Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1 | # Copyright (c) 2020-2023, 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 | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 16 | from generator.tosa_utils import DTYPE_ATTRIBUTES |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 17 | from generator.tosa_utils import get_rank_mismatch_shape |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 18 | from generator.tosa_utils import get_wrong_output_type |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 19 | from generator.tosa_utils import MAX_RESIZE_DIMENSION |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 20 | from generator.tosa_utils import usableDTypes |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 21 | from generator.tosa_utils import vect_f32_to_bf16 |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 22 | from tosa.DType import DType |
| 23 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 24 | |
| 25 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 26 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 27 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 28 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 29 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 30 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 31 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 32 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 33 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 34 | def __init__(self, args): |
| 35 | self.args = args |
| 36 | self.basePath = args.output_dir |
| 37 | self.random_seed = args.random_seed |
| 38 | self.ser = None |
| 39 | self.rng = np.random.default_rng(self.random_seed) |
| 40 | self.createDynamicOpLists() |
| 41 | self.initOpListDefaults() |
| 42 | self.quantGen = TosaQuantGen() |
| 43 | # Force makeShape to do a specific starting shape |
| 44 | self.targetted_shape = None |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 45 | # Work out floating point range |
| 46 | self.random_fp_low = min(args.tensor_fp_value_range) |
| 47 | self.random_fp_high = max(args.tensor_fp_value_range) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 48 | |
| 49 | def createSerializer(self, opName, testPath): |
| 50 | self.testPath = os.path.join(opName, testPath) |
| 51 | |
| 52 | fullPath = os.path.join(self.basePath, self.testPath) |
| 53 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame^] | 54 | # Embed const data in the flatbuffer |
| 55 | constMode = ts.ConstMode.EMBED |
| 56 | if self.args.dump_consts: |
| 57 | constMode = ts.ConstMode.EMBED_DUMP |
| 58 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | |
| 60 | def getSerializer(self): |
| 61 | return self.ser |
| 62 | |
| 63 | def serialize(self, testName): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 64 | with open( |
| 65 | os.path.join(self.basePath, self.testPath, "{}.tosa".format(testName)), "wb" |
| 66 | ) as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 67 | fd.write(self.ser.serialize()) |
| 68 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 69 | with open(os.path.join(self.basePath, self.testPath, "desc.json"), "w") as fd: |
| 70 | fd.write(self.ser.writeJson("{}.tosa".format(testName))) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 71 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 72 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 73 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 74 | seed = self.random_seed + 1 |
| 75 | self.rng = np.random.default_rng(seed) |
| 76 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 77 | def getRandTensor(self, shape, dtype): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 78 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 79 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 80 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 81 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 82 | return np.int32(self.rng.integers(low=-7, high=8, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 83 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 84 | return np.int32(self.rng.integers(low=-128, high=128, size=shape)) |
| 85 | elif dtype == DType.UINT8: |
| 86 | return np.int32(self.rng.integers(low=0, high=256, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 87 | elif dtype == DType.INT16: |
| 88 | return np.int32(self.rng.integers(low=-32768, high=32768, size=shape)) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 89 | elif dtype == DType.UINT16: |
| 90 | return np.int32(self.rng.integers(low=0, high=65536, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 91 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 92 | return np.int32( |
| 93 | self.rng.integers(low=-(1 << 31), high=(1 << 31), size=shape) |
| 94 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 95 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 96 | return np.int64( |
| 97 | self.rng.integers(low=-(1 << 47), high=(1 << 47), size=shape) |
| 98 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 99 | elif dtype == DType.FP16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 100 | return np.float16( |
| 101 | self.rng.uniform( |
| 102 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 103 | ) |
| 104 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 105 | elif dtype == DType.BF16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 106 | f32_tensor = np.float32( |
| 107 | self.rng.uniform( |
| 108 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 109 | ) |
| 110 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 111 | # Floor the last 16 bits of each f32 value |
| 112 | return np.float32(vect_f32_to_bf16(f32_tensor)) |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 113 | elif dtype == DType.FP32: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 114 | return np.float32( |
| 115 | self.rng.uniform( |
| 116 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 117 | ) |
| 118 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 119 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 120 | raise Exception("Unrecognized Dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 121 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 122 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 123 | placeholders = [] |
| 124 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 125 | assert len(shape_list) == len(dtype_list) |
| 126 | |
| 127 | for idx, shape in enumerate(shape_list): |
| 128 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 129 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 130 | |
| 131 | return placeholders |
| 132 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 133 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 134 | consts = [] |
| 135 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 136 | assert len(shape_list) == len(dtype_list) |
| 137 | |
| 138 | for idx, shape in enumerate(shape_list): |
| 139 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 140 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 141 | |
| 142 | return consts |
| 143 | |
| 144 | def makeShape(self, rank): |
| 145 | if self.targetted_shape: |
| 146 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 147 | return np.int32( |
| 148 | self.rng.integers( |
| 149 | low=self.args.tensor_shape_range[0], |
| 150 | high=self.args.tensor_shape_range[1], |
| 151 | size=rank, |
| 152 | ) |
| 153 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 154 | |
| 155 | def setTargetShape(self, shape): |
| 156 | self.targetted_shape = shape |
| 157 | |
| 158 | def randInt(self, low=0, high=256): |
| 159 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 160 | |
| 161 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 162 | if dtype == DType.FP32: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 163 | return np.float32( |
| 164 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 165 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 166 | elif dtype == DType.FP16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 167 | return np.float16( |
| 168 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 169 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 170 | elif dtype == DType.BF16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 171 | rand_f32 = np.float32( |
| 172 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 173 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 174 | return vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 175 | elif dtype == DType.BOOL: |
| 176 | return self.rng.choice([False, True]) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 177 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 178 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 179 | low, high = (-7, 8) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 180 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 181 | low, high = (-128, 128) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 182 | elif dtype == DType.INT16: |
| 183 | low, high = (-32768, 32768) |
| 184 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 185 | low, high = (-(1 << 31), (1 << 31)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 186 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 187 | low, high = (-(1 << 47), (1 << 47)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 188 | # Special size |
| 189 | return np.int64(self.rng.integers(low, high, size=1))[0] |
| 190 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 191 | raise Exception("Unknown dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | |
| 193 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 194 | |
| 195 | def shapeStr(self, shape): |
| 196 | |
| 197 | sStr = [] |
| 198 | # Convert to strings |
| 199 | for i in shape: |
| 200 | sStr.append(str(i)) |
| 201 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 202 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 203 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 204 | def typeStr(self, dtype): |
| 205 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 206 | assert len(dtype) >= 2 |
| 207 | strs = [self.typeStr(t) for t in dtype] |
| 208 | # Limit types to the first 2 as the 3rd is the accumulator |
| 209 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 210 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 211 | if dtype in DTYPE_ATTRIBUTES: |
| 212 | return DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 213 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 214 | raise Exception( |
| 215 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 216 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 217 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 218 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 219 | """Get the datatype width for data types""" |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 220 | if dtype in DTYPE_ATTRIBUTES: |
| 221 | return DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 222 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 223 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 224 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 225 | def constrictBatchSize(self, shape): |
| 226 | # Limit the batch size unless an explicit target shape set |
| 227 | if self.args.max_batch_size and not self.args.target_shapes: |
| 228 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 229 | return shape |
| 230 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 231 | def makeDimension(self): |
| 232 | return self.randInt( |
| 233 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 234 | ) |
| 235 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 236 | # Argument generators |
| 237 | # Returns a list of tuples (stringDescriptor, [build_fcn_arg_list]) |
| 238 | # Where the string descriptor is used to generate the test name and |
| 239 | # The build_fcn_arg_list is expanded and passed to the operator test |
| 240 | # build function |
| 241 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 242 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 243 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 244 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 245 | # build_placeholder returns an int, ABS/other ops does not |
| 246 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 247 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 248 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 249 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 250 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 251 | return result_tens |
| 252 | |
| 253 | # Ensure new output type has correct qinfo |
| 254 | if error_name == ErrorIf.WrongOutputType: |
| 255 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 256 | qinfo = [ |
| 257 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 258 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 259 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 260 | |
| 261 | # Invalidate Input/Output list for error if checks. |
| 262 | input_list = [a.name] |
| 263 | output_list = [result_tens.name] |
| 264 | pCount, cCount = op["operands"] |
| 265 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 266 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 267 | self, error_name, input_list, output_list |
| 268 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 269 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 270 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 271 | self.ser, |
| 272 | validator_fcns, |
| 273 | error_name, |
| 274 | op=op, |
| 275 | input_dtype=a.dtype, |
| 276 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 277 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 278 | result_tensors=[result_tens], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 279 | input_list=input_list, |
| 280 | output_list=output_list, |
| 281 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 282 | ): |
| 283 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 284 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 285 | attr = None |
| 286 | if op["op"] == Op.NEGATE: |
| 287 | attr = ts.TosaSerializerAttribute() |
| 288 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 289 | |
| 290 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 291 | return result_tens |
| 292 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 293 | 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] | 294 | result_tens = OutputShaper.binaryBroadcastOp( |
| 295 | self.ser, self.rng, a, b, error_name |
| 296 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 297 | |
| 298 | # Invalidate Input/Output list for error if checks. |
| 299 | input_list = [a.name, b.name] |
| 300 | output_list = [result_tens.name] |
| 301 | pCount, cCount = op["operands"] |
| 302 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 303 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 304 | self, error_name, input_list, output_list |
| 305 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 306 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 307 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 308 | self.ser, |
| 309 | validator_fcns, |
| 310 | error_name, |
| 311 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 312 | input1=a, |
| 313 | input2=b, |
| 314 | input_dtype=a.dtype, |
| 315 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 316 | result_tensors=[result_tens], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 317 | input_list=input_list, |
| 318 | output_list=output_list, |
| 319 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 320 | ): |
| 321 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 322 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 323 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 324 | return result_tens |
| 325 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 326 | 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] | 327 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 328 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 329 | return result_tens |
| 330 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 331 | def build_arithmetic_right_shift( |
| 332 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 333 | ): |
| 334 | result_tens = OutputShaper.binaryBroadcastOp( |
| 335 | self.ser, self.rng, a, b, error_name |
| 336 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 337 | |
| 338 | # Invalidate Input/Output list for error if checks. |
| 339 | input_list = [a.name, b.name] |
| 340 | output_list = [result_tens.name] |
| 341 | pCount, cCount = op["operands"] |
| 342 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 343 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 344 | self, error_name, input_list, output_list |
| 345 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 346 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 347 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 348 | self.ser, |
| 349 | validator_fcns, |
| 350 | error_name, |
| 351 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 352 | input1=a, |
| 353 | input2=b, |
| 354 | input_dtype=a.dtype, |
| 355 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 356 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 357 | input_list=input_list, |
| 358 | output_list=output_list, |
| 359 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 360 | ): |
| 361 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 362 | |
| 363 | attr = ts.TosaSerializerAttribute() |
| 364 | attr.ArithmeticRightShiftAttribute(round) |
| 365 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 366 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 367 | return result_tens |
| 368 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 369 | 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] | 370 | result_tens = OutputShaper.binaryBroadcastOp( |
| 371 | self.ser, self.rng, a, b, error_name |
| 372 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 373 | |
| 374 | # Special for multiply: |
| 375 | # Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 376 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 377 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 378 | if error_name == ErrorIf.WrongOutputType: |
| 379 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 380 | outputDType = self.rng.choice(all_dtypes) |
| 381 | result_tens.setDtype(outputDType) |
| 382 | |
| 383 | # Invalidate Input/Output list for error if checks. |
| 384 | input_list = [a.name, b.name] |
| 385 | output_list = [result_tens.name] |
| 386 | pCount, cCount = op["operands"] |
| 387 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 388 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 389 | self, error_name, input_list, output_list |
| 390 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 391 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 392 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 393 | self.ser, |
| 394 | validator_fcns, |
| 395 | error_name, |
| 396 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 397 | input1=a, |
| 398 | input2=b, |
| 399 | input_dtype=a.dtype, |
| 400 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 401 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 402 | input_list=input_list, |
| 403 | output_list=output_list, |
| 404 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 405 | ): |
| 406 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 407 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 408 | attr = ts.TosaSerializerAttribute() |
| 409 | attr.MulAttribute(shift) |
| 410 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 411 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 412 | return result_tens |
| 413 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 414 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 415 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 416 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 417 | attr = ts.TosaSerializerAttribute() |
| 418 | attr.TableAttribute(table) |
| 419 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 420 | # Invalidate Input/Output list for error if checks. |
| 421 | input_list = [a.name] |
| 422 | output_list = [result_tens.name] |
| 423 | pCount, cCount = op["operands"] |
| 424 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 425 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 426 | self, error_name, input_list, output_list |
| 427 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 428 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 429 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 430 | self.ser, |
| 431 | validator_fcns, |
| 432 | error_name, |
| 433 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 434 | input_shape=a.shape, |
| 435 | input_dtype=a.dtype, |
| 436 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 437 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 438 | input_list=input_list, |
| 439 | output_list=output_list, |
| 440 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 441 | ): |
| 442 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 443 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 444 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 445 | |
| 446 | return result_tens |
| 447 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 448 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 449 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 450 | |
| 451 | # Invalidate Input/Output list for error if checks. |
| 452 | input_list = [cond.name, a.name, b.name] |
| 453 | output_list = [result_tens.name] |
| 454 | pCount, cCount = op["operands"] |
| 455 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 456 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 457 | self, error_name, input_list, output_list |
| 458 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 459 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 460 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 461 | self.ser, |
| 462 | validator_fcns, |
| 463 | error_name, |
| 464 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 465 | input1=cond, |
| 466 | input2=a, |
| 467 | input3=b, |
| 468 | input_shape=a.shape, |
| 469 | input_dtype=a.dtype, |
| 470 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 471 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 472 | input_list=input_list, |
| 473 | output_list=output_list, |
| 474 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 475 | ): |
| 476 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 477 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 478 | self.ser.addOperator( |
| 479 | op["op"], |
| 480 | input_list, |
| 481 | output_list, |
| 482 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 483 | return result_tens |
| 484 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 485 | 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] | 486 | result_tens = OutputShaper.binaryComparisonOp( |
| 487 | self.ser, self.rng, a, b, error_name |
| 488 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 489 | |
| 490 | # Invalidate Input/Output list for error if checks. |
| 491 | input_list = [a.name, b.name] |
| 492 | output_list = [result_tens.name] |
| 493 | pCount, cCount = op["operands"] |
| 494 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 495 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 496 | self, error_name, input_list, output_list |
| 497 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 498 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 499 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 500 | self.ser, |
| 501 | validator_fcns, |
| 502 | error_name, |
| 503 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 504 | input1=a, |
| 505 | input2=b, |
| 506 | input_shape=a.shape, |
| 507 | input_dtype=a.dtype, |
| 508 | output_shape=result_tens.shape, |
| 509 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 510 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 511 | input_list=input_list, |
| 512 | output_list=output_list, |
| 513 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 514 | ): |
| 515 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 516 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 517 | self.ser.addOperator( |
| 518 | op["op"], |
| 519 | input_list, |
| 520 | output_list, |
| 521 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 522 | return result_tens |
| 523 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 524 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 525 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 526 | |
| 527 | # Invalidate Input/Output list for error if checks. |
| 528 | input_list = [a.name] |
| 529 | output_list = [result_tens.name] |
| 530 | pCount, cCount = op["operands"] |
| 531 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 532 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 533 | self, error_name, input_list, output_list |
| 534 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 535 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 536 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 537 | self.ser, |
| 538 | validator_fcns, |
| 539 | error_name, |
| 540 | op=op, |
| 541 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 542 | input_shape=a.shape, |
| 543 | input_dtype=a.dtype, |
| 544 | output_shape=result_tens.shape, |
| 545 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 546 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 547 | input_list=input_list, |
| 548 | output_list=output_list, |
| 549 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 550 | ): |
| 551 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 552 | |
| 553 | attr = ts.TosaSerializerAttribute() |
| 554 | attr.AxisAttribute(axis) |
| 555 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 556 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 557 | return result_tens |
| 558 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 559 | def build_pool2d( |
| 560 | self, |
| 561 | op, |
| 562 | input, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 563 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 564 | stride, |
| 565 | pad, |
| 566 | kernel, |
| 567 | validator_fcns=None, |
| 568 | error_name=None, |
| 569 | qinfo=None, |
| 570 | ): |
| 571 | result_tens = OutputShaper.pool2dOp( |
| 572 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 573 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 574 | |
| 575 | # Ensure new output type has correct qinfo |
| 576 | if error_name == ErrorIf.WrongInputType: |
| 577 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 578 | qinfo = [ |
| 579 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 580 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 581 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 582 | |
| 583 | # Invalidate Input/Output list for error if checks. |
| 584 | input_list = [input.name] |
| 585 | output_list = [result_tens.name] |
| 586 | pCount, cCount = op["operands"] |
| 587 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 588 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 589 | self, error_name, input_list, output_list |
| 590 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 591 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 592 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 593 | self.ser, |
| 594 | validator_fcns, |
| 595 | error_name, |
| 596 | op=op, |
| 597 | input_shape=input.shape, |
| 598 | input_dtype=input.dtype, |
| 599 | output_shape=result_tens.shape, |
| 600 | output_dtype=result_tens.dtype, |
| 601 | kernel=kernel, |
| 602 | stride=stride, |
| 603 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 604 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 605 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 606 | input_list=input_list, |
| 607 | output_list=output_list, |
| 608 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 609 | ): |
| 610 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 611 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 612 | if qinfo is None: |
| 613 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 614 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 615 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 616 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 617 | |
| 618 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 619 | return result_tens |
| 620 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 621 | def build_maxpool2d( |
| 622 | self, |
| 623 | op, |
| 624 | input, |
| 625 | stride, |
| 626 | pad, |
| 627 | kernel, |
| 628 | validator_fcns=None, |
| 629 | error_name=None, |
| 630 | qinfo=None, |
| 631 | ): |
| 632 | # Same as build_pool2d but manually sets accum_dtype value |
| 633 | # (maxpool has no accum_dtype) |
| 634 | return self.build_pool2d( |
| 635 | op, |
| 636 | input, |
| 637 | DType.UNKNOWN, |
| 638 | stride, |
| 639 | pad, |
| 640 | kernel, |
| 641 | validator_fcns, |
| 642 | error_name, |
| 643 | qinfo, |
| 644 | ) |
| 645 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 646 | def build_conv2d( |
| 647 | self, |
| 648 | op, |
| 649 | ifm, |
| 650 | filter, |
| 651 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 652 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 653 | strides, |
| 654 | padding, |
| 655 | dilations, |
| 656 | validator_fcns=None, |
| 657 | error_name=None, |
| 658 | qinfo=None, |
| 659 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 660 | assert len(padding) == 4 |
| 661 | result_tens = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 662 | self.ser, |
| 663 | self.rng, |
| 664 | ifm, |
| 665 | filter, |
| 666 | accum_dtype, |
| 667 | strides, |
| 668 | padding, |
| 669 | dilations, |
| 670 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 671 | ) |
| 672 | |
| 673 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 674 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 675 | DType.INT8, |
| 676 | DType.UINT8, |
| 677 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 678 | qinfo = [ |
| 679 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 680 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 681 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 682 | |
| 683 | # Invalidate Input/Output list for error_if checks. |
| 684 | input_list = [ifm.name, filter.name, bias.name] |
| 685 | output_list = [result_tens.name] |
| 686 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 687 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 688 | self, error_name, input_list, output_list |
| 689 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 690 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 691 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 692 | self.ser, |
| 693 | validator_fcns, |
| 694 | error_name, |
| 695 | op=op, |
| 696 | input_dtype=ifm.dtype, |
| 697 | weight_dtype=filter.dtype, |
| 698 | output_dtype=result_tens.dtype, |
| 699 | qinfo=qinfo, |
| 700 | input_list=input_list, |
| 701 | num_operands=num_operands, |
| 702 | output_list=output_list, |
| 703 | pad=padding, |
| 704 | stride=strides, |
| 705 | dilation=dilations, |
| 706 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 707 | weight_shape=filter.shape, |
| 708 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 709 | ): |
| 710 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 711 | |
| 712 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 713 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 714 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 715 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 716 | return result_tens |
| 717 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 718 | def build_conv3d( |
| 719 | self, |
| 720 | op, |
| 721 | ifm, |
| 722 | filter, |
| 723 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 724 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 725 | strides, |
| 726 | padding, |
| 727 | dilations, |
| 728 | validator_fcns=None, |
| 729 | error_name=None, |
| 730 | qinfo=None, |
| 731 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 732 | assert len(padding) == 6 |
| 733 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 734 | self.ser, |
| 735 | self.rng, |
| 736 | ifm, |
| 737 | filter, |
| 738 | accum_dtype, |
| 739 | strides, |
| 740 | padding, |
| 741 | dilations, |
| 742 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 743 | ) |
| 744 | |
| 745 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 746 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 747 | DType.INT8, |
| 748 | DType.UINT8, |
| 749 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 750 | qinfo = [ |
| 751 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 752 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 753 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 754 | |
| 755 | # Invalidate Input/Output list for error_if checks. |
| 756 | input_list = [ifm.name, filter.name, bias.name] |
| 757 | output_list = [result_tens.name] |
| 758 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 759 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 760 | self, error_name, input_list, output_list |
| 761 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 762 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 763 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 764 | self.ser, |
| 765 | validator_fcns, |
| 766 | error_name, |
| 767 | op=op, |
| 768 | input_dtype=ifm.dtype, |
| 769 | weight_dtype=filter.dtype, |
| 770 | output_dtype=result_tens.dtype, |
| 771 | qinfo=qinfo, |
| 772 | input_list=input_list, |
| 773 | num_operands=num_operands, |
| 774 | output_list=output_list, |
| 775 | pad=padding, |
| 776 | stride=strides, |
| 777 | dilation=dilations, |
| 778 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 779 | weight_shape=filter.shape, |
| 780 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 781 | ): |
| 782 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 783 | |
| 784 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 785 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 786 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 787 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 788 | return result_tens |
| 789 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 790 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 791 | self, |
| 792 | op, |
| 793 | ifm, |
| 794 | filter, |
| 795 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 796 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 797 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 798 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 799 | output_shape, |
| 800 | validator_fcns=None, |
| 801 | error_name=None, |
| 802 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 803 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 804 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 805 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 806 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 807 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 808 | |
| 809 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 810 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 811 | DType.INT8, |
| 812 | DType.UINT8, |
| 813 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 814 | qinfo = [ |
| 815 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 816 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 817 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 818 | |
| 819 | # Invalidate Input/Output list for error_if checks. |
| 820 | input_list = [ifm.name, filter.name, bias.name] |
| 821 | output_list = [result_tens.name] |
| 822 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 823 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 824 | self, error_name, input_list, output_list |
| 825 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 826 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 827 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 828 | self.ser, |
| 829 | validator_fcns, |
| 830 | error_name, |
| 831 | op=op, |
| 832 | input_dtype=ifm.dtype, |
| 833 | weight_dtype=filter.dtype, |
| 834 | output_dtype=result_tens.dtype, |
| 835 | qinfo=qinfo, |
| 836 | input_list=input_list, |
| 837 | num_operands=num_operands, |
| 838 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 839 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 840 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 841 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 842 | weight_shape=filter.shape, |
| 843 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 844 | ): |
| 845 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 846 | |
| 847 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 848 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 849 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 850 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 851 | return result_tens |
| 852 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 853 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 854 | self, |
| 855 | op, |
| 856 | ifm, |
| 857 | filter, |
| 858 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 859 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 860 | strides, |
| 861 | padding, |
| 862 | dilations, |
| 863 | validator_fcns=None, |
| 864 | error_name=None, |
| 865 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 866 | ): |
| 867 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 868 | self.ser, |
| 869 | self.rng, |
| 870 | ifm, |
| 871 | filter, |
| 872 | accum_dtype, |
| 873 | strides, |
| 874 | padding, |
| 875 | dilations, |
| 876 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 877 | ) |
| 878 | |
| 879 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 880 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 881 | DType.INT8, |
| 882 | DType.UINT8, |
| 883 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 884 | qinfo = [ |
| 885 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 886 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 887 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 888 | |
| 889 | # Invalidate Input/Output list for error_if checks. |
| 890 | input_list = [ifm.name, filter.name, bias.name] |
| 891 | output_list = [result_tens.name] |
| 892 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 893 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 894 | self, error_name, input_list, output_list |
| 895 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 896 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 897 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 898 | self.ser, |
| 899 | validator_fcns, |
| 900 | error_name, |
| 901 | op=op, |
| 902 | input_dtype=ifm.dtype, |
| 903 | weight_dtype=filter.dtype, |
| 904 | output_dtype=result_tens.dtype, |
| 905 | qinfo=qinfo, |
| 906 | input_list=input_list, |
| 907 | num_operands=num_operands, |
| 908 | output_list=output_list, |
| 909 | pad=padding, |
| 910 | stride=strides, |
| 911 | dilation=dilations, |
| 912 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 913 | weight_shape=filter.shape, |
| 914 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 915 | ): |
| 916 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 917 | |
| 918 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 919 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 920 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 921 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 922 | return result_tens |
| 923 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 924 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 925 | self, |
| 926 | op, |
| 927 | ifm, |
| 928 | filter, |
| 929 | bias, |
| 930 | accum_dtype, |
| 931 | validator_fcns=None, |
| 932 | error_name=None, |
| 933 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 934 | ): |
| 935 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 936 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 937 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 938 | |
| 939 | # Invalidate Input/Output list for error if checks. |
| 940 | input_list = [ifm.name, filter.name, bias.name] |
| 941 | output_list = [result_tens.name] |
| 942 | pCount, cCount = op["operands"] |
| 943 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 944 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 945 | self, error_name, input_list, output_list |
| 946 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 947 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 948 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 949 | self.ser, |
| 950 | validator_fcns, |
| 951 | error_name, |
| 952 | op=op, |
| 953 | input_shape=ifm.shape, |
| 954 | input_dtype=ifm.dtype, |
| 955 | weight_dtype=filter.dtype, |
| 956 | output_shape=result_tens.shape, |
| 957 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 958 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 959 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 960 | input_list=input_list, |
| 961 | output_list=output_list, |
| 962 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 963 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 964 | ): |
| 965 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 966 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 967 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 968 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 969 | |
| 970 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 971 | return result_tens |
| 972 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 973 | def build_matmul( |
| 974 | self, op, a, b, accum_dtype, validator_fcns=None, error_name=None, qinfo=None |
| 975 | ): |
| 976 | result_tens = OutputShaper.matmulOp( |
| 977 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 978 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 979 | |
| 980 | # Invalidate Input/Output list for error if checks. |
| 981 | input_list = [a.name, b.name] |
| 982 | output_list = [result_tens.name] |
| 983 | pCount, cCount = op["operands"] |
| 984 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 985 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 986 | self, error_name, input_list, output_list |
| 987 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 988 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 989 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 990 | self.ser, |
| 991 | validator_fcns, |
| 992 | error_name, |
| 993 | op=op, |
| 994 | input_shape=a.shape, |
| 995 | input_dtype=a.dtype, |
| 996 | input2_shape=b.shape, |
| 997 | input2_dtype=b.dtype, |
| 998 | output_shape=result_tens.shape, |
| 999 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1000 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1001 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1002 | input_list=input_list, |
| 1003 | output_list=output_list, |
| 1004 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1005 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1006 | ): |
| 1007 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1008 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1009 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1010 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1011 | |
| 1012 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1013 | return result_tens |
| 1014 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1015 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1016 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1017 | |
| 1018 | # Invalidate Input/Output list for error if checks. |
| 1019 | input_list = [a.name] |
| 1020 | output_list = [result_tens.name] |
| 1021 | pCount, cCount = op["operands"] |
| 1022 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1023 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1024 | self, error_name, input_list, output_list |
| 1025 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1026 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1027 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1028 | self.ser, |
| 1029 | validator_fcns, |
| 1030 | error_name, |
| 1031 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1032 | axis=axis, |
| 1033 | input_shape=a.shape, |
| 1034 | output_shape=result_tens.shape, |
| 1035 | input_dtype=a.dtype, |
| 1036 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1037 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1038 | input_list=input_list, |
| 1039 | output_list=output_list, |
| 1040 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1041 | ): |
| 1042 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1043 | |
| 1044 | attr = ts.TosaSerializerAttribute() |
| 1045 | attr.AxisAttribute(axis) |
| 1046 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1047 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1048 | return result_tens |
| 1049 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1050 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1051 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1052 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1053 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1054 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1055 | if error_name == ErrorIf.MaxSmallerMin: |
| 1056 | # Make sure the numbers are different to invoke this error |
| 1057 | while v[0] == v[1]: |
| 1058 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1059 | max_val = min(v) |
| 1060 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1061 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1062 | max_val = max(v) |
| 1063 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1064 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1065 | # Invalidate Input/Output list for error if checks. |
| 1066 | input_list = [a.name] |
| 1067 | output_list = [result_tens.name] |
| 1068 | pCount, cCount = op["operands"] |
| 1069 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1070 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1071 | self, error_name, input_list, output_list |
| 1072 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1073 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1074 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1075 | self.ser, |
| 1076 | validator_fcns, |
| 1077 | error_name, |
| 1078 | op=op, |
| 1079 | max_val=max_val, |
| 1080 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1081 | input_shape=a.shape, |
| 1082 | output_shape=result_tens.shape, |
| 1083 | input_dtype=a.dtype, |
| 1084 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1085 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1086 | input_list=input_list, |
| 1087 | output_list=output_list, |
| 1088 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1089 | ): |
| 1090 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1091 | |
| 1092 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1093 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1094 | if a.dtype == DType.FP16: |
| 1095 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1096 | min_val = min_val.astype(np.float32) |
| 1097 | max_val = max_val.astype(np.float32) |
| 1098 | |
| 1099 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1100 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1101 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1102 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1103 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1104 | return result_tens |
| 1105 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1106 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1107 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1108 | attr = ts.TosaSerializerAttribute() |
| 1109 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1110 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1111 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1112 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1113 | return result_tens |
| 1114 | |
| 1115 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1116 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1117 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1118 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1119 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1120 | return result_tens |
| 1121 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1122 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1123 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1124 | |
| 1125 | # Invalidate Input/Output list for error if checks. |
| 1126 | input_list = [a.name] |
| 1127 | output_list = [result_tens.name] |
| 1128 | pCount, cCount = op["operands"] |
| 1129 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1130 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1131 | self, error_name, input_list, output_list |
| 1132 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1133 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1134 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1135 | self.ser, |
| 1136 | validator_fcns, |
| 1137 | error_name, |
| 1138 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1139 | input_shape=a.shape, |
| 1140 | output_shape=result_tens.shape, |
| 1141 | input_dtype=a.dtype, |
| 1142 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1143 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1144 | input_list=input_list, |
| 1145 | output_list=output_list, |
| 1146 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1147 | ): |
| 1148 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1149 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1150 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1151 | return result_tens |
| 1152 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1153 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1154 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1155 | |
| 1156 | # Invalidate Input/Output list for error if checks. |
| 1157 | input_list = [a.name] |
| 1158 | output_list = [result_tens.name] |
| 1159 | pCount, cCount = op["operands"] |
| 1160 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1161 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1162 | self, error_name, input_list, output_list |
| 1163 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1164 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1165 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1166 | self.ser, |
| 1167 | validator_fcns, |
| 1168 | error_name, |
| 1169 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1170 | input_shape=a.shape, |
| 1171 | output_shape=result_tens.shape, |
| 1172 | input_dtype=a.dtype, |
| 1173 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1174 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1175 | input_list=input_list, |
| 1176 | output_list=output_list, |
| 1177 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1178 | ): |
| 1179 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1180 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1181 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1182 | return result_tens |
| 1183 | |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1184 | def build_erf(self, op, a, validator_fcns=None, error_name=None): |
| 1185 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1186 | |
| 1187 | # Invalidate Input/Output list for error if checks. |
| 1188 | input_list = [a.name] |
| 1189 | output_list = [result_tens.name] |
| 1190 | pCount, cCount = op["operands"] |
| 1191 | num_operands = pCount + cCount |
| 1192 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1193 | self, error_name, input_list, output_list |
| 1194 | ) |
| 1195 | |
| 1196 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1197 | self.ser, |
| 1198 | validator_fcns, |
| 1199 | error_name, |
| 1200 | op=op, |
| 1201 | input_shape=a.shape, |
| 1202 | output_shape=result_tens.shape, |
| 1203 | input_dtype=a.dtype, |
| 1204 | output_dtype=result_tens.dtype, |
| 1205 | result_tensors=[result_tens], |
| 1206 | input_list=input_list, |
| 1207 | output_list=output_list, |
| 1208 | num_operands=num_operands, |
| 1209 | ): |
| 1210 | return None |
| 1211 | |
| 1212 | self.ser.addOperator(op["op"], input_list, output_list) |
| 1213 | return result_tens |
| 1214 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1215 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1216 | if error_name != ErrorIf.WrongInputType: |
| 1217 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1218 | |
| 1219 | # To store variable length list of input tensors we need to store axis along with it |
| 1220 | axis = a[-1] |
| 1221 | a = a[:-1] |
| 1222 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1223 | result_tens = OutputShaper.concatOp( |
| 1224 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1225 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1226 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1227 | input_tensor_names = [] |
| 1228 | for tensor in a: |
| 1229 | input_tensor_names.append(tensor.name) |
| 1230 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1231 | # Invalidate Input/Output list for error if checks. |
| 1232 | input_list = input_tensor_names |
| 1233 | output_list = [result_tens.name] |
| 1234 | pCount, cCount = op["operands"] |
| 1235 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1236 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1237 | self, error_name, input_list, output_list |
| 1238 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1239 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1240 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1241 | self.ser, |
| 1242 | validator_fcns, |
| 1243 | error_name, |
| 1244 | op=op, |
| 1245 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1246 | input_shape=a[0].shape, |
| 1247 | output_shape=result_tens.shape, |
| 1248 | input_dtype=a[0].dtype, |
| 1249 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1250 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1251 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1252 | input_list=input_list, |
| 1253 | output_list=output_list, |
| 1254 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1255 | ): |
| 1256 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1257 | |
| 1258 | attr = ts.TosaSerializerAttribute() |
| 1259 | attr.AxisAttribute(axis) |
| 1260 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1261 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1262 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1263 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1264 | def build_pad( |
| 1265 | self, |
| 1266 | op, |
| 1267 | a, |
| 1268 | padding, |
| 1269 | pad_const_int, |
| 1270 | pad_const_float, |
| 1271 | validator_fcns=None, |
| 1272 | error_name=None, |
| 1273 | qinfo=None, |
| 1274 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1275 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1276 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1277 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1278 | attr.PadAttribute( |
| 1279 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1280 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1281 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1282 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1283 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1284 | output_list = [result_tens.name] |
| 1285 | pCount, cCount = op["operands"] |
| 1286 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1287 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1288 | self, error_name, input_list, output_list |
| 1289 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1290 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1291 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1292 | self.ser, |
| 1293 | validator_fcns, |
| 1294 | error_name, |
| 1295 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1296 | input_shape=a.shape, |
| 1297 | output_shape=result_tens.shape, |
| 1298 | input_dtype=a.dtype, |
| 1299 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1300 | pad=padding, |
| 1301 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1302 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1303 | input_list=input_list, |
| 1304 | output_list=output_list, |
| 1305 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1306 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1307 | ): |
| 1308 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1309 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1310 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1311 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1312 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1313 | 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] | 1314 | result_tens = OutputShaper.reshapeOp( |
| 1315 | self.ser, self.rng, a, newShape, error_name |
| 1316 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1317 | |
| 1318 | # Invalidate Input/Output list for error if checks. |
| 1319 | input_list = [a.name] |
| 1320 | output_list = [result_tens.name] |
| 1321 | pCount, cCount = op["operands"] |
| 1322 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1323 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1324 | self, error_name, input_list, output_list |
| 1325 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1326 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1327 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1328 | self.ser, |
| 1329 | validator_fcns, |
| 1330 | error_name, |
| 1331 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1332 | input_shape=a.shape, |
| 1333 | output_shape=result_tens.shape, |
| 1334 | input_dtype=a.dtype, |
| 1335 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1336 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1337 | input_list=input_list, |
| 1338 | output_list=output_list, |
| 1339 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1340 | ): |
| 1341 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1342 | |
| 1343 | attr = ts.TosaSerializerAttribute() |
| 1344 | attr.ReshapeAttribute(newShape) |
| 1345 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1346 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1347 | return result_tens |
| 1348 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1349 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1350 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1351 | |
| 1352 | # Invalidate Input/Output list for error if checks. |
| 1353 | input_list = [a.name] |
| 1354 | output_list = [result_tens.name] |
| 1355 | pCount, cCount = op["operands"] |
| 1356 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1357 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1358 | self, error_name, input_list, output_list |
| 1359 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1360 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1361 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1362 | self.ser, |
| 1363 | validator_fcns, |
| 1364 | error_name, |
| 1365 | op=op, |
| 1366 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1367 | input_shape=a.shape, |
| 1368 | output_shape=result_tens.shape, |
| 1369 | input_dtype=a.dtype, |
| 1370 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1371 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1372 | input_list=input_list, |
| 1373 | output_list=output_list, |
| 1374 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1375 | ): |
| 1376 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1377 | |
| 1378 | attr = ts.TosaSerializerAttribute() |
| 1379 | attr.AxisAttribute(axis) |
| 1380 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1381 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1382 | return result_tens |
| 1383 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1384 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1385 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1386 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1387 | attr = ts.TosaSerializerAttribute() |
| 1388 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1389 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1390 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1391 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1392 | output_list = [result_tens.name] |
| 1393 | pCount, cCount = op["operands"] |
| 1394 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1395 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1396 | self, error_name, input_list, output_list |
| 1397 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1398 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1399 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1400 | self.ser, |
| 1401 | validator_fcns, |
| 1402 | error_name, |
| 1403 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1404 | input_shape=a.shape, |
| 1405 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1406 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1407 | input_dtype=a.dtype, |
| 1408 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1409 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1410 | input_list=input_list, |
| 1411 | output_list=output_list, |
| 1412 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1413 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1414 | ): |
| 1415 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1416 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1417 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1418 | return result_tens |
| 1419 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1420 | 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] | 1421 | result_tens = OutputShaper.sliceOp( |
| 1422 | self.ser, self.rng, a, start, size, error_name |
| 1423 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1424 | |
| 1425 | # Invalidate Input/Output list for error if checks. |
| 1426 | input_list = [a.name] |
| 1427 | output_list = [result_tens.name] |
| 1428 | pCount, cCount = op["operands"] |
| 1429 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1430 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1431 | self, error_name, input_list, output_list |
| 1432 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1433 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1434 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1435 | self.ser, |
| 1436 | validator_fcns, |
| 1437 | error_name, |
| 1438 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1439 | input_shape=a.shape, |
| 1440 | output_shape=result_tens.shape, |
| 1441 | input_dtype=a.dtype, |
| 1442 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1443 | start=start, |
| 1444 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1445 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1446 | input_list=input_list, |
| 1447 | output_list=output_list, |
| 1448 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1449 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1450 | ): |
| 1451 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1452 | |
| 1453 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1454 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1455 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1456 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1457 | return result_tens |
| 1458 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1459 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1460 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1461 | |
| 1462 | # Invalidate Input/Output list for error if checks. |
| 1463 | input_list = [a.name] |
| 1464 | output_list = [result_tens.name] |
| 1465 | pCount, cCount = op["operands"] |
| 1466 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1467 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1468 | self, error_name, input_list, output_list |
| 1469 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1470 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1471 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1472 | self.ser, |
| 1473 | validator_fcns, |
| 1474 | error_name, |
| 1475 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1476 | input_shape=a.shape, |
| 1477 | output_shape=result_tens.shape, |
| 1478 | input_dtype=a.dtype, |
| 1479 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1480 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1481 | input_list=input_list, |
| 1482 | output_list=output_list, |
| 1483 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1484 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1485 | ): |
| 1486 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1487 | |
| 1488 | attr = ts.TosaSerializerAttribute() |
| 1489 | attr.TileAttribute(multiples) |
| 1490 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1491 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1492 | return result_tens |
| 1493 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1494 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1495 | |
| 1496 | # Create a new indicies tensor |
| 1497 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1498 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1499 | K = values.shape[1] # K |
| 1500 | W = self.randInt( |
| 1501 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1502 | ) # W |
| 1503 | indicies_arr = np.int32( |
| 1504 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1505 | ) # (N, W) |
| 1506 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1507 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1508 | result_tens = OutputShaper.gatherOp( |
| 1509 | self.ser, self.rng, values, indicies, error_name |
| 1510 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1511 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1512 | # Invalidate Input/Output list for error if checks. |
| 1513 | input_list = [values.name, indicies.name] |
| 1514 | output_list = [result_tens.name] |
| 1515 | pCount, cCount = op["operands"] |
| 1516 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1517 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1518 | self, error_name, input_list, output_list |
| 1519 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1520 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1521 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1522 | self.ser, |
| 1523 | validator_fcns, |
| 1524 | error_name, |
| 1525 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1526 | input_shape=values.shape, |
| 1527 | output_shape=result_tens.shape, |
| 1528 | input_dtype=values.dtype, |
| 1529 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1530 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1531 | input_list=input_list, |
| 1532 | output_list=output_list, |
| 1533 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1534 | ): |
| 1535 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1536 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1537 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1538 | |
| 1539 | return result_tens |
| 1540 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1541 | 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] | 1542 | |
| 1543 | # Create a new indicies tensor |
| 1544 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1545 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1546 | K = values_in.shape[1] # K |
| 1547 | W = input.shape[1] # W |
| 1548 | indicies_arr = np.int32( |
| 1549 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1550 | ) # (N, W) |
| 1551 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1552 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1553 | result_tens = OutputShaper.scatterOp( |
| 1554 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1555 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1556 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1557 | # Invalidate Input/Output list for error if checks. |
| 1558 | input_list = [values_in.name, indicies.name, input.name] |
| 1559 | output_list = [result_tens.name] |
| 1560 | pCount, cCount = op["operands"] |
| 1561 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1562 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1563 | self, error_name, input_list, output_list |
| 1564 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1565 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1566 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1567 | self.ser, |
| 1568 | validator_fcns, |
| 1569 | error_name, |
| 1570 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1571 | input_shape=values_in.shape, |
| 1572 | output_shape=result_tens.shape, |
| 1573 | input_dtype=values_in.dtype, |
| 1574 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1575 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1576 | input_list=input_list, |
| 1577 | output_list=output_list, |
| 1578 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1579 | ): |
| 1580 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1581 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1582 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1583 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1584 | return result_tens |
| 1585 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1586 | def build_resize( |
| 1587 | self, |
| 1588 | op, |
| 1589 | input, |
| 1590 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1591 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1592 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1593 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1594 | input_dtype, |
| 1595 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1596 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1597 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1598 | ): |
| 1599 | result_tens = OutputShaper.resizeOp( |
| 1600 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1601 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1602 | input, |
| 1603 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1604 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1605 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1606 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1607 | input_dtype, |
| 1608 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1609 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1610 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1611 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1612 | # Invalidate Input/Output list for error if checks. |
| 1613 | input_list = [input.name] |
| 1614 | output_list = [result_tens.name] |
| 1615 | pCount, cCount = op["operands"] |
| 1616 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1617 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1618 | self, error_name, input_list, output_list |
| 1619 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1620 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1621 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1622 | self.ser, |
| 1623 | validator_fcns, |
| 1624 | error_name, |
| 1625 | op=op, |
| 1626 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1627 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1628 | input_dtype=input_dtype, |
| 1629 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1630 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1631 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1632 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1633 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1634 | input_list=input_list, |
| 1635 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1636 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1637 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1638 | ): |
| 1639 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1640 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1641 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1642 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1643 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1644 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1645 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1646 | return result_tens |
| 1647 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1648 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1649 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1650 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1651 | self.ser.addOperator( |
| 1652 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1653 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1654 | return result_tens |
| 1655 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1656 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1657 | self.ser.addOutputTensor(val) |
| 1658 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1659 | |
| 1660 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1661 | 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] | 1662 | result_tens = OutputShaper.typeConversionOp( |
| 1663 | self.ser, self.rng, val, out_dtype, error_name |
| 1664 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1665 | |
| 1666 | # Invalidate Input/Output list for error if checks. |
| 1667 | input_list = [val.name] |
| 1668 | output_list = [result_tens.name] |
| 1669 | pCount, cCount = op["operands"] |
| 1670 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1671 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1672 | self, error_name, input_list, output_list |
| 1673 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1674 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1675 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1676 | self.ser, |
| 1677 | validator_fcns, |
| 1678 | error_name, |
| 1679 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1680 | input_shape=val.shape, |
| 1681 | output_shape=result_tens.shape, |
| 1682 | input_dtype=val.dtype, |
| 1683 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1684 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1685 | input_list=input_list, |
| 1686 | output_list=output_list, |
| 1687 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1688 | ): |
| 1689 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1690 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1691 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1692 | return result_tens |
| 1693 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1694 | def build_rescale( |
| 1695 | self, |
| 1696 | op, |
| 1697 | val, |
| 1698 | out_dtype, |
| 1699 | scale32, |
| 1700 | double_round, |
| 1701 | per_channel, |
| 1702 | validator_fcns, |
| 1703 | error_name, |
| 1704 | ): |
| 1705 | result_tens = OutputShaper.typeConversionOp( |
| 1706 | self.ser, self.rng, val, out_dtype, error_name |
| 1707 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1708 | |
| 1709 | if per_channel: |
| 1710 | nc = val.shape[-1] |
| 1711 | else: |
| 1712 | nc = 1 |
| 1713 | |
| 1714 | in_type_width = self.typeWidth(val.dtype) |
| 1715 | out_type_width = self.typeWidth(out_dtype) |
| 1716 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1717 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1718 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1719 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1720 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1721 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1722 | in_type_width += 1 |
| 1723 | elif error_name in [ |
| 1724 | ErrorIf.InputZeroPointNotZero, |
| 1725 | ErrorIf.U16InputZeroPointNotValid, |
| 1726 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1727 | input_zp = self.randInt(-128, 128) |
| 1728 | if input_zp == 0: |
| 1729 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1730 | in_type_width += 1 |
| 1731 | elif val.dtype == DType.UINT16: |
| 1732 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1733 | input_zp = self.rng.choice([0, 32768]) |
| 1734 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1735 | else: |
| 1736 | input_zp = 0 |
| 1737 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1738 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1739 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1740 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1741 | elif out_dtype == DType.UINT8: |
| 1742 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1743 | out_type_width += 1 |
| 1744 | elif error_name in [ |
| 1745 | ErrorIf.OutputZeroPointNotZero, |
| 1746 | ErrorIf.U16OutputZeroPointNotValid, |
| 1747 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1748 | output_zp = self.randInt(-128, 128) |
| 1749 | if output_zp == 0: |
| 1750 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1751 | out_type_width += 1 |
| 1752 | elif out_dtype == DType.UINT16: |
| 1753 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1754 | output_zp = self.rng.choice([0, 32768]) |
| 1755 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1756 | else: |
| 1757 | output_zp = 0 |
| 1758 | |
| 1759 | # Calculate scale based on: |
| 1760 | # scale = a *(2^output_width)/(2^input_width)) |
| 1761 | |
| 1762 | a = np.float32(self.rng.random(size=[nc])) |
| 1763 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1764 | |
| 1765 | if scale32: |
| 1766 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1767 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1768 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1769 | else: |
| 1770 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1771 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1772 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1773 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1774 | |
| 1775 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1776 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1777 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1778 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1779 | |
| 1780 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1781 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1782 | scale_arr[i], scale32 |
| 1783 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1784 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1785 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1786 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1787 | # 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] | 1788 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1789 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1790 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1791 | assert val.placeholderFilename |
| 1792 | values = np.load( |
| 1793 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1794 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1795 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1796 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1797 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1798 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1799 | if not np.all(np.array_equal(values, val_adj)): |
| 1800 | # Values changed so overwrite file with new values |
| 1801 | np.save( |
| 1802 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1803 | val_adj, |
| 1804 | False, |
| 1805 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1806 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1807 | # Invalidate Input/Output list for error if checks. |
| 1808 | input_list = [val.name] |
| 1809 | output_list = [result_tens.name] |
| 1810 | pCount, cCount = op["operands"] |
| 1811 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1812 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1813 | self, error_name, input_list, output_list |
| 1814 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1815 | |
| 1816 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1817 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1818 | self.ser, |
| 1819 | validator_fcns, |
| 1820 | error_name, |
| 1821 | op=op, |
| 1822 | input_dtype=val.dtype, |
| 1823 | output_dtype=out_dtype, |
| 1824 | input_shape=val.shape, |
| 1825 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1826 | scale32=scale32, |
| 1827 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1828 | input_list=input_list, |
| 1829 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1830 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1831 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1832 | ): |
| 1833 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1834 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1835 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1836 | attr.RescaleAttribute( |
| 1837 | input_zp, |
| 1838 | output_zp, |
| 1839 | multiplier_arr, |
| 1840 | shift_arr, |
| 1841 | scale32, |
| 1842 | double_round, |
| 1843 | per_channel, |
| 1844 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1845 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1846 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1847 | return result_tens |
| 1848 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1849 | def _get_condition_tensor(self, op, cond, error_name): |
| 1850 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
| 1851 | cond_type = get_wrong_output_type(op, self.rng, DType.BOOL) |
| 1852 | else: |
| 1853 | cond_type = DType.BOOL |
| 1854 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 1855 | choice = self.rng.choice([1, 2]) |
| 1856 | if choice == 1: |
| 1857 | cond_shape = [2] |
| 1858 | else: |
| 1859 | cond_shape = [1, 2] |
| 1860 | else: |
| 1861 | # Must be of size 1 (rank 0) |
| 1862 | cond_shape = [] |
| 1863 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 1864 | return cond_tens |
| 1865 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1866 | def build_cond_if_const( |
| 1867 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 1868 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1869 | # For cond_if with constants, we're supplied with then/else tensors that we ignore |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1870 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1871 | # and fill them with const nodes for the body. |
| 1872 | |
| 1873 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1874 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1875 | |
| 1876 | # Make then/else tensors |
| 1877 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1878 | |
| 1879 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1880 | if error_name in [ |
| 1881 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1882 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1883 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1884 | incorrect_shape = deepcopy(then_tens.shape) |
| 1885 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1886 | incorrect_shape[i] += ( |
| 1887 | self.rng.choice([-3, -2, 2, 3]) |
| 1888 | if incorrect_shape[i] > 3 |
| 1889 | else self.rng.choice([1, 2, 4]) |
| 1890 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1891 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 1892 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1893 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 1894 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1895 | |
| 1896 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1897 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1898 | |
| 1899 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1900 | then_block = "THEN_BLOCK" |
| 1901 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1902 | attr = ts.TosaSerializerAttribute() |
| 1903 | attr.CondIfAttribute(then_block, else_block) |
| 1904 | |
| 1905 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1906 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1907 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1908 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1909 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1910 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 1911 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1912 | else: |
| 1913 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1914 | self.ser.addOutputTensor(then_tens) |
| 1915 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1916 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1917 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 1918 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1919 | else: |
| 1920 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1921 | self.ser.addOutputTensor(else_tens) |
| 1922 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1923 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1924 | self.ser, |
| 1925 | validator_fcns, |
| 1926 | error_name, |
| 1927 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1928 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1929 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1930 | ): |
| 1931 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1932 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1933 | return result_tens |
| 1934 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1935 | def build_cond_if_binary( |
| 1936 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 1937 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1938 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 1939 | # alternately add or subtract them based on the condition |
| 1940 | |
| 1941 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1942 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
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 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1945 | |
| 1946 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1947 | then_block = "THEN_BLOCK" |
| 1948 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1949 | attr = ts.TosaSerializerAttribute() |
| 1950 | attr.CondIfAttribute(then_block, else_block) |
| 1951 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1952 | if error_name in [ |
| 1953 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 1954 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 1955 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1956 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1957 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1958 | incorrect_shape = a.shape.copy() |
| 1959 | for i in range(len(incorrect_shape)): |
| 1960 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1961 | incorrect_block_input = deepcopy(a) |
| 1962 | incorrect_block_input.shape = incorrect_shape |
| 1963 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1964 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1965 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1966 | 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] | 1967 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1968 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 1969 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1970 | then_op, else_op = Op.ADD, Op.SUB |
| 1971 | elif a.dtype in (DType.INT8, DType.INT16): |
| 1972 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 1973 | else: |
| 1974 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1975 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1976 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1977 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1978 | if ( |
| 1979 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 1980 | and block == then_block |
| 1981 | ) or ( |
| 1982 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 1983 | and block == else_block |
| 1984 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1985 | self.ser.addInputTensor(incorrect_block_input) |
| 1986 | self.ser.addInputTensor(b) |
| 1987 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1988 | elif ( |
| 1989 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 1990 | and block == then_block |
| 1991 | ) or ( |
| 1992 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 1993 | and block == else_block |
| 1994 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1995 | self.ser.addInputTensor(a) |
| 1996 | self.ser.addInputTensor(b) |
| 1997 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 1998 | else: |
| 1999 | self.ser.addInputTensor(a) |
| 2000 | self.ser.addInputTensor(b) |
| 2001 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2002 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2003 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2004 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2005 | self.ser, |
| 2006 | validator_fcns, |
| 2007 | error_name, |
| 2008 | op=op, |
| 2009 | a=a, |
| 2010 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2011 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2012 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2013 | ): |
| 2014 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2015 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2016 | return result_tens |
| 2017 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2018 | 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] | 2019 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2020 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2021 | cond_block = "COND_BLOCK" |
| 2022 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2023 | |
| 2024 | attr = ts.TosaSerializerAttribute() |
| 2025 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2026 | |
| 2027 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2028 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2029 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2030 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2031 | |
| 2032 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2033 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2034 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2035 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2036 | incorrect_acc = deepcopy(acc) |
| 2037 | for i in range(len(incorrect_acc.shape)): |
| 2038 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2039 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2040 | else: |
| 2041 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2042 | |
| 2043 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2044 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2045 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2046 | [iter.name, a.name, acc.name], |
| 2047 | [iter_out.name, a_out.name, acc_out.name], |
| 2048 | attr, |
| 2049 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2050 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2051 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2052 | if error_name in [ |
| 2053 | ErrorIf.InputListCondGraphMismatch, |
| 2054 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2055 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2056 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2057 | incorrect_iter = deepcopy(iter) |
| 2058 | for i in range(len(incorrect_iter.shape)): |
| 2059 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2060 | if len(incorrect_iter.shape) == 0: |
| 2061 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2062 | |
| 2063 | incorrect_acc = deepcopy(acc) |
| 2064 | for i in range(len(incorrect_acc.shape)): |
| 2065 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2066 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2067 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2068 | self.ser.addBasicBlock(cond_block) |
| 2069 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2070 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2071 | self.ser.addInputTensor(incorrect_iter) |
| 2072 | self.ser.addInputTensor(a) |
| 2073 | self.ser.addInputTensor(incorrect_acc) |
| 2074 | else: |
| 2075 | self.ser.addInputTensor(iter) |
| 2076 | self.ser.addInputTensor(a) |
| 2077 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2078 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2079 | |
| 2080 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2081 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2082 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2083 | cond_type = DType.BOOL |
| 2084 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2085 | choice = self.rng.choice([1, 2]) |
| 2086 | if choice == 1: |
| 2087 | cond_shape = [3] |
| 2088 | else: |
| 2089 | cond_shape = [1, 2] |
| 2090 | else: |
| 2091 | cond_shape = [] |
| 2092 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2093 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2094 | 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] | 2095 | |
| 2096 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2097 | # Note that local intermediate tensors need to be declared here for the outputs |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2098 | self.ser.addBasicBlock(body_block) |
| 2099 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2100 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2101 | self.ser.addInputTensor(incorrect_iter) |
| 2102 | self.ser.addInputTensor(a) |
| 2103 | self.ser.addInputTensor(incorrect_acc) |
| 2104 | else: |
| 2105 | self.ser.addInputTensor(iter) |
| 2106 | self.ser.addInputTensor(a) |
| 2107 | self.ser.addInputTensor(acc) |
| 2108 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2109 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2110 | |
| 2111 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2112 | iter_body_out = self.ser.addIntermediate( |
| 2113 | incorrect_iter.shape, incorrect_iter.dtype |
| 2114 | ) |
| 2115 | acc_body_out = self.ser.addIntermediate( |
| 2116 | incorrect_acc.shape, incorrect_acc.dtype |
| 2117 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2118 | else: |
| 2119 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2120 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2121 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2122 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2123 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2124 | self.ser.addOutputTensor(iter_body_out) |
| 2125 | self.ser.addOutputTensor(a) |
| 2126 | self.ser.addOutputTensor(acc_body_out) |
| 2127 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2128 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2129 | self.ser, |
| 2130 | validator_fcns, |
| 2131 | error_name, |
| 2132 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2133 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2134 | ): |
| 2135 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2136 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2137 | return acc_out |
| 2138 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2139 | def build_fft2d( |
| 2140 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2141 | ): |
| 2142 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2143 | |
| 2144 | input_names = [val1.name, val2.name] |
| 2145 | pCount, cCount = op["operands"] |
| 2146 | num_operands = pCount + cCount |
| 2147 | |
| 2148 | output_names = [res.name for res in results] |
| 2149 | output_shapes = [res.shape for res in results] |
| 2150 | output_dtypes = [res.dtype for res in results] |
| 2151 | |
| 2152 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2153 | self, error_name, input_names, output_names |
| 2154 | ) |
| 2155 | |
| 2156 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2157 | self.ser, |
| 2158 | validator_fcns, |
| 2159 | error_name, |
| 2160 | op=op, |
| 2161 | inverse=inverse, |
| 2162 | input1=val1, |
| 2163 | input2=val2, |
| 2164 | input_shape=val1.shape, |
| 2165 | input_dtype=val1.dtype, |
| 2166 | output_shape=output_shapes, |
| 2167 | output_dtype=output_dtypes, |
| 2168 | result_tensors=results, |
| 2169 | input_list=input_names, |
| 2170 | output_list=output_names, |
| 2171 | num_operands=num_operands, |
| 2172 | ): |
| 2173 | return None |
| 2174 | |
| 2175 | attr = ts.TosaSerializerAttribute() |
| 2176 | attr.FFTAttribute(inverse) |
| 2177 | |
| 2178 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2179 | return results |
| 2180 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2181 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2182 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2183 | |
| 2184 | input_names = [val.name] |
| 2185 | pCount, cCount = op["operands"] |
| 2186 | num_operands = pCount + cCount |
| 2187 | |
| 2188 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2189 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2190 | output_dtypes = [res.dtype for res in results] |
| 2191 | |
| 2192 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2193 | self, error_name, input_names, output_names |
| 2194 | ) |
| 2195 | |
| 2196 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2197 | self.ser, |
| 2198 | validator_fcns, |
| 2199 | error_name, |
| 2200 | op=op, |
| 2201 | input_shape=val.shape, |
| 2202 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2203 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2204 | output_dtype=output_dtypes, |
| 2205 | result_tensors=results, |
| 2206 | input_list=input_names, |
| 2207 | output_list=output_names, |
| 2208 | num_operands=num_operands, |
| 2209 | ): |
| 2210 | return None |
| 2211 | |
| 2212 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2213 | return results |
| 2214 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2215 | def create_filter_lists( |
| 2216 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2217 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2218 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2219 | default_test_rank_range = range(1, 5) |
| 2220 | if not shapeFilter: |
| 2221 | shapeFilter = [None] |
| 2222 | |
| 2223 | # Calculate the filters based on what is requested and what the operator allows |
| 2224 | rmin, rmax = op["rank"] |
| 2225 | if rankFilter is not None: |
| 2226 | cleanRankFilter = [] |
| 2227 | # Ensure rankFilter values are allowed by operator |
| 2228 | for rank in rankFilter: |
| 2229 | if rank >= rmin and rank <= rmax: |
| 2230 | cleanRankFilter.append(rank) |
| 2231 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2232 | # Ensure default behaviour is bounded by default range or by operator, |
| 2233 | # whichever is the smaller range of ranks. |
| 2234 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2235 | cleanRankFilter = ( |
| 2236 | opRankRange |
| 2237 | if len(opRankRange) <= len(default_test_rank_range) |
| 2238 | else default_test_rank_range |
| 2239 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2240 | else: |
| 2241 | cleanRankFilter = range(rmin, rmax + 1) |
| 2242 | |
| 2243 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2244 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2245 | if dtypeFilter is not None: |
| 2246 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2247 | # Create list of operator dtypes filtered by requested dtypes |
| 2248 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2249 | if dtype in dtypeFilter or ( |
| 2250 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2251 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2252 | cleanDtypeFilter.append(dtype) |
| 2253 | else: |
| 2254 | cleanDtypeFilter = dtypes |
| 2255 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2256 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2257 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2258 | "shapeFilter": shapeFilter, |
| 2259 | "rankFilter": cleanRankFilter, |
| 2260 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2261 | } |
| 2262 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2263 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2264 | if validator is not None: |
| 2265 | validator_info = validator(check=False, op=op) |
| 2266 | else: |
| 2267 | return None |
| 2268 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2269 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2270 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2271 | # Set parameters as required |
| 2272 | if error_arguments["rank"] is not None: |
| 2273 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2274 | else: |
| 2275 | rankFilter = cleanRankFilter |
| 2276 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2277 | if error_arguments["dtype"] is not None: |
| 2278 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2279 | else: |
| 2280 | dtypeFilter = cleanDtypeFilter |
| 2281 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2282 | if error_arguments["shape"] is not None: |
| 2283 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2284 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2285 | shapeFilter = shapeFilter[ |
| 2286 | :2 |
| 2287 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2288 | |
| 2289 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2290 | "shapeFilter": shapeFilter, |
| 2291 | "rankFilter": rankFilter, |
| 2292 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2293 | } |
| 2294 | return filterDict |
| 2295 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2296 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2297 | self, |
| 2298 | opName, |
| 2299 | shapeFilter=[None], |
| 2300 | rankFilter=None, |
| 2301 | dtypeFilter=None, |
| 2302 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2303 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2304 | |
| 2305 | try: |
| 2306 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2307 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2308 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2309 | |
| 2310 | # Initialize a new random number generator |
| 2311 | self.rng = np.random.default_rng(self.random_seed) |
| 2312 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2313 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2314 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2315 | # Test list consists of a tuple of: |
| 2316 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2317 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2318 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2319 | error_if_validators = op["error_if_validators"] |
| 2320 | else: |
| 2321 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2322 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2323 | for validator in error_if_validators: |
| 2324 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2325 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2326 | else: |
| 2327 | error_name = None |
| 2328 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2329 | filterDict = self.create_filter_lists( |
| 2330 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2331 | ) |
| 2332 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2333 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2334 | cleanRankFilter = filterDict["rankFilter"] |
| 2335 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2336 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2337 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2338 | |
| 2339 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2340 | for t in cleanDtypeFilter: |
| 2341 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2342 | # Filter out by rank |
| 2343 | if shape is not None and len(shape) != r: |
| 2344 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2345 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2346 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2347 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2348 | shapeStr = self.shapeStr(shapeList[0]) |
| 2349 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2350 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2351 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2352 | argList = [] |
| 2353 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2354 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2355 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2356 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2357 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2358 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2359 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2360 | if argStr: |
| 2361 | testStr = "{}_{}_{}_{}".format( |
| 2362 | opName, shapeStr, typeStr, argStr |
| 2363 | ) |
| 2364 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2365 | testStr = "{}_{}_{}".format( |
| 2366 | opName, shapeStr, typeStr |
| 2367 | ) |
| 2368 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2369 | if argStr: |
| 2370 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2371 | opName, error_name, shapeStr, typeStr, argStr |
| 2372 | ) |
| 2373 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2374 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2375 | opName, error_name, shapeStr, typeStr |
| 2376 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2377 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2378 | testList.append( |
| 2379 | (opName, testStr, t, error_name, shapeList, args) |
| 2380 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2381 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2382 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2383 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2384 | if "invalid_test_validators" in op: |
| 2385 | invalid_test_validators = op["invalid_test_validators"] |
| 2386 | clean_testList = [] |
| 2387 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2388 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2389 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2390 | if validator_fcn( |
| 2391 | opName=test[0], |
| 2392 | input_dtype=test[2], |
| 2393 | shapeList=test[4], |
| 2394 | args=test[5], |
| 2395 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2396 | remove_test = True |
| 2397 | if not remove_test: |
| 2398 | clean_testList.append(test) |
| 2399 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2400 | |
| 2401 | return testList |
| 2402 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2403 | def serializeTest( |
| 2404 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2405 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2406 | try: |
| 2407 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2408 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2409 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2410 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2411 | if self.args.verbose: |
| 2412 | print(f"Creating {testStr}") |
| 2413 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2414 | # Create a serializer |
| 2415 | self.createSerializer(opName, testStr) |
| 2416 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2417 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2418 | if "error_if_validators" in op: |
| 2419 | error_if_validators = op["error_if_validators"] |
| 2420 | else: |
| 2421 | error_if_validators = None |
| 2422 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2423 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2424 | num_operands = pCount + cCount |
| 2425 | |
| 2426 | if isinstance(dtype_or_dtypeList, list): |
| 2427 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2428 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2429 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2430 | else: |
| 2431 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2432 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2433 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2434 | assert ( |
| 2435 | len(shapeList) == num_operands |
| 2436 | ), "shapeList length {} must match number of operands {}".format( |
| 2437 | len(shapeList), num_operands |
| 2438 | ) |
| 2439 | assert ( |
| 2440 | len(dtypeList) == num_operands |
| 2441 | ), "dtypeList length {} must match number of operands {}".format( |
| 2442 | len(dtypeList), num_operands |
| 2443 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2444 | |
| 2445 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2446 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2447 | except KeyError: |
| 2448 | qgen = None |
| 2449 | |
| 2450 | # Build the random tensor operands and the test |
| 2451 | tens = [] |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2452 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2453 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2454 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2455 | else: |
| 2456 | qinfo = None |
| 2457 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 2458 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2459 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2460 | try: |
| 2461 | if error_if_validators is None: |
| 2462 | if qinfo is not None: |
| 2463 | resultName = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2464 | else: |
| 2465 | resultName = build_fcn(self, op, *tens, *testArgs) |
| 2466 | else: |
| 2467 | if qinfo is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2468 | resultName = build_fcn( |
| 2469 | self, |
| 2470 | op, |
| 2471 | *tens, |
| 2472 | *testArgs, |
| 2473 | validator_fcns=error_if_validators, |
| 2474 | error_name=error_name, |
| 2475 | qinfo=qinfo, |
| 2476 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2477 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2478 | resultName = build_fcn( |
| 2479 | self, |
| 2480 | op, |
| 2481 | *tens, |
| 2482 | *testArgs, |
| 2483 | validator_fcns=error_if_validators, |
| 2484 | error_name=error_name, |
| 2485 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2486 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2487 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2488 | raise e |
| 2489 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2490 | if resultName: |
| 2491 | # The test is valid, serialize it |
| 2492 | self.serialize("test") |
| 2493 | else: |
| 2494 | # The test is not valid |
| 2495 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2496 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2497 | def createDynamicOpLists(self): |
| 2498 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2499 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2500 | # Already created these lists (can occur when class is initialized more than once) |
| 2501 | return |
| 2502 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2503 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2504 | if not self.args.level8k: |
| 2505 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2506 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2507 | else: |
| 2508 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2509 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2510 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2511 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2512 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2513 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2514 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2515 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2516 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2517 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2518 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2519 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2520 | "depthwise_conv2d_TEMPLATE" |
| 2521 | ].copy() |
| 2522 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2523 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2524 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2525 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2526 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2527 | "transpose_conv2d_TEMPLATE" |
| 2528 | ].copy() |
| 2529 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2530 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2531 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2532 | for k in KERNELS_3D: |
| 2533 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2534 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2535 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2536 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2537 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2538 | # Delete any templates after having created any dynamic ops |
| 2539 | # This is a two-pass operation because it's bad practice to delete |
| 2540 | # keys from dictionaries while iterating |
| 2541 | keyList = [] |
| 2542 | for k in self.TOSA_OP_LIST: |
| 2543 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2544 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2545 | keyList.append(k) |
| 2546 | continue |
| 2547 | except KeyError: |
| 2548 | pass |
| 2549 | |
| 2550 | for k in keyList: |
| 2551 | del self.TOSA_OP_LIST[k] |
| 2552 | |
| 2553 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2554 | """Fill in default fields for ops if they aren't already specified. |
| 2555 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2556 | for op in self.TOSA_OP_LIST: |
| 2557 | |
| 2558 | # Required fields |
| 2559 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2560 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2561 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2562 | raise Exception( |
| 2563 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2564 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2565 | |
| 2566 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2567 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2568 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2569 | raise Exception( |
| 2570 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2571 | op |
| 2572 | ) |
| 2573 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2574 | |
| 2575 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2576 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2577 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2578 | raise Exception( |
| 2579 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2580 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2581 | |
| 2582 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2583 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2584 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2585 | raise Exception( |
| 2586 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2587 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2588 | |
| 2589 | # Put in default rank range, if missing |
| 2590 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2591 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2592 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2593 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2594 | |
| 2595 | # Tensor operator list |
| 2596 | # 'op': op name |
| 2597 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2598 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2599 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2600 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2601 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2602 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2603 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2604 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2605 | TYPE_INT_FP = [ |
| 2606 | DType.INT8, |
| 2607 | DType.INT16, |
| 2608 | DType.INT32, |
| 2609 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2610 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2611 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2612 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2613 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2614 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2615 | TYPE_FI32 = [ |
| 2616 | DType.FP32, |
| 2617 | DType.FP16, |
| 2618 | DType.BF16, |
| 2619 | DType.INT32, |
| 2620 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2621 | TYPE_FIB = [ |
| 2622 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2623 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2624 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2625 | DType.INT8, |
| 2626 | DType.INT16, |
| 2627 | DType.INT32, |
| 2628 | DType.BOOL, |
| 2629 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2630 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2631 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2632 | TYPE_NARROW_INT_FP = [DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2633 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2634 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2635 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2636 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2637 | [DType.INT8, DType.INT8, DType.INT32], |
| 2638 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2639 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2640 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2641 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2642 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2643 | ] |
| 2644 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2645 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2646 | |
| 2647 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2648 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2649 | "argmax": { |
| 2650 | "op": Op.ARGMAX, |
| 2651 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2652 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2653 | "build_fcn": ( |
| 2654 | build_argmax, |
| 2655 | TosaTensorGen.tgBasic, |
| 2656 | TosaTensorValuesGen.tvgDefault, |
| 2657 | TosaArgGen.agAxis, |
| 2658 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2659 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2660 | "error_if_validators": ( |
| 2661 | TosaErrorValidator.evAxisSmallerZero, |
| 2662 | TosaErrorValidator.evAxisLargerRank, |
| 2663 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2664 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2665 | TosaErrorValidator.evWrongRank, |
| 2666 | TosaErrorValidator.evWrongInputType, |
| 2667 | TosaErrorValidator.evWrongOutputType, |
| 2668 | TosaErrorValidator.evWrongInputList, |
| 2669 | TosaErrorValidator.evWrongOutputList, |
| 2670 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2671 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2672 | "avg_pool2d": { |
| 2673 | "op": Op.AVG_POOL2D, |
| 2674 | "operands": (1, 0), |
| 2675 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2676 | "build_fcn": ( |
| 2677 | build_pool2d, |
| 2678 | TosaTensorGen.tgNHWC, |
| 2679 | TosaTensorValuesGen.tvgDefault, |
| 2680 | TosaArgGen.agPooling, |
| 2681 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2682 | "qgen": TosaQuantGen.qgUnary, |
| 2683 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2684 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2685 | "error_if_validators": ( |
| 2686 | TosaErrorValidator.evKernelSmallerOne, |
| 2687 | TosaErrorValidator.evStrideSmallerOne, |
| 2688 | TosaErrorValidator.evPadSmallerZero, |
| 2689 | TosaErrorValidator.evWrongRank, |
| 2690 | TosaErrorValidator.evWrongInputType, |
| 2691 | TosaErrorValidator.evWrongOutputType, |
| 2692 | TosaErrorValidator.evWrongInputList, |
| 2693 | TosaErrorValidator.evWrongOutputList, |
| 2694 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2695 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2696 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2697 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2698 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2699 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2700 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2701 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2702 | "conv2d_TEMPLATE": { |
| 2703 | "op": Op.CONV2D, |
| 2704 | "operands": (1, 2), |
| 2705 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2706 | "build_fcn": ( |
| 2707 | build_conv2d, |
| 2708 | TosaTensorGen.tgConv2D, |
| 2709 | TosaTensorValuesGen.tvgDefault, |
| 2710 | TosaArgGen.agConv, |
| 2711 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2712 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2713 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2714 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2715 | "error_if_validators": ( |
| 2716 | TosaErrorValidator.evWrongInputType, |
| 2717 | TosaErrorValidator.evWrongOutputType, |
| 2718 | TosaErrorValidator.evWrongInputList, |
| 2719 | TosaErrorValidator.evWrongOutputList, |
| 2720 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2721 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2722 | TosaErrorValidator.evPadSmallerZero, |
| 2723 | TosaErrorValidator.evStrideSmallerOne, |
| 2724 | TosaErrorValidator.evDilationSmallerOne, |
| 2725 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2726 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2727 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2728 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2729 | "template": True, |
| 2730 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2731 | # Templated operator. Filled in by createDynamicOpLists |
| 2732 | "conv3d_TEMPLATE": { |
| 2733 | "op": Op.CONV3D, |
| 2734 | "operands": (1, 2), |
| 2735 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2736 | "build_fcn": ( |
| 2737 | build_conv3d, |
| 2738 | TosaTensorGen.tgConv3D, |
| 2739 | TosaTensorValuesGen.tvgDefault, |
| 2740 | TosaArgGen.agConv, |
| 2741 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2742 | "qgen": TosaQuantGen.qgConv, |
| 2743 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2744 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2745 | "error_if_validators": ( |
| 2746 | TosaErrorValidator.evWrongInputType, |
| 2747 | TosaErrorValidator.evWrongOutputType, |
| 2748 | TosaErrorValidator.evWrongInputList, |
| 2749 | TosaErrorValidator.evWrongOutputList, |
| 2750 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2751 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2752 | TosaErrorValidator.evPadSmallerZero, |
| 2753 | TosaErrorValidator.evStrideSmallerOne, |
| 2754 | TosaErrorValidator.evDilationSmallerOne, |
| 2755 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2756 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2757 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2758 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2759 | "template": True, |
| 2760 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2761 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2762 | "depthwise_conv2d_TEMPLATE": { |
| 2763 | "op": Op.DEPTHWISE_CONV2D, |
| 2764 | "operands": (1, 2), |
| 2765 | "filter": [1, 1], |
| 2766 | "rank": (4, 4), |
| 2767 | "build_fcn": ( |
| 2768 | build_depthwise_conv2d, |
| 2769 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2770 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2771 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2772 | ), |
| 2773 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2774 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2775 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2776 | "error_if_validators": ( |
| 2777 | TosaErrorValidator.evWrongInputType, |
| 2778 | TosaErrorValidator.evWrongOutputType, |
| 2779 | TosaErrorValidator.evWrongInputList, |
| 2780 | TosaErrorValidator.evWrongOutputList, |
| 2781 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2782 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2783 | TosaErrorValidator.evPadSmallerZero, |
| 2784 | TosaErrorValidator.evStrideSmallerOne, |
| 2785 | TosaErrorValidator.evDilationSmallerOne, |
| 2786 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2787 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2788 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2789 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2790 | "template": True, |
| 2791 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2792 | "fully_connected": { |
| 2793 | "op": Op.FULLY_CONNECTED, |
| 2794 | "operands": (1, 2), |
| 2795 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2796 | "build_fcn": ( |
| 2797 | build_fully_connected, |
| 2798 | TosaTensorGen.tgFullyConnected, |
| 2799 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2800 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2801 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2802 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2803 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2804 | "error_if_validators": ( |
| 2805 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2806 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2807 | TosaErrorValidator.evWrongRank, |
| 2808 | TosaErrorValidator.evWrongInputType, |
| 2809 | TosaErrorValidator.evWrongOutputType, |
| 2810 | TosaErrorValidator.evWrongInputList, |
| 2811 | TosaErrorValidator.evWrongOutputList, |
| 2812 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2813 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2814 | "matmul": { |
| 2815 | "op": Op.MATMUL, |
| 2816 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2817 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2818 | "build_fcn": ( |
| 2819 | build_matmul, |
| 2820 | TosaTensorGen.tgMatmul, |
| 2821 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2822 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2823 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2824 | "qgen": TosaQuantGen.qgMatmul, |
| 2825 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2826 | "error_if_validators": ( |
| 2827 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2828 | TosaErrorValidator.evWrongRank, |
| 2829 | TosaErrorValidator.evWrongInputType, |
| 2830 | TosaErrorValidator.evWrongOutputType, |
| 2831 | TosaErrorValidator.evWrongInputList, |
| 2832 | TosaErrorValidator.evWrongOutputList, |
| 2833 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2834 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2835 | "max_pool2d": { |
| 2836 | "op": Op.MAX_POOL2D, |
| 2837 | "operands": (1, 0), |
| 2838 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2839 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2840 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2841 | TosaTensorGen.tgNHWC, |
| 2842 | TosaTensorValuesGen.tvgDefault, |
| 2843 | TosaArgGen.agPooling, |
| 2844 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2845 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2846 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2847 | "error_if_validators": ( |
| 2848 | TosaErrorValidator.evKernelSmallerOne, |
| 2849 | TosaErrorValidator.evStrideSmallerOne, |
| 2850 | TosaErrorValidator.evPadSmallerZero, |
| 2851 | TosaErrorValidator.evWrongRank, |
| 2852 | TosaErrorValidator.evWrongInputType, |
| 2853 | TosaErrorValidator.evWrongOutputType, |
| 2854 | TosaErrorValidator.evWrongInputList, |
| 2855 | TosaErrorValidator.evWrongOutputList, |
| 2856 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2857 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2858 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2859 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2860 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2861 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2862 | "transpose_conv2d_TEMPLATE": { |
| 2863 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2864 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2865 | "rank": (4, 4), |
| 2866 | "build_fcn": ( |
| 2867 | build_transpose_conv2d, |
| 2868 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2869 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2870 | TosaArgGen.agTransposeConv2D, |
| 2871 | ), |
| 2872 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2873 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2874 | "invalid_test_validators": ( |
| 2875 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 2876 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 2877 | ), |
| 2878 | "error_if_validators": ( |
| 2879 | TosaErrorValidator.evWrongInputType, |
| 2880 | TosaErrorValidator.evWrongOutputType, |
| 2881 | TosaErrorValidator.evWrongInputList, |
| 2882 | TosaErrorValidator.evWrongOutputList, |
| 2883 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2884 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 2885 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2886 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2887 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2888 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2889 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2890 | "template": True, |
| 2891 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2892 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2893 | "clamp": { |
| 2894 | "op": Op.CLAMP, |
| 2895 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2896 | "build_fcn": ( |
| 2897 | build_clamp, |
| 2898 | TosaTensorGen.tgBasic, |
| 2899 | TosaTensorValuesGen.tvgDefault, |
| 2900 | None, |
| 2901 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2902 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2903 | "error_if_validators": ( |
| 2904 | TosaErrorValidator.evMaxSmallerMin, |
| 2905 | TosaErrorValidator.evWrongInputType, |
| 2906 | TosaErrorValidator.evWrongOutputType, |
| 2907 | TosaErrorValidator.evWrongInputList, |
| 2908 | TosaErrorValidator.evWrongOutputList, |
| 2909 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2910 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2911 | "sigmoid": { |
| 2912 | "op": Op.SIGMOID, |
| 2913 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2914 | "build_fcn": ( |
| 2915 | build_sigmoid, |
| 2916 | TosaTensorGen.tgBasic, |
| 2917 | TosaTensorValuesGen.tvgDefault, |
| 2918 | None, |
| 2919 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2920 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2921 | "error_if_validators": ( |
| 2922 | TosaErrorValidator.evWrongInputType, |
| 2923 | TosaErrorValidator.evWrongOutputType, |
| 2924 | TosaErrorValidator.evWrongInputList, |
| 2925 | TosaErrorValidator.evWrongOutputList, |
| 2926 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2927 | }, |
| 2928 | "tanh": { |
| 2929 | "op": Op.TANH, |
| 2930 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2931 | "build_fcn": ( |
| 2932 | build_tanh, |
| 2933 | TosaTensorGen.tgBasic, |
| 2934 | TosaTensorValuesGen.tvgDefault, |
| 2935 | None, |
| 2936 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2937 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2938 | "error_if_validators": ( |
| 2939 | TosaErrorValidator.evWrongInputType, |
| 2940 | TosaErrorValidator.evWrongOutputType, |
| 2941 | TosaErrorValidator.evWrongInputList, |
| 2942 | TosaErrorValidator.evWrongOutputList, |
| 2943 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2944 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 2945 | "erf": { |
| 2946 | "op": Op.ERF, |
| 2947 | "operands": (1, 0), |
| 2948 | "build_fcn": ( |
| 2949 | build_erf, |
| 2950 | TosaTensorGen.tgBasic, |
| 2951 | TosaTensorValuesGen.tvgDefault, |
| 2952 | None, |
| 2953 | ), |
| 2954 | "types": TYPE_FP, |
| 2955 | "error_if_validators": ( |
| 2956 | TosaErrorValidator.evWrongInputType, |
| 2957 | TosaErrorValidator.evWrongOutputType, |
| 2958 | TosaErrorValidator.evWrongInputList, |
| 2959 | TosaErrorValidator.evWrongOutputList, |
| 2960 | ), |
| 2961 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2962 | # Elementwise Binary Operators |
| 2963 | "add": { |
| 2964 | "op": Op.ADD, |
| 2965 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2966 | "build_fcn": ( |
| 2967 | build_binary_broadcast, |
| 2968 | TosaTensorGen.tgBroadcastFuzz, |
| 2969 | TosaTensorValuesGen.tvgAddSub, |
| 2970 | None, |
| 2971 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2972 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2973 | "error_if_validators": ( |
| 2974 | TosaErrorValidator.evRankMismatch, |
| 2975 | TosaErrorValidator.evWrongInputType, |
| 2976 | TosaErrorValidator.evWrongOutputType, |
| 2977 | TosaErrorValidator.evWrongInputList, |
| 2978 | TosaErrorValidator.evWrongOutputList, |
| 2979 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 2980 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2981 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2982 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2983 | "arithmetic_right_shift": { |
| 2984 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 2985 | "operands": (2, 0), |
| 2986 | "build_fcn": ( |
| 2987 | build_arithmetic_right_shift, |
| 2988 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2989 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2990 | TosaArgGen.agArithmeticRightShift, |
| 2991 | ), |
| 2992 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2993 | "error_if_validators": ( |
| 2994 | TosaErrorValidator.evRankMismatch, |
| 2995 | TosaErrorValidator.evWrongInputType, |
| 2996 | TosaErrorValidator.evWrongOutputType, |
| 2997 | TosaErrorValidator.evWrongInputList, |
| 2998 | TosaErrorValidator.evWrongOutputList, |
| 2999 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3000 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3001 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3002 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3003 | "bitwise_and": { |
| 3004 | "op": Op.BITWISE_AND, |
| 3005 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3006 | "build_fcn": ( |
| 3007 | build_binary_broadcast, |
| 3008 | TosaTensorGen.tgBroadcastFuzz, |
| 3009 | TosaTensorValuesGen.tvgDefault, |
| 3010 | None, |
| 3011 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3012 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3013 | "error_if_validators": ( |
| 3014 | TosaErrorValidator.evRankMismatch, |
| 3015 | TosaErrorValidator.evWrongInputType, |
| 3016 | TosaErrorValidator.evWrongOutputType, |
| 3017 | TosaErrorValidator.evWrongInputList, |
| 3018 | TosaErrorValidator.evWrongOutputList, |
| 3019 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3020 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3021 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3022 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3023 | "bitwise_or": { |
| 3024 | "op": Op.BITWISE_OR, |
| 3025 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3026 | "build_fcn": ( |
| 3027 | build_binary_broadcast, |
| 3028 | TosaTensorGen.tgBroadcastFuzz, |
| 3029 | TosaTensorValuesGen.tvgDefault, |
| 3030 | None, |
| 3031 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3032 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3033 | "error_if_validators": ( |
| 3034 | TosaErrorValidator.evRankMismatch, |
| 3035 | TosaErrorValidator.evWrongInputType, |
| 3036 | TosaErrorValidator.evWrongOutputType, |
| 3037 | TosaErrorValidator.evWrongInputList, |
| 3038 | TosaErrorValidator.evWrongOutputList, |
| 3039 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3040 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3041 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3042 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3043 | "bitwise_xor": { |
| 3044 | "op": Op.BITWISE_XOR, |
| 3045 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3046 | "build_fcn": ( |
| 3047 | build_binary_broadcast, |
| 3048 | TosaTensorGen.tgBroadcastFuzz, |
| 3049 | TosaTensorValuesGen.tvgDefault, |
| 3050 | None, |
| 3051 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3052 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3053 | "error_if_validators": ( |
| 3054 | TosaErrorValidator.evRankMismatch, |
| 3055 | TosaErrorValidator.evWrongInputType, |
| 3056 | TosaErrorValidator.evWrongOutputType, |
| 3057 | TosaErrorValidator.evWrongInputList, |
| 3058 | TosaErrorValidator.evWrongOutputList, |
| 3059 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3060 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3061 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3062 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3063 | "intdiv": { |
| 3064 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3065 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3066 | "build_fcn": ( |
| 3067 | build_binary_broadcast, |
| 3068 | TosaTensorGen.tgBroadcastFuzz, |
| 3069 | TosaTensorValuesGen.tvgIntDiv, |
| 3070 | None, |
| 3071 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3072 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3073 | "error_if_validators": ( |
| 3074 | TosaErrorValidator.evRankMismatch, |
| 3075 | TosaErrorValidator.evWrongInputType, |
| 3076 | TosaErrorValidator.evWrongOutputType, |
| 3077 | TosaErrorValidator.evWrongInputList, |
| 3078 | TosaErrorValidator.evWrongOutputList, |
| 3079 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3080 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3081 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3082 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3083 | "logical_and": { |
| 3084 | "op": Op.LOGICAL_AND, |
| 3085 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3086 | "build_fcn": ( |
| 3087 | build_binary_broadcast, |
| 3088 | TosaTensorGen.tgBroadcastFuzz, |
| 3089 | TosaTensorValuesGen.tvgDefault, |
| 3090 | None, |
| 3091 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3092 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3093 | "error_if_validators": ( |
| 3094 | TosaErrorValidator.evRankMismatch, |
| 3095 | TosaErrorValidator.evWrongInputType, |
| 3096 | TosaErrorValidator.evWrongOutputType, |
| 3097 | TosaErrorValidator.evWrongInputList, |
| 3098 | TosaErrorValidator.evWrongOutputList, |
| 3099 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3100 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3101 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3102 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3103 | "logical_left_shift": { |
| 3104 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3105 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3106 | "build_fcn": ( |
| 3107 | build_binary_broadcast, |
| 3108 | TosaTensorGen.tgBroadcastFuzz, |
| 3109 | TosaTensorValuesGen.tvgLogicalShift, |
| 3110 | None, |
| 3111 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3112 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3113 | "error_if_validators": ( |
| 3114 | TosaErrorValidator.evRankMismatch, |
| 3115 | TosaErrorValidator.evWrongInputType, |
| 3116 | TosaErrorValidator.evWrongOutputType, |
| 3117 | TosaErrorValidator.evWrongInputList, |
| 3118 | TosaErrorValidator.evWrongOutputList, |
| 3119 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3120 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3121 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3122 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3123 | "logical_right_shift": { |
| 3124 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3125 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3126 | "build_fcn": ( |
| 3127 | build_binary_broadcast, |
| 3128 | TosaTensorGen.tgBroadcastFuzz, |
| 3129 | TosaTensorValuesGen.tvgLogicalShift, |
| 3130 | None, |
| 3131 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3132 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3133 | "error_if_validators": ( |
| 3134 | TosaErrorValidator.evRankMismatch, |
| 3135 | TosaErrorValidator.evWrongInputType, |
| 3136 | TosaErrorValidator.evWrongOutputType, |
| 3137 | TosaErrorValidator.evWrongInputList, |
| 3138 | TosaErrorValidator.evWrongOutputList, |
| 3139 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3140 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 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 | "logical_or": { |
| 3144 | "op": Op.LOGICAL_OR, |
| 3145 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3146 | "build_fcn": ( |
| 3147 | build_binary_broadcast, |
| 3148 | TosaTensorGen.tgBroadcastFuzz, |
| 3149 | TosaTensorValuesGen.tvgDefault, |
| 3150 | None, |
| 3151 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3152 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3153 | "error_if_validators": ( |
| 3154 | TosaErrorValidator.evRankMismatch, |
| 3155 | TosaErrorValidator.evWrongInputType, |
| 3156 | TosaErrorValidator.evWrongOutputType, |
| 3157 | TosaErrorValidator.evWrongInputList, |
| 3158 | TosaErrorValidator.evWrongOutputList, |
| 3159 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3160 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3161 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3162 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3163 | "logical_xor": { |
| 3164 | "op": Op.LOGICAL_XOR, |
| 3165 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3166 | "build_fcn": ( |
| 3167 | build_binary_broadcast, |
| 3168 | TosaTensorGen.tgBroadcastFuzz, |
| 3169 | TosaTensorValuesGen.tvgDefault, |
| 3170 | None, |
| 3171 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3172 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3173 | "error_if_validators": ( |
| 3174 | TosaErrorValidator.evRankMismatch, |
| 3175 | TosaErrorValidator.evWrongInputType, |
| 3176 | TosaErrorValidator.evWrongOutputType, |
| 3177 | TosaErrorValidator.evWrongInputList, |
| 3178 | TosaErrorValidator.evWrongOutputList, |
| 3179 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3180 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3181 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3182 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3183 | "maximum": { |
| 3184 | "op": Op.MAXIMUM, |
| 3185 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3186 | "build_fcn": ( |
| 3187 | build_binary_broadcast, |
| 3188 | TosaTensorGen.tgBroadcastFuzz, |
| 3189 | TosaTensorValuesGen.tvgDefault, |
| 3190 | None, |
| 3191 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3192 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3193 | "error_if_validators": ( |
| 3194 | TosaErrorValidator.evRankMismatch, |
| 3195 | TosaErrorValidator.evWrongInputType, |
| 3196 | TosaErrorValidator.evWrongOutputType, |
| 3197 | TosaErrorValidator.evWrongInputList, |
| 3198 | TosaErrorValidator.evWrongOutputList, |
| 3199 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3200 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3201 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3202 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3203 | "minimum": { |
| 3204 | "op": Op.MINIMUM, |
| 3205 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3206 | "build_fcn": ( |
| 3207 | build_binary_broadcast, |
| 3208 | TosaTensorGen.tgBroadcastFuzz, |
| 3209 | TosaTensorValuesGen.tvgDefault, |
| 3210 | None, |
| 3211 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3212 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3213 | "error_if_validators": ( |
| 3214 | TosaErrorValidator.evRankMismatch, |
| 3215 | TosaErrorValidator.evWrongInputType, |
| 3216 | TosaErrorValidator.evWrongOutputType, |
| 3217 | TosaErrorValidator.evWrongInputList, |
| 3218 | TosaErrorValidator.evWrongOutputList, |
| 3219 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3220 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3221 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3222 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3223 | "mul": { |
| 3224 | "op": Op.MUL, |
| 3225 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3226 | "build_fcn": ( |
| 3227 | build_mul, |
| 3228 | TosaTensorGen.tgBroadcastFuzz, |
| 3229 | TosaTensorValuesGen.tvgMul, |
| 3230 | TosaArgGen.agMul, |
| 3231 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3232 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3233 | "error_if_validators": ( |
| 3234 | TosaErrorValidator.evWrongInputType, |
| 3235 | TosaErrorValidator.evWrongOutputType, |
| 3236 | TosaErrorValidator.evWrongInputList, |
| 3237 | TosaErrorValidator.evWrongOutputList, |
| 3238 | TosaErrorValidator.evRankMismatch, |
| 3239 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3240 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3241 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3242 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3243 | "pow": { |
| 3244 | "op": Op.POW, |
| 3245 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3246 | "build_fcn": ( |
| 3247 | build_binary_broadcast, |
| 3248 | TosaTensorGen.tgBroadcastFuzz, |
| 3249 | TosaTensorValuesGen.tvgDefault, |
| 3250 | None, |
| 3251 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3252 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3253 | "error_if_validators": ( |
| 3254 | TosaErrorValidator.evRankMismatch, |
| 3255 | TosaErrorValidator.evWrongInputType, |
| 3256 | TosaErrorValidator.evWrongOutputType, |
| 3257 | TosaErrorValidator.evWrongInputList, |
| 3258 | TosaErrorValidator.evWrongOutputList, |
| 3259 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3260 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3261 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3262 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3263 | "sub": { |
| 3264 | "op": Op.SUB, |
| 3265 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3266 | "build_fcn": ( |
| 3267 | build_binary_broadcast, |
| 3268 | TosaTensorGen.tgBroadcastFuzz, |
| 3269 | TosaTensorValuesGen.tvgAddSub, |
| 3270 | None, |
| 3271 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3272 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3273 | "error_if_validators": ( |
| 3274 | TosaErrorValidator.evRankMismatch, |
| 3275 | TosaErrorValidator.evWrongInputType, |
| 3276 | TosaErrorValidator.evWrongOutputType, |
| 3277 | TosaErrorValidator.evWrongInputList, |
| 3278 | TosaErrorValidator.evWrongOutputList, |
| 3279 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3280 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3281 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3282 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3283 | "table": { |
| 3284 | "op": Op.TABLE, |
| 3285 | # Use the automatic generation functions to create the input array |
| 3286 | # but create the table tensor in the build function, as it may be |
| 3287 | # a different type from the input |
| 3288 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3289 | "build_fcn": ( |
| 3290 | build_table, |
| 3291 | TosaTensorGen.tgBasic, |
| 3292 | TosaTensorValuesGen.tvgDefault, |
| 3293 | TosaArgGen.agTable, |
| 3294 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3295 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3296 | "error_if_validators": ( |
| 3297 | TosaErrorValidator.evWrongInputType, |
| 3298 | TosaErrorValidator.evWrongOutputType, |
| 3299 | TosaErrorValidator.evWrongInputList, |
| 3300 | TosaErrorValidator.evWrongOutputList, |
| 3301 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3302 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3303 | # Elementwise Unary operators |
| 3304 | "abs": { |
| 3305 | "op": Op.ABS, |
| 3306 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3307 | "build_fcn": ( |
| 3308 | build_unary, |
| 3309 | TosaTensorGen.tgBasic, |
| 3310 | TosaTensorValuesGen.tvgDefault, |
| 3311 | None, |
| 3312 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3313 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3314 | "error_if_validators": ( |
| 3315 | TosaErrorValidator.evWrongInputType, |
| 3316 | TosaErrorValidator.evWrongOutputType, |
| 3317 | TosaErrorValidator.evWrongInputList, |
| 3318 | TosaErrorValidator.evWrongOutputList, |
| 3319 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3320 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3321 | "bitwise_not": { |
| 3322 | "op": Op.BITWISE_NOT, |
| 3323 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3324 | "build_fcn": ( |
| 3325 | build_unary, |
| 3326 | TosaTensorGen.tgBasic, |
| 3327 | TosaTensorValuesGen.tvgDefault, |
| 3328 | None, |
| 3329 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3330 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3331 | "error_if_validators": ( |
| 3332 | TosaErrorValidator.evWrongInputType, |
| 3333 | TosaErrorValidator.evWrongOutputType, |
| 3334 | TosaErrorValidator.evWrongInputList, |
| 3335 | TosaErrorValidator.evWrongOutputList, |
| 3336 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3337 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3338 | "ceil": { |
| 3339 | "op": Op.CEIL, |
| 3340 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3341 | "build_fcn": ( |
| 3342 | build_unary, |
| 3343 | TosaTensorGen.tgBasic, |
| 3344 | TosaTensorValuesGen.tvgDefault, |
| 3345 | None, |
| 3346 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3347 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3348 | "error_if_validators": ( |
| 3349 | TosaErrorValidator.evWrongInputType, |
| 3350 | TosaErrorValidator.evWrongOutputType, |
| 3351 | TosaErrorValidator.evWrongInputList, |
| 3352 | TosaErrorValidator.evWrongOutputList, |
| 3353 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3354 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3355 | "clz": { |
| 3356 | "op": Op.CLZ, |
| 3357 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3358 | "build_fcn": ( |
| 3359 | build_unary, |
| 3360 | TosaTensorGen.tgBasic, |
| 3361 | TosaTensorValuesGen.tvgDefault, |
| 3362 | None, |
| 3363 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3364 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3365 | "error_if_validators": ( |
| 3366 | TosaErrorValidator.evWrongInputType, |
| 3367 | TosaErrorValidator.evWrongOutputType, |
| 3368 | TosaErrorValidator.evWrongInputList, |
| 3369 | TosaErrorValidator.evWrongOutputList, |
| 3370 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3371 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3372 | "exp": { |
| 3373 | "op": Op.EXP, |
| 3374 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3375 | "build_fcn": ( |
| 3376 | build_unary, |
| 3377 | TosaTensorGen.tgBasic, |
| 3378 | TosaTensorValuesGen.tvgDefault, |
| 3379 | None, |
| 3380 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3381 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3382 | "error_if_validators": ( |
| 3383 | TosaErrorValidator.evWrongInputType, |
| 3384 | TosaErrorValidator.evWrongOutputType, |
| 3385 | TosaErrorValidator.evWrongInputList, |
| 3386 | TosaErrorValidator.evWrongOutputList, |
| 3387 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3388 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3389 | "floor": { |
| 3390 | "op": Op.FLOOR, |
| 3391 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3392 | "build_fcn": ( |
| 3393 | build_unary, |
| 3394 | TosaTensorGen.tgBasic, |
| 3395 | TosaTensorValuesGen.tvgDefault, |
| 3396 | None, |
| 3397 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3398 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3399 | "error_if_validators": ( |
| 3400 | TosaErrorValidator.evWrongInputType, |
| 3401 | TosaErrorValidator.evWrongOutputType, |
| 3402 | TosaErrorValidator.evWrongInputList, |
| 3403 | TosaErrorValidator.evWrongOutputList, |
| 3404 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3405 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3406 | "log": { |
| 3407 | "op": Op.LOG, |
| 3408 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3409 | "build_fcn": ( |
| 3410 | build_unary, |
| 3411 | TosaTensorGen.tgBasic, |
| 3412 | TosaTensorValuesGen.tvgDefault, |
| 3413 | None, |
| 3414 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3415 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3416 | "error_if_validators": ( |
| 3417 | TosaErrorValidator.evWrongInputType, |
| 3418 | TosaErrorValidator.evWrongOutputType, |
| 3419 | TosaErrorValidator.evWrongInputList, |
| 3420 | TosaErrorValidator.evWrongOutputList, |
| 3421 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3422 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3423 | "logical_not": { |
| 3424 | "op": Op.LOGICAL_NOT, |
| 3425 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3426 | "build_fcn": ( |
| 3427 | build_unary, |
| 3428 | TosaTensorGen.tgBasic, |
| 3429 | TosaTensorValuesGen.tvgDefault, |
| 3430 | None, |
| 3431 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3432 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3433 | "error_if_validators": ( |
| 3434 | TosaErrorValidator.evWrongInputType, |
| 3435 | TosaErrorValidator.evWrongOutputType, |
| 3436 | TosaErrorValidator.evWrongInputList, |
| 3437 | TosaErrorValidator.evWrongOutputList, |
| 3438 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3439 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3440 | "negate": { |
| 3441 | "op": Op.NEGATE, |
| 3442 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3443 | "build_fcn": ( |
| 3444 | build_unary, |
| 3445 | TosaTensorGen.tgBasic, |
| 3446 | TosaTensorValuesGen.tvgNegate, |
| 3447 | None, |
| 3448 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3449 | "qgen": TosaQuantGen.qgUnary, |
| 3450 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3451 | "error_if_validators": ( |
| 3452 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3453 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3454 | TosaErrorValidator.evWrongInputType, |
| 3455 | TosaErrorValidator.evWrongOutputType, |
| 3456 | TosaErrorValidator.evWrongInputList, |
| 3457 | TosaErrorValidator.evWrongOutputList, |
| 3458 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3459 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3460 | "reciprocal": { |
| 3461 | "op": Op.RECIPROCAL, |
| 3462 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3463 | "build_fcn": ( |
| 3464 | build_unary, |
| 3465 | TosaTensorGen.tgBasic, |
| 3466 | TosaTensorValuesGen.tvgDefault, |
| 3467 | None, |
| 3468 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3469 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3470 | "error_if_validators": ( |
| 3471 | TosaErrorValidator.evWrongInputType, |
| 3472 | TosaErrorValidator.evWrongOutputType, |
| 3473 | TosaErrorValidator.evWrongInputList, |
| 3474 | TosaErrorValidator.evWrongOutputList, |
| 3475 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3476 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3477 | "rsqrt": { |
| 3478 | "op": Op.RSQRT, |
| 3479 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3480 | "build_fcn": ( |
| 3481 | build_unary, |
| 3482 | TosaTensorGen.tgBasic, |
| 3483 | TosaTensorValuesGen.tvgDefault, |
| 3484 | None, |
| 3485 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3486 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3487 | "error_if_validators": ( |
| 3488 | TosaErrorValidator.evWrongInputType, |
| 3489 | TosaErrorValidator.evWrongOutputType, |
| 3490 | TosaErrorValidator.evWrongInputList, |
| 3491 | TosaErrorValidator.evWrongOutputList, |
| 3492 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3493 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3494 | # Elementwise Ternary operators |
| 3495 | "select": { |
| 3496 | "op": Op.SELECT, |
| 3497 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3498 | "build_fcn": ( |
| 3499 | build_select, |
| 3500 | TosaTensorGen.tgBroadcastFuzz, |
| 3501 | TosaTensorValuesGen.tvgSelect, |
| 3502 | None, |
| 3503 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3504 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3505 | "error_if_validators": ( |
| 3506 | TosaErrorValidator.evRankMismatch, |
| 3507 | TosaErrorValidator.evWrongInputType, |
| 3508 | TosaErrorValidator.evWrongOutputType, |
| 3509 | TosaErrorValidator.evWrongInputList, |
| 3510 | TosaErrorValidator.evWrongOutputList, |
| 3511 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3512 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3513 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3514 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3515 | # Comparison operators |
| 3516 | "equal": { |
| 3517 | "op": Op.EQUAL, |
| 3518 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3519 | "build_fcn": ( |
| 3520 | build_comparison, |
| 3521 | TosaTensorGen.tgBroadcastFuzz, |
| 3522 | TosaTensorValuesGen.tvgEqual, |
| 3523 | None, |
| 3524 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3525 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3526 | "error_if_validators": ( |
| 3527 | TosaErrorValidator.evRankMismatch, |
| 3528 | TosaErrorValidator.evWrongInputType, |
| 3529 | TosaErrorValidator.evWrongOutputType, |
| 3530 | TosaErrorValidator.evWrongInputList, |
| 3531 | TosaErrorValidator.evWrongOutputList, |
| 3532 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3533 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3534 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3535 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3536 | "greater_equal": { |
| 3537 | "op": Op.GREATER_EQUAL, |
| 3538 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3539 | "build_fcn": ( |
| 3540 | build_comparison, |
| 3541 | TosaTensorGen.tgBroadcastFuzz, |
| 3542 | TosaTensorValuesGen.tvgDefault, |
| 3543 | None, |
| 3544 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3545 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3546 | "error_if_validators": ( |
| 3547 | TosaErrorValidator.evRankMismatch, |
| 3548 | TosaErrorValidator.evWrongInputType, |
| 3549 | TosaErrorValidator.evWrongOutputType, |
| 3550 | TosaErrorValidator.evWrongInputList, |
| 3551 | TosaErrorValidator.evWrongOutputList, |
| 3552 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3553 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3554 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3555 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3556 | "greater": { |
| 3557 | "op": Op.GREATER, |
| 3558 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3559 | "build_fcn": ( |
| 3560 | build_comparison, |
| 3561 | TosaTensorGen.tgBroadcastFuzz, |
| 3562 | TosaTensorValuesGen.tvgDefault, |
| 3563 | None, |
| 3564 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3565 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3566 | "error_if_validators": ( |
| 3567 | TosaErrorValidator.evRankMismatch, |
| 3568 | TosaErrorValidator.evWrongInputType, |
| 3569 | TosaErrorValidator.evWrongOutputType, |
| 3570 | TosaErrorValidator.evWrongInputList, |
| 3571 | TosaErrorValidator.evWrongOutputList, |
| 3572 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3573 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3574 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3575 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3576 | # Reduction operators |
| 3577 | "reduce_all": { |
| 3578 | "op": Op.REDUCE_ALL, |
| 3579 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3580 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3581 | "build_fcn": ( |
| 3582 | build_reduce, |
| 3583 | TosaTensorGen.tgBasic, |
| 3584 | TosaTensorValuesGen.tvgDefault, |
| 3585 | TosaArgGen.agAxis, |
| 3586 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3587 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3588 | "error_if_validators": ( |
| 3589 | TosaErrorValidator.evAxisLargerRank, |
| 3590 | TosaErrorValidator.evAxisSmallerZero, |
| 3591 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3592 | TosaErrorValidator.evWrongInputType, |
| 3593 | TosaErrorValidator.evWrongOutputType, |
| 3594 | TosaErrorValidator.evWrongRank, |
| 3595 | TosaErrorValidator.evWrongInputList, |
| 3596 | TosaErrorValidator.evWrongOutputList, |
| 3597 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3598 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3599 | "reduce_any": { |
| 3600 | "op": Op.REDUCE_ANY, |
| 3601 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3602 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3603 | "build_fcn": ( |
| 3604 | build_reduce, |
| 3605 | TosaTensorGen.tgBasic, |
| 3606 | TosaTensorValuesGen.tvgDefault, |
| 3607 | TosaArgGen.agAxis, |
| 3608 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3609 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3610 | "error_if_validators": ( |
| 3611 | TosaErrorValidator.evAxisLargerRank, |
| 3612 | TosaErrorValidator.evAxisSmallerZero, |
| 3613 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3614 | TosaErrorValidator.evWrongInputType, |
| 3615 | TosaErrorValidator.evWrongOutputType, |
| 3616 | TosaErrorValidator.evWrongRank, |
| 3617 | TosaErrorValidator.evWrongInputList, |
| 3618 | TosaErrorValidator.evWrongOutputList, |
| 3619 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3620 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3621 | "reduce_max": { |
| 3622 | "op": Op.REDUCE_MAX, |
| 3623 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3624 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3625 | "build_fcn": ( |
| 3626 | build_reduce, |
| 3627 | TosaTensorGen.tgBasic, |
| 3628 | TosaTensorValuesGen.tvgDefault, |
| 3629 | TosaArgGen.agAxis, |
| 3630 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3631 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3632 | "error_if_validators": ( |
| 3633 | TosaErrorValidator.evAxisLargerRank, |
| 3634 | TosaErrorValidator.evAxisSmallerZero, |
| 3635 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3636 | TosaErrorValidator.evWrongInputType, |
| 3637 | TosaErrorValidator.evWrongOutputType, |
| 3638 | TosaErrorValidator.evWrongRank, |
| 3639 | TosaErrorValidator.evWrongInputList, |
| 3640 | TosaErrorValidator.evWrongOutputList, |
| 3641 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3642 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3643 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3644 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3645 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3646 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3647 | "build_fcn": ( |
| 3648 | build_reduce, |
| 3649 | TosaTensorGen.tgBasic, |
| 3650 | TosaTensorValuesGen.tvgDefault, |
| 3651 | TosaArgGen.agAxis, |
| 3652 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3653 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3654 | "error_if_validators": ( |
| 3655 | TosaErrorValidator.evAxisLargerRank, |
| 3656 | TosaErrorValidator.evAxisSmallerZero, |
| 3657 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3658 | TosaErrorValidator.evWrongInputType, |
| 3659 | TosaErrorValidator.evWrongOutputType, |
| 3660 | TosaErrorValidator.evWrongRank, |
| 3661 | TosaErrorValidator.evWrongInputList, |
| 3662 | TosaErrorValidator.evWrongOutputList, |
| 3663 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3664 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3665 | "reduce_product": { |
| 3666 | "op": Op.REDUCE_PRODUCT, |
| 3667 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3668 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3669 | "build_fcn": ( |
| 3670 | build_reduce, |
| 3671 | TosaTensorGen.tgBasic, |
| 3672 | TosaTensorValuesGen.tvgDefault, |
| 3673 | TosaArgGen.agAxis, |
| 3674 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3675 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3676 | "error_if_validators": ( |
| 3677 | TosaErrorValidator.evAxisLargerRank, |
| 3678 | TosaErrorValidator.evAxisSmallerZero, |
| 3679 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3680 | TosaErrorValidator.evWrongInputType, |
| 3681 | TosaErrorValidator.evWrongOutputType, |
| 3682 | TosaErrorValidator.evWrongRank, |
| 3683 | TosaErrorValidator.evWrongInputList, |
| 3684 | TosaErrorValidator.evWrongOutputList, |
| 3685 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3686 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3687 | "reduce_sum": { |
| 3688 | "op": Op.REDUCE_SUM, |
| 3689 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3690 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3691 | "build_fcn": ( |
| 3692 | build_reduce, |
| 3693 | TosaTensorGen.tgBasic, |
| 3694 | TosaTensorValuesGen.tvgReduceSum, |
| 3695 | TosaArgGen.agAxis, |
| 3696 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3697 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3698 | "error_if_validators": ( |
| 3699 | TosaErrorValidator.evAxisLargerRank, |
| 3700 | TosaErrorValidator.evAxisSmallerZero, |
| 3701 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3702 | TosaErrorValidator.evWrongInputType, |
| 3703 | TosaErrorValidator.evWrongOutputType, |
| 3704 | TosaErrorValidator.evWrongRank, |
| 3705 | TosaErrorValidator.evWrongInputList, |
| 3706 | TosaErrorValidator.evWrongOutputList, |
| 3707 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3708 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3709 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3710 | "concat": { |
| 3711 | "op": Op.CONCAT, |
| 3712 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3713 | "build_fcn": ( |
| 3714 | build_concat, |
| 3715 | TosaTensorGen.tgConcat, |
| 3716 | TosaTensorValuesGen.tvgConcat, |
| 3717 | TosaArgGen.agAxis, |
| 3718 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3719 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3720 | "error_if_validators": ( |
| 3721 | TosaErrorValidator.evAxisLargerRank, |
| 3722 | TosaErrorValidator.evAxisSmallerZero, |
| 3723 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3724 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3725 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3726 | TosaErrorValidator.evWrongInputType, |
| 3727 | TosaErrorValidator.evWrongOutputType, |
| 3728 | TosaErrorValidator.evWrongOutputList, |
| 3729 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3730 | }, |
| 3731 | "pad": { |
| 3732 | "op": Op.PAD, |
| 3733 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3734 | "build_fcn": ( |
| 3735 | build_pad, |
| 3736 | TosaTensorGen.tgBasic, |
| 3737 | TosaTensorValuesGen.tvgDefault, |
| 3738 | TosaArgGen.agPad, |
| 3739 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3740 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3741 | "error_if_validators": ( |
| 3742 | TosaErrorValidator.evWrongInputType, |
| 3743 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3744 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3745 | TosaErrorValidator.evWrongOutputType, |
| 3746 | TosaErrorValidator.evWrongInputList, |
| 3747 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3748 | TosaErrorValidator.evRankMismatch, |
| 3749 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3750 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3751 | }, |
| 3752 | "reshape": { |
| 3753 | "op": Op.RESHAPE, |
| 3754 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3755 | "build_fcn": ( |
| 3756 | build_reshape, |
| 3757 | TosaTensorGen.tgBasic, |
| 3758 | TosaTensorValuesGen.tvgDefault, |
| 3759 | TosaArgGen.agReshape, |
| 3760 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3761 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3762 | "error_if_validators": ( |
| 3763 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3764 | TosaErrorValidator.evWrongInputType, |
| 3765 | TosaErrorValidator.evWrongOutputType, |
| 3766 | TosaErrorValidator.evWrongInputList, |
| 3767 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 3768 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 3769 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3770 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3771 | }, |
| 3772 | "reverse": { |
| 3773 | "op": Op.REVERSE, |
| 3774 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3775 | "build_fcn": ( |
| 3776 | build_reverse, |
| 3777 | TosaTensorGen.tgBasic, |
| 3778 | TosaTensorValuesGen.tvgDefault, |
| 3779 | TosaArgGen.agAxis, |
| 3780 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3781 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3782 | "error_if_validators": ( |
| 3783 | TosaErrorValidator.evAxisSmallerZero, |
| 3784 | TosaErrorValidator.evAxisLargerRank, |
| 3785 | TosaErrorValidator.evWrongInputType, |
| 3786 | TosaErrorValidator.evWrongOutputType, |
| 3787 | TosaErrorValidator.evWrongInputList, |
| 3788 | TosaErrorValidator.evWrongOutputList, |
| 3789 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3790 | }, |
| 3791 | "slice": { |
| 3792 | "op": Op.SLICE, |
| 3793 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3794 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3795 | "build_fcn": ( |
| 3796 | build_slice, |
| 3797 | TosaTensorGen.tgBasic, |
| 3798 | TosaTensorValuesGen.tvgDefault, |
| 3799 | TosaArgGen.agSlice, |
| 3800 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3801 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3802 | "error_if_validators": ( |
| 3803 | TosaErrorValidator.evStartSmallerZero, |
| 3804 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3805 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3806 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3807 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3808 | TosaErrorValidator.evWrongRank, |
| 3809 | TosaErrorValidator.evWrongInputType, |
| 3810 | TosaErrorValidator.evWrongOutputType, |
| 3811 | TosaErrorValidator.evWrongInputList, |
| 3812 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3813 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3814 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3815 | }, |
| 3816 | "tile": { |
| 3817 | "op": Op.TILE, |
| 3818 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3819 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3820 | "build_fcn": ( |
| 3821 | build_tile, |
| 3822 | TosaTensorGen.tgBasic, |
| 3823 | TosaTensorValuesGen.tvgDefault, |
| 3824 | TosaArgGen.agTile, |
| 3825 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3826 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3827 | "error_if_validators": ( |
| 3828 | TosaErrorValidator.evWrongInputType, |
| 3829 | TosaErrorValidator.evWrongOutputType, |
| 3830 | TosaErrorValidator.evWrongInputList, |
| 3831 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3832 | TosaErrorValidator.evRankMismatch, |
| 3833 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3834 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3835 | }, |
| 3836 | "transpose": { |
| 3837 | "op": Op.TRANSPOSE, |
| 3838 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3839 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3840 | "build_fcn": ( |
| 3841 | build_transpose, |
| 3842 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3843 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3844 | TosaArgGen.agTranspose, |
| 3845 | ), |
| 3846 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3847 | "error_if_validators": ( |
| 3848 | TosaErrorValidator.evIndexOutsideBounds, |
| 3849 | TosaErrorValidator.evIndexUsedTwice, |
| 3850 | TosaErrorValidator.evWrongInputType, |
| 3851 | TosaErrorValidator.evWrongOutputType, |
| 3852 | TosaErrorValidator.evWrongInputList, |
| 3853 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3854 | TosaErrorValidator.evWrongRank, |
| 3855 | TosaErrorValidator.evRankMismatch, |
| 3856 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3857 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3858 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3859 | # Data nodes |
| 3860 | "const": { |
| 3861 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 3862 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3863 | "build_fcn": ( |
| 3864 | build_const, |
| 3865 | TosaTensorGen.tgBasic, |
| 3866 | TosaTensorValuesGen.tvgDefault, |
| 3867 | None, |
| 3868 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 3869 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3870 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3871 | "identity": { |
| 3872 | "op": Op.IDENTITY, |
| 3873 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3874 | "build_fcn": ( |
| 3875 | build_unary, |
| 3876 | TosaTensorGen.tgBasic, |
| 3877 | TosaTensorValuesGen.tvgDefault, |
| 3878 | None, |
| 3879 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3880 | "types": TYPE_FIB, |
| 3881 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3882 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3883 | "gather": { |
| 3884 | "op": Op.GATHER, |
| 3885 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 3886 | "operands": (1, 0), |
| 3887 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3888 | "build_fcn": ( |
| 3889 | build_gather, |
| 3890 | TosaTensorGen.tgBasic, |
| 3891 | TosaTensorValuesGen.tvgDefault, |
| 3892 | None, |
| 3893 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3894 | "types": ( |
| 3895 | DType.INT8, |
| 3896 | DType.INT16, |
| 3897 | DType.INT32, |
| 3898 | DType.FP16, |
| 3899 | DType.BF16, |
| 3900 | DType.FP32, |
| 3901 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3902 | "error_if_validators": ( |
| 3903 | TosaErrorValidator.evWrongInputType, |
| 3904 | TosaErrorValidator.evWrongOutputType, |
| 3905 | TosaErrorValidator.evWrongInputList, |
| 3906 | TosaErrorValidator.evWrongOutputList, |
| 3907 | TosaErrorValidator.evWrongRank, |
| 3908 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3909 | }, |
| 3910 | "scatter": { |
| 3911 | "op": Op.SCATTER, |
| 3912 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3913 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3914 | "operands": (2, 0), |
| 3915 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3916 | "build_fcn": ( |
| 3917 | build_scatter, |
| 3918 | TosaTensorGen.tgScatter, |
| 3919 | TosaTensorValuesGen.tvgDefault, |
| 3920 | None, |
| 3921 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3922 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3923 | "error_if_validators": ( |
| 3924 | TosaErrorValidator.evWrongInputType, |
| 3925 | TosaErrorValidator.evWrongOutputType, |
| 3926 | TosaErrorValidator.evWrongInputList, |
| 3927 | TosaErrorValidator.evWrongOutputList, |
| 3928 | TosaErrorValidator.evWrongRank, |
| 3929 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3930 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3931 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3932 | "resize": { |
| 3933 | "op": Op.RESIZE, |
| 3934 | "operands": (1, 0), |
| 3935 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3936 | "build_fcn": ( |
| 3937 | build_resize, |
| 3938 | TosaTensorGen.tgNHWC, |
| 3939 | TosaTensorValuesGen.tvgDefault, |
| 3940 | TosaArgGen.agResize, |
| 3941 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3942 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3943 | "invalid_test_validators": ( |
| 3944 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3945 | ), |
| 3946 | "error_if_validators": ( |
| 3947 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3948 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 3949 | TosaErrorValidator.evScaleNLargerMax, |
| 3950 | TosaErrorValidator.evScaleDLargerMax, |
| 3951 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3952 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3953 | TosaErrorValidator.evBorderSmallerMin, |
| 3954 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3955 | TosaErrorValidator.evWrongInputType, |
| 3956 | TosaErrorValidator.evWrongOutputType, |
| 3957 | TosaErrorValidator.evWrongRank, |
| 3958 | TosaErrorValidator.evWrongInputList, |
| 3959 | TosaErrorValidator.evWrongOutputList, |
| 3960 | TosaErrorValidator.evBatchMismatch, |
| 3961 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3962 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 3963 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3964 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3965 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3966 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3967 | "cast": { |
| 3968 | "op": Op.CAST, |
| 3969 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3970 | "build_fcn": ( |
| 3971 | build_cast, |
| 3972 | TosaTensorGen.tgBasic, |
| 3973 | TosaTensorValuesGen.tvgDefault, |
| 3974 | TosaArgGen.agCast, |
| 3975 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3976 | "types": ( |
| 3977 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3978 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3979 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3980 | DType.INT8, |
| 3981 | DType.INT16, |
| 3982 | DType.INT32, |
| 3983 | DType.BOOL, |
| 3984 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3985 | "error_if_validators": ( |
| 3986 | TosaErrorValidator.evWrongInputType, |
| 3987 | TosaErrorValidator.evWrongOutputType, |
| 3988 | TosaErrorValidator.evWrongInputList, |
| 3989 | TosaErrorValidator.evWrongOutputList, |
| 3990 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3991 | }, |
| 3992 | "rescale": { |
| 3993 | "op": Op.RESCALE, |
| 3994 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3995 | "build_fcn": ( |
| 3996 | build_rescale, |
| 3997 | TosaTensorGen.tgBasic, |
| 3998 | TosaTensorValuesGen.tvgDefault, |
| 3999 | TosaArgGen.agRescale, |
| 4000 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4001 | "types": [ |
| 4002 | DType.UINT8, |
| 4003 | DType.INT8, |
| 4004 | DType.INT16, |
| 4005 | DType.INT32, |
| 4006 | DType.INT48, |
| 4007 | DType.UINT16, |
| 4008 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4009 | "error_if_validators": ( |
| 4010 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4011 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4012 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4013 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4014 | TosaErrorValidator.evScaleTrue, |
| 4015 | TosaErrorValidator.evScaleNotTrue, |
| 4016 | TosaErrorValidator.evWrongInputType, |
| 4017 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4018 | TosaErrorValidator.evWrongInputList, |
| 4019 | TosaErrorValidator.evWrongOutputList, |
| 4020 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4021 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4022 | # Custom |
| 4023 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4024 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4025 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4026 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4027 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4028 | "cond_if_const": { |
| 4029 | "op": Op.COND_IF, |
| 4030 | "operands": (0, 2), |
| 4031 | "build_fcn": ( |
| 4032 | build_cond_if_const, |
| 4033 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4034 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4035 | TosaArgGen.agCondIf, |
| 4036 | ), |
| 4037 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4038 | "error_if_validators": ( |
| 4039 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4040 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4041 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4042 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4043 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4044 | }, |
| 4045 | "cond_if_binary": { |
| 4046 | "op": Op.COND_IF, |
| 4047 | "operands": (2, 0), |
| 4048 | "build_fcn": ( |
| 4049 | build_cond_if_binary, |
| 4050 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4051 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4052 | TosaArgGen.agCondIf, |
| 4053 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4054 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4055 | "error_if_validators": ( |
| 4056 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4057 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4058 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4059 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4060 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4061 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4062 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4063 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4064 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4065 | "while_loop": { |
| 4066 | "op": Op.WHILE_LOOP, |
| 4067 | "operands": (0, 1), |
| 4068 | "build_fcn": ( |
| 4069 | build_while_loop, |
| 4070 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4071 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4072 | TosaArgGen.agWhileLoop, |
| 4073 | ), |
| 4074 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4075 | "error_if_validators": ( |
| 4076 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4077 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4078 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4079 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4080 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4081 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4082 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4083 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4084 | "fft2d": { |
| 4085 | "op": Op.FFT2D, |
| 4086 | "operands": (2, 0), |
| 4087 | "rank": (3, 3), |
| 4088 | "build_fcn": ( |
| 4089 | build_fft2d, |
| 4090 | TosaTensorGen.tgFFT2d, |
| 4091 | TosaTensorValuesGen.tvgDefault, |
| 4092 | TosaArgGen.agFFT2d, |
| 4093 | ), |
| 4094 | "types": [DType.FP32], |
| 4095 | "error_if_validators": ( |
| 4096 | TosaErrorValidator.evWrongInputType, |
| 4097 | TosaErrorValidator.evWrongOutputType, |
| 4098 | TosaErrorValidator.evWrongInputList, |
| 4099 | TosaErrorValidator.evWrongOutputList, |
| 4100 | TosaErrorValidator.evWrongRank, |
| 4101 | TosaErrorValidator.evBatchMismatch, |
| 4102 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4103 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4104 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4105 | ), |
| 4106 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4107 | "rfft2d": { |
| 4108 | "op": Op.RFFT2D, |
| 4109 | "operands": (1, 0), |
| 4110 | "rank": (3, 3), |
| 4111 | "build_fcn": ( |
| 4112 | build_rfft2d, |
| 4113 | TosaTensorGen.tgRFFT2d, |
| 4114 | TosaTensorValuesGen.tvgDefault, |
| 4115 | TosaArgGen.agNone, |
| 4116 | ), |
| 4117 | "types": [DType.FP32], |
| 4118 | "error_if_validators": ( |
| 4119 | TosaErrorValidator.evWrongInputType, |
| 4120 | TosaErrorValidator.evWrongOutputType, |
| 4121 | TosaErrorValidator.evWrongInputList, |
| 4122 | TosaErrorValidator.evWrongOutputList, |
| 4123 | TosaErrorValidator.evWrongRank, |
| 4124 | TosaErrorValidator.evBatchMismatch, |
| 4125 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4126 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4127 | ), |
| 4128 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4129 | } |
| 4130 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4131 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4132 | class OutputShaper: |
| 4133 | # Methods in this class compute the expected output shape and datatype |
| 4134 | # for common classes of operations |
| 4135 | def __init__(self): |
| 4136 | pass |
| 4137 | |
| 4138 | # These methods return arguments that can be used for |
| 4139 | # creating a new output tensor |
| 4140 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4141 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4142 | if error_name != ErrorIf.RankMismatch: |
| 4143 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4144 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4145 | |
| 4146 | shape = [] |
| 4147 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4148 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4149 | shape.append(b.shape[i]) |
| 4150 | else: |
| 4151 | shape.append(a.shape[i]) |
| 4152 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4153 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4154 | if error_name == ErrorIf.DimensionMismatch: |
| 4155 | shape[fuzz_idx] += 1 |
| 4156 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4157 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4158 | all_dtypes = [ |
| 4159 | DType.INT8, |
| 4160 | DType.INT16, |
| 4161 | DType.INT32, |
| 4162 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4163 | DType.FP16, |
| 4164 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4165 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4166 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4167 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4168 | outputDType = rng.choice(wrong_dtypes) |
| 4169 | else: |
| 4170 | outputDType = a.dtype |
| 4171 | |
| 4172 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4173 | |
| 4174 | @staticmethod |
| 4175 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4176 | assert len(a.shape) == len(b.shape) |
| 4177 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4178 | |
| 4179 | shape = [] |
| 4180 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4181 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4182 | shape.append(a.shape[i]) |
| 4183 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4184 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4185 | |
| 4186 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4187 | def unaryOp(ser, rng, a, error_name=None): |
| 4188 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4189 | all_dtypes = [ |
| 4190 | DType.INT8, |
| 4191 | DType.INT16, |
| 4192 | DType.INT32, |
| 4193 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4194 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4195 | DType.FP16, |
| 4196 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4197 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4198 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4199 | outputDType = rng.choice(wrong_dtypes) |
| 4200 | else: |
| 4201 | outputDType = a.dtype |
| 4202 | |
| 4203 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4204 | |
| 4205 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4206 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4207 | if error_name != ErrorIf.RankMismatch: |
| 4208 | 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] | 4209 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4210 | |
| 4211 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4212 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4213 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4214 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4215 | else: |
| 4216 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4217 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4218 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4219 | if error_name == ErrorIf.DimensionMismatch: |
| 4220 | shape[fuzz_idx] += 1 |
| 4221 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4222 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4223 | all_dtypes = [ |
| 4224 | DType.INT8, |
| 4225 | DType.INT16, |
| 4226 | DType.INT32, |
| 4227 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4228 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4229 | DType.FP16, |
| 4230 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4231 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4232 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4233 | outputDType = rng.choice(wrong_dtypes) |
| 4234 | else: |
| 4235 | outputDType = a.dtype |
| 4236 | |
| 4237 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4238 | |
| 4239 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4240 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4241 | if error_name != ErrorIf.RankMismatch: |
| 4242 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4243 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4244 | |
| 4245 | # Do broadcast |
| 4246 | shape = [] |
| 4247 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4248 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4249 | shape.append(b.shape[i]) |
| 4250 | else: |
| 4251 | shape.append(a.shape[i]) |
| 4252 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4253 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4254 | if error_name == ErrorIf.DimensionMismatch: |
| 4255 | shape[fuzz_idx] += 1 |
| 4256 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4257 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4258 | wrong_dtypes = [ |
| 4259 | DType.INT8, |
| 4260 | DType.INT16, |
| 4261 | DType.INT32, |
| 4262 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4263 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4264 | DType.FP16, |
| 4265 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4266 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4267 | outputDType = rng.choice(wrong_dtypes) |
| 4268 | else: |
| 4269 | outputDType = DType.BOOL |
| 4270 | |
| 4271 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4272 | |
| 4273 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4274 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4275 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4276 | if error_name not in [ |
| 4277 | ErrorIf.AxisSmallerZero, |
| 4278 | ErrorIf.AxisLargerRank, |
| 4279 | ErrorIf.ShapeOfAxisNotOne, |
| 4280 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4281 | shape[axis] = 1 |
| 4282 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4283 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4284 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4285 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4286 | all_dtypes = [ |
| 4287 | DType.INT8, |
| 4288 | DType.INT16, |
| 4289 | DType.INT32, |
| 4290 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4291 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4292 | DType.FP16, |
| 4293 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4294 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4295 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4296 | outputDType = rng.choice(wrong_dtypes) |
| 4297 | else: |
| 4298 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4299 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4300 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4301 | |
| 4302 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4303 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4304 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4305 | |
| 4306 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4307 | del shape[axis] |
| 4308 | |
| 4309 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4310 | remove = rng.choice([True, False]) |
| 4311 | if remove and len(shape) > 1: |
| 4312 | del shape[0] |
| 4313 | else: |
| 4314 | shape.append(1) |
| 4315 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4316 | for i in range(len(shape)): |
| 4317 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4318 | |
| 4319 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4320 | all_dtypes = [ |
| 4321 | DType.INT8, |
| 4322 | DType.INT16, |
| 4323 | DType.INT32, |
| 4324 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4325 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4326 | DType.FP16, |
| 4327 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4328 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4329 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4330 | outputDType = rng.choice(wrong_dtypes) |
| 4331 | else: |
| 4332 | outputDType = DType.INT32 |
| 4333 | |
| 4334 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4335 | |
| 4336 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4337 | def conv2dOp( |
| 4338 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4339 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4340 | |
| 4341 | # IFM: NHWC |
| 4342 | # Filter: OHWI |
| 4343 | # OFM: NHWC |
| 4344 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4345 | h = ( |
| 4346 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4347 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4348 | + padding[0] |
| 4349 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4350 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4351 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4352 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4353 | w = ( |
| 4354 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4355 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4356 | + padding[2] |
| 4357 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4358 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4359 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4360 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4361 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4362 | choices = [1, 2, 3] |
| 4363 | change = rng.choice(choices) |
| 4364 | # increment in multiples of stride to not hit non-integer error case |
| 4365 | if change in [1, 3]: |
| 4366 | h = h + (rng.choice(choices) * strides[0]) |
| 4367 | if change in [2, 3]: |
| 4368 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4369 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4370 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4371 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4372 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4373 | # Pick some potentially correct output dtype if input type is incorrect |
| 4374 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4375 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4376 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4377 | |
| 4378 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4379 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4380 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4381 | else: |
| 4382 | excludes = [out_dtype] |
| 4383 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4384 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4385 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4386 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4387 | |
| 4388 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4389 | def conv3dOp( |
| 4390 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4391 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4392 | |
| 4393 | # IFM: NDHWC |
| 4394 | # Filter: ODHWI |
| 4395 | # OFM: NDHWC |
| 4396 | |
| 4397 | d = ( |
| 4398 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4399 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4400 | + padding[0] |
| 4401 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4402 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4403 | ) // strides[0] + 1 |
| 4404 | |
| 4405 | h = ( |
| 4406 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4407 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4408 | + padding[2] |
| 4409 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4410 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4411 | ) // strides[1] + 1 |
| 4412 | |
| 4413 | w = ( |
| 4414 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4415 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4416 | + padding[4] |
| 4417 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4418 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4419 | ) // strides[2] + 1 |
| 4420 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4421 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4422 | choices = [1, 2, 3, 4] |
| 4423 | change = rng.choice(choices) |
| 4424 | # increment in multiples of stride to not hit non-integer error case |
| 4425 | if change in [1, 4]: |
| 4426 | d = d + (rng.choice(choices) * strides[0]) |
| 4427 | if change in [2, 4]: |
| 4428 | h = h + (rng.choice(choices) * strides[1]) |
| 4429 | if change in [3, 4]: |
| 4430 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4431 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4432 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4433 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4434 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4435 | # Pick some potentially correct output dtype if input type is incorrect |
| 4436 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4437 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4438 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4439 | |
| 4440 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4441 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4442 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4443 | else: |
| 4444 | excludes = [out_dtype] |
| 4445 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4446 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4447 | |
| 4448 | return ser.addOutput(ofm_shape, out_dtype) |
| 4449 | |
| 4450 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4451 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4452 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4453 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4454 | # IFM: NHWC |
| 4455 | # Filter: HWCM |
| 4456 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4457 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4458 | h = ( |
| 4459 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4460 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4461 | + padding[0] |
| 4462 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4463 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4464 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4465 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4466 | w = ( |
| 4467 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4468 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4469 | + padding[2] |
| 4470 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4471 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4472 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4473 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4474 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4475 | choices = [1, 2, 3] |
| 4476 | change = rng.choice(choices) |
| 4477 | # increment in multiples of stride to not hit non-integer error case |
| 4478 | if change in [1, 3]: |
| 4479 | h = h + (rng.choice(choices) * strides[0]) |
| 4480 | if change in [2, 3]: |
| 4481 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4482 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4483 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4484 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4485 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4486 | # Pick some potentially correct output dtype if input type is incorrect |
| 4487 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4488 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4489 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4490 | |
| 4491 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4492 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4493 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4494 | else: |
| 4495 | excludes = [out_dtype] |
| 4496 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4497 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4498 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4499 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4500 | |
| 4501 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4502 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4503 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4504 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4505 | # 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] | 4506 | h = 1 |
| 4507 | w = 1 |
| 4508 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4509 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4510 | 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] | 4511 | |
| 4512 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4513 | choices = [1, 2, 3] |
| 4514 | change = rng.choice(choices) |
| 4515 | # increment in multiples of stride to not hit non-integer error case |
| 4516 | if change in [1, 3]: |
| 4517 | h = h + (rng.choice(choices) * stride[0]) |
| 4518 | if change in [2, 3]: |
| 4519 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4520 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4521 | |
| 4522 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4523 | all_dtypes = [ |
| 4524 | DType.INT8, |
| 4525 | DType.INT16, |
| 4526 | DType.INT32, |
| 4527 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4528 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4529 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4530 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4531 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4532 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4533 | outputDType = rng.choice(wrong_dtypes) |
| 4534 | else: |
| 4535 | outputDType = ifm.dtype |
| 4536 | |
| 4537 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4538 | |
| 4539 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4540 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4541 | # input: N, IC |
| 4542 | # filter: OC, IC |
| 4543 | # output: N, OC |
| 4544 | |
| 4545 | output_shape = [input.shape[0], filter.shape[0]] |
| 4546 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4547 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4548 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4549 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4550 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4551 | |
| 4552 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4553 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4554 | # a: N, H, C |
| 4555 | # b: N, C, W |
| 4556 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4557 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4558 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4559 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4560 | if error_name == ErrorIf.WrongOutputType: |
| 4561 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4562 | incorrect_types = ( |
| 4563 | DType.INT4, |
| 4564 | DType.INT8, |
| 4565 | DType.INT16, |
| 4566 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4567 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4568 | DType.FP16, |
| 4569 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4570 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4571 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4572 | incorrect_types = ( |
| 4573 | DType.INT4, |
| 4574 | DType.INT8, |
| 4575 | DType.INT16, |
| 4576 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4577 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4578 | DType.FP16, |
| 4579 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4580 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4581 | elif ( |
| 4582 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4583 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4584 | incorrect_types = ( |
| 4585 | DType.INT4, |
| 4586 | DType.INT8, |
| 4587 | DType.INT16, |
| 4588 | DType.INT32, |
| 4589 | DType.INT48, |
| 4590 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4591 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4592 | elif error_name == ErrorIf.WrongInputType: |
| 4593 | # Pick some potentially correct output dtype if input type is incorrect |
| 4594 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4595 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4596 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4597 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4598 | return ser.addOutput(output_shape, out_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 concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4602 | input1 = a[0] |
| 4603 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4604 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4605 | # 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] | 4606 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4607 | if not ( |
| 4608 | # unable to concat tensors of different ranks |
| 4609 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4610 | # unable to concat tensors along an invalid axis |
| 4611 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4612 | ): |
| 4613 | for tensor in remaining_inputs: |
| 4614 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4615 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4616 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4617 | output_shape[axis] += rng.integers(5, 10) |
| 4618 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4619 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4620 | all_dtypes = { |
| 4621 | DType.INT8, |
| 4622 | DType.INT16, |
| 4623 | DType.INT32, |
| 4624 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4625 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4626 | DType.FP16, |
| 4627 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4628 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4629 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4630 | outputDType = rng.choice(wrong_dtypes) |
| 4631 | else: |
| 4632 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4633 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4634 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4635 | |
| 4636 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4637 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4638 | |
| 4639 | output_shape = a.shape.copy() |
| 4640 | |
| 4641 | for i in range(len(output_shape)): |
| 4642 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4643 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4644 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4645 | bad_dim = rng.choice(range(len(output_shape))) |
| 4646 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4647 | elif error_name == ErrorIf.RankMismatch: |
| 4648 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4649 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4650 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4651 | all_dtypes = [ |
| 4652 | DType.INT8, |
| 4653 | DType.INT16, |
| 4654 | DType.INT32, |
| 4655 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4656 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4657 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4658 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4659 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4660 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4661 | outputDType = rng.choice(wrong_dtypes) |
| 4662 | else: |
| 4663 | outputDType = a.dtype |
| 4664 | |
| 4665 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4666 | |
| 4667 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4668 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4669 | output_shape = shape.copy() |
| 4670 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4671 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4672 | for i in range(len(output_shape)): |
| 4673 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4674 | |
| 4675 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4676 | all_dtypes = [ |
| 4677 | DType.INT8, |
| 4678 | DType.INT16, |
| 4679 | DType.INT32, |
| 4680 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4681 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4682 | DType.FP16, |
| 4683 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4684 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4685 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4686 | outputDType = rng.choice(wrong_dtypes) |
| 4687 | else: |
| 4688 | outputDType = a.dtype |
| 4689 | |
| 4690 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4691 | |
| 4692 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4693 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4694 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4695 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4696 | all_dtypes = [ |
| 4697 | DType.INT8, |
| 4698 | DType.INT16, |
| 4699 | DType.INT32, |
| 4700 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4701 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4702 | DType.FP16, |
| 4703 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4704 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4705 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4706 | outputDType = rng.choice(wrong_dtypes) |
| 4707 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4708 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4709 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4710 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4711 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4712 | for index in range(len(output_shape)): |
| 4713 | if output_shape[index] <= 2: |
| 4714 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4715 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4716 | output_shape[index] = output_shape[index] + rng.choice( |
| 4717 | [-2, -1, 1, 2] |
| 4718 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4719 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 4720 | output_shape = input.shape.copy() |
| 4721 | elif error_name == ErrorIf.RankMismatch: |
| 4722 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4723 | |
| 4724 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4725 | |
| 4726 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4727 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4728 | |
| 4729 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4730 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4731 | |
| 4732 | for i in range(len(output_shape)): |
| 4733 | output_shape[i] = a.shape[i] * multiples[i] |
| 4734 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4735 | if error_name == ErrorIf.RankMismatch: |
| 4736 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
| 4737 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4738 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4739 | all_dtypes = [ |
| 4740 | DType.INT8, |
| 4741 | DType.INT16, |
| 4742 | DType.INT32, |
| 4743 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4744 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4745 | DType.FP16, |
| 4746 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4747 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4748 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4749 | outputDType = rng.choice(wrong_dtypes) |
| 4750 | else: |
| 4751 | outputDType = a.dtype |
| 4752 | |
| 4753 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4754 | |
| 4755 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4756 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4757 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4758 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4759 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4760 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4761 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4762 | for i in range(len(output_shape)): |
| 4763 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4764 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4765 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4766 | for i in range(len(output_shape)): |
| 4767 | output_shape[i] += rng.integers(1, 10) |
| 4768 | elif error_name == ErrorIf.RankMismatch: |
| 4769 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
| 4770 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4771 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4772 | all_dtypes = [ |
| 4773 | DType.INT8, |
| 4774 | DType.INT16, |
| 4775 | DType.INT32, |
| 4776 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4777 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4778 | DType.FP16, |
| 4779 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4780 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4781 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4782 | outputDType = rng.choice(wrong_dtypes) |
| 4783 | else: |
| 4784 | outputDType = a.dtype |
| 4785 | |
| 4786 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4787 | |
| 4788 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4789 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4790 | if error_name != ErrorIf.WrongRank: |
| 4791 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4792 | assert len(indices.shape) == 2 |
| 4793 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4794 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4795 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4796 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4797 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4798 | all_dtypes = [ |
| 4799 | DType.INT8, |
| 4800 | DType.INT16, |
| 4801 | DType.INT32, |
| 4802 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4803 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4804 | DType.FP16, |
| 4805 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4806 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4807 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 4808 | outputDType = rng.choice(wrong_dtypes) |
| 4809 | else: |
| 4810 | outputDType = values.dtype |
| 4811 | |
| 4812 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4813 | |
| 4814 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4815 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4816 | if error_name != ErrorIf.WrongRank: |
| 4817 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4818 | assert len(indices.shape) == 2 |
| 4819 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4820 | assert values_in.shape[0] == indices.shape[0] # N |
| 4821 | assert input.shape[1] == indices.shape[1] # W |
| 4822 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4823 | |
| 4824 | output_shape = values_in.shape |
| 4825 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4826 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4827 | all_dtypes = [ |
| 4828 | DType.INT8, |
| 4829 | DType.INT16, |
| 4830 | DType.INT32, |
| 4831 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4832 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4833 | DType.FP16, |
| 4834 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4835 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4836 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 4837 | outputDType = rng.choice(wrong_dtypes) |
| 4838 | else: |
| 4839 | outputDType = values_in.dtype |
| 4840 | |
| 4841 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4842 | |
| 4843 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4844 | def tableOp(ser, rng, input, error_name=None): |
| 4845 | # Same shape as the input, dtype dependent on input dtype |
| 4846 | if error_name != ErrorIf.WrongInputType: |
| 4847 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 4848 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4849 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4850 | wrong_dtypes = [ |
| 4851 | DType.INT8, |
| 4852 | DType.INT16, |
| 4853 | DType.INT32, |
| 4854 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4855 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4856 | DType.FP16, |
| 4857 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4858 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4859 | wrong_dtypes.remove(output_dtype) |
| 4860 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4861 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4862 | |
| 4863 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4864 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4865 | serializer, |
| 4866 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4867 | input, |
| 4868 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4869 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4870 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4871 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4872 | input_dtype, |
| 4873 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4874 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4875 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4876 | # Calculate OH, OW |
| 4877 | scale_y_n = scale[0] |
| 4878 | scale_y_d = scale[1] |
| 4879 | scale_x_n = scale[2] |
| 4880 | scale_x_d = scale[3] |
| 4881 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 4882 | scale_y_n = max(scale_y_n, 1) |
| 4883 | scale_y_d = max(scale_y_d, 1) |
| 4884 | scale_x_n = max(scale_x_n, 1) |
| 4885 | scale_x_d = max(scale_x_d, 1) |
| 4886 | |
| 4887 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 4888 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 4889 | |
| 4890 | if error_name is not None: |
| 4891 | # Make sure the output tensor is valid, which can occur when |
| 4892 | # scale, offset or border have been changed for ERROR_IFs |
| 4893 | oh = max(oh, 1) |
| 4894 | ow = max(ow, 1) |
| 4895 | if error_name != ErrorIf.MaxDimExceeded: |
| 4896 | oh = min(oh, MAX_RESIZE_DIMENSION - 1) |
| 4897 | ow = min(ow, MAX_RESIZE_DIMENSION - 1) |
| 4898 | |
| 4899 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 4900 | choices = [1, 2, 3] |
| 4901 | change = rng.choice(choices) |
| 4902 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 4903 | if change in [1, 3]: |
| 4904 | if oh + scale_y_d >= MAX_RESIZE_DIMENSION: |
| 4905 | oh -= scale_y_d |
| 4906 | assert oh > 0 # Should have been caught in agResize |
| 4907 | else: |
| 4908 | oh += scale_y_d |
| 4909 | if change in [2, 3]: |
| 4910 | if ow + scale_x_d >= MAX_RESIZE_DIMENSION: |
| 4911 | ow -= scale_x_d |
| 4912 | assert ow > 0 # Should have been caught in agResize |
| 4913 | else: |
| 4914 | ow += scale_x_d |
| 4915 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4916 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4917 | output_dims = [ |
| 4918 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4919 | oh, |
| 4920 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4921 | input.shape[0], |
| 4922 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4923 | elif error_name == ErrorIf.BatchMismatch: |
| 4924 | output_dims = [ |
| 4925 | input.shape[0] + rng.integers(1, 10), |
| 4926 | oh, |
| 4927 | ow, |
| 4928 | input.shape[3], |
| 4929 | ] |
| 4930 | elif error_name == ErrorIf.ChannelMismatch: |
| 4931 | output_dims = [ |
| 4932 | input.shape[0], |
| 4933 | oh, |
| 4934 | ow, |
| 4935 | input.shape[3] + rng.integers(1, 10), |
| 4936 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4937 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4938 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4939 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4940 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4941 | |
| 4942 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4943 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4944 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4945 | |
| 4946 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4947 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4948 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4949 | choices = [1, 2, 3] |
| 4950 | change = rng.choice(choices) |
| 4951 | if change in [1, 3]: |
| 4952 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 4953 | if change in [2, 3]: |
| 4954 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 4955 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4956 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4957 | # Pick some potentially correct output dtype if input type is incorrect |
| 4958 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4959 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4960 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4961 | |
| 4962 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4963 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4964 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4965 | else: |
| 4966 | excludes = [out_dtype] |
| 4967 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4968 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4969 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4970 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4971 | |
| 4972 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4973 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 4974 | outputs = [] |
| 4975 | |
| 4976 | assert ifm1.dtype == ifm2.dtype |
| 4977 | input_dtype = ifm1.dtype |
| 4978 | |
| 4979 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 4980 | assert ifm1.shape == ifm2.shape |
| 4981 | |
| 4982 | input_shape = ifm1.shape |
| 4983 | if error_name != ErrorIf.WrongRank: |
| 4984 | assert len(input_shape) == 3 |
| 4985 | |
| 4986 | output_shape = input_shape.copy() |
| 4987 | output_dtype = input_dtype |
| 4988 | |
| 4989 | if error_name == ErrorIf.WrongOutputType: |
| 4990 | excludes = [DType.FP32] |
| 4991 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 4992 | output_dtype = rng.choice(wrong_dtypes) |
| 4993 | elif error_name == ErrorIf.BatchMismatch: |
| 4994 | output_shape[0] += rng.integers(1, 10) |
| 4995 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 4996 | modify_dim = rng.choice([1, 2]) |
| 4997 | output_shape[modify_dim] += rng.integers(1, 10) |
| 4998 | |
| 4999 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5000 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5001 | return outputs |
| 5002 | |
| 5003 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5004 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5005 | outputs = [] |
| 5006 | |
| 5007 | input_shape = value.shape |
| 5008 | if error_name != ErrorIf.WrongRank: |
| 5009 | assert len(input_shape) == 3 |
| 5010 | |
| 5011 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5012 | |
| 5013 | output_dtype = value.dtype |
| 5014 | if error_name == ErrorIf.WrongOutputType: |
| 5015 | excludes = [DType.FP32] |
| 5016 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 5017 | output_dtype = rng.choice(wrong_dtypes) |
| 5018 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5019 | output_shape[0] += rng.integers(1, 10) |
| 5020 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5021 | modify_dim = rng.choice([1, 2]) |
| 5022 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5023 | |
| 5024 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5025 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5026 | return outputs |