agResize |
| 4571 | else: |
| 4572 | ow += scale_x_d |
| 4573 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4574 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4575 | output_dims = [ |
| 4576 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4577 | oh, |
| 4578 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4579 | input.shape[0], |
| 4580 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4581 | elif error_name == ErrorIf.BatchMismatch: |
| 4582 | output_dims = [ |
| 4583 | input.shape[0] + rng.integers(1, 10), |
| 4584 | oh, |
| 4585 | ow, |
| 4586 | input.shape[3], |
| 4587 | ] |
| 4588 | elif error_name == ErrorIf.ChannelMismatch: |
| 4589 | output_dims = [ |
| 4590 | input.shape[0], |
| 4591 | oh, |
| 4592 | ow, |
| 4593 | input.shape[3] + rng.integers(1, 10), |
| 4594 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4595 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4596 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4597 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4598 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4599 | |
| 4600 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4601 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4602 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4603 | |
| 4604 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4605 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4606 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4607 | choices = [1, 2, 3] |
| 4608 | change = rng.choice(choices) |
| 4609 | if change in [1, 3]: |
| 4610 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 4611 | if change in [2, 3]: |
| 4612 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 4613 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4614 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4615 | # Pick some potentially correct output dtype if input type is incorrect |
| 4616 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4617 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4618 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4619 | |
| 4620 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame^] | 4621 | if ifm.dtype == DType.FP16: |
| 4622 | excludes = [DType.FP16, DType.FLOAT] |
| 4623 | else: |
| 4624 | excludes = [out_dtype] |
| 4625 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4626 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4627 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4628 | return ser.addOutput(output_shape, out_dtype) |