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)) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 91 | elif ( |
| 92 | dtype == DType.INT32 or dtype == DType.SHAPE |
| 93 | ): # restricting too large value for SHAPE |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 94 | return np.int32( |
| 95 | self.rng.integers(low=-(1 << 31), high=(1 << 31), size=shape) |
| 96 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 97 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 98 | return np.int64( |
| 99 | self.rng.integers(low=-(1 << 47), high=(1 << 47), size=shape) |
| 100 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 101 | elif dtype == DType.FP16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 102 | return np.float16( |
| 103 | self.rng.uniform( |
| 104 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 105 | ) |
| 106 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 107 | elif dtype == DType.BF16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 108 | f32_tensor = np.float32( |
| 109 | self.rng.uniform( |
| 110 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 111 | ) |
| 112 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 113 | # Floor the last 16 bits of each f32 value |
| 114 | return np.float32(vect_f32_to_bf16(f32_tensor)) |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 115 | elif dtype == DType.FP32: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 116 | return np.float32( |
| 117 | self.rng.uniform( |
| 118 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 119 | ) |
| 120 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 121 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 122 | raise Exception("Unrecognized Dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 123 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 124 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 125 | placeholders = [] |
| 126 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 127 | assert len(shape_list) == len(dtype_list) |
| 128 | |
| 129 | for idx, shape in enumerate(shape_list): |
| 130 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 131 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 132 | |
| 133 | return placeholders |
| 134 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 135 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 136 | consts = [] |
| 137 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 138 | assert len(shape_list) == len(dtype_list) |
| 139 | |
| 140 | for idx, shape in enumerate(shape_list): |
| 141 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 142 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 143 | |
| 144 | return consts |
| 145 | |
| 146 | def makeShape(self, rank): |
| 147 | if self.targetted_shape: |
| 148 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 149 | return np.int32( |
| 150 | self.rng.integers( |
| 151 | low=self.args.tensor_shape_range[0], |
| 152 | high=self.args.tensor_shape_range[1], |
| 153 | size=rank, |
| 154 | ) |
| 155 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 156 | |
| 157 | def setTargetShape(self, shape): |
| 158 | self.targetted_shape = shape |
| 159 | |
| 160 | def randInt(self, low=0, high=256): |
| 161 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 162 | |
| 163 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 164 | if dtype == DType.FP32: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 165 | return np.float32( |
| 166 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 167 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 168 | elif dtype == DType.FP16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 169 | return np.float16( |
| 170 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 171 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 172 | elif dtype == DType.BF16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 173 | rand_f32 = np.float32( |
| 174 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 175 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 176 | return vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 177 | elif dtype == DType.BOOL: |
| 178 | return self.rng.choice([False, True]) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 179 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 180 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 181 | low, high = (-7, 8) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 182 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 183 | low, high = (-128, 128) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 184 | elif dtype == DType.INT16: |
| 185 | low, high = (-32768, 32768) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 186 | elif ( |
| 187 | dtype == DType.INT32 or dtype == DType.SHAPE |
| 188 | ): # restricting too large value for SHAPE |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 189 | low, high = (-(1 << 31), (1 << 31)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 190 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 191 | low, high = (-(1 << 47), (1 << 47)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | # Special size |
| 193 | return np.int64(self.rng.integers(low, high, size=1))[0] |
| 194 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 195 | raise Exception("Unknown dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 196 | |
| 197 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 198 | |
| 199 | def shapeStr(self, shape): |
| 200 | |
| 201 | sStr = [] |
| 202 | # Convert to strings |
| 203 | for i in shape: |
| 204 | sStr.append(str(i)) |
| 205 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 206 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 207 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 208 | def typeStr(self, dtype): |
| 209 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 210 | assert len(dtype) >= 2 |
| 211 | strs = [self.typeStr(t) for t in dtype] |
| 212 | # Limit types to the first 2 as the 3rd is the accumulator |
| 213 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 214 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 215 | if dtype in DTYPE_ATTRIBUTES: |
| 216 | return DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 217 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 218 | raise Exception( |
| 219 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 220 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 221 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 222 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 223 | """Get the datatype width for data types""" |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 224 | if dtype in DTYPE_ATTRIBUTES: |
| 225 | return DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 226 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 227 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 228 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 229 | def constrictBatchSize(self, shape): |
| 230 | # Limit the batch size unless an explicit target shape set |
| 231 | if self.args.max_batch_size and not self.args.target_shapes: |
| 232 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 233 | return shape |
| 234 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 235 | def makeDimension(self): |
| 236 | return self.randInt( |
| 237 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 238 | ) |
| 239 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 240 | # Argument generators |
| 241 | # Returns a list of tuples (stringDescriptor, [build_fcn_arg_list]) |
| 242 | # Where the string descriptor is used to generate the test name and |
| 243 | # The build_fcn_arg_list is expanded and passed to the operator test |
| 244 | # build function |
| 245 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 246 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 247 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 248 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 249 | # build_placeholder returns an int, ABS/other ops does not |
| 250 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 251 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 252 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 253 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 254 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 255 | return result_tens |
| 256 | |
| 257 | # Ensure new output type has correct qinfo |
| 258 | if error_name == ErrorIf.WrongOutputType: |
| 259 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 260 | qinfo = [ |
| 261 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 262 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 263 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 264 | |
| 265 | # Invalidate Input/Output list for error if checks. |
| 266 | input_list = [a.name] |
| 267 | output_list = [result_tens.name] |
| 268 | pCount, cCount = op["operands"] |
| 269 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 270 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 271 | self, error_name, input_list, output_list |
| 272 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 273 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 274 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 275 | self.ser, |
| 276 | validator_fcns, |
| 277 | error_name, |
| 278 | op=op, |
| 279 | input_dtype=a.dtype, |
| 280 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 281 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 282 | result_tensors=[result_tens], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 283 | input_list=input_list, |
| 284 | output_list=output_list, |
| 285 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 286 | ): |
| 287 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 288 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 289 | attr = None |
| 290 | if op["op"] == Op.NEGATE: |
| 291 | attr = ts.TosaSerializerAttribute() |
| 292 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 293 | |
| 294 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 295 | return result_tens |
| 296 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 297 | 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] | 298 | result_tens = OutputShaper.binaryBroadcastOp( |
| 299 | self.ser, self.rng, a, b, error_name |
| 300 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 301 | |
| 302 | # Invalidate Input/Output list for error if checks. |
| 303 | input_list = [a.name, b.name] |
| 304 | output_list = [result_tens.name] |
| 305 | pCount, cCount = op["operands"] |
| 306 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 307 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 308 | self, error_name, input_list, output_list |
| 309 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 310 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 311 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 312 | self.ser, |
| 313 | validator_fcns, |
| 314 | error_name, |
| 315 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 316 | input1=a, |
| 317 | input2=b, |
| 318 | input_dtype=a.dtype, |
| 319 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 320 | result_tensors=[result_tens], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 321 | input_list=input_list, |
| 322 | output_list=output_list, |
| 323 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 324 | ): |
| 325 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 326 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 327 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 328 | return result_tens |
| 329 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 330 | 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] | 331 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 332 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 333 | return result_tens |
| 334 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 335 | def build_arithmetic_right_shift( |
| 336 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 337 | ): |
| 338 | result_tens = OutputShaper.binaryBroadcastOp( |
| 339 | self.ser, self.rng, a, b, error_name |
| 340 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 341 | |
| 342 | # Invalidate Input/Output list for error if checks. |
| 343 | input_list = [a.name, b.name] |
| 344 | output_list = [result_tens.name] |
| 345 | pCount, cCount = op["operands"] |
| 346 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 347 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 348 | self, error_name, input_list, output_list |
| 349 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 350 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 351 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 352 | self.ser, |
| 353 | validator_fcns, |
| 354 | error_name, |
| 355 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 356 | input1=a, |
| 357 | input2=b, |
| 358 | input_dtype=a.dtype, |
| 359 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 360 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 361 | input_list=input_list, |
| 362 | output_list=output_list, |
| 363 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 364 | ): |
| 365 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 366 | |
| 367 | attr = ts.TosaSerializerAttribute() |
| 368 | attr.ArithmeticRightShiftAttribute(round) |
| 369 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 370 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 371 | return result_tens |
| 372 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 373 | 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] | 374 | result_tens = OutputShaper.binaryBroadcastOp( |
| 375 | self.ser, self.rng, a, b, error_name |
| 376 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 377 | |
| 378 | # Special for multiply: |
| 379 | # Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 380 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 381 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 382 | if error_name == ErrorIf.WrongOutputType: |
| 383 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 384 | outputDType = self.rng.choice(all_dtypes) |
| 385 | result_tens.setDtype(outputDType) |
| 386 | |
| 387 | # Invalidate Input/Output list for error if checks. |
| 388 | input_list = [a.name, b.name] |
| 389 | output_list = [result_tens.name] |
| 390 | pCount, cCount = op["operands"] |
| 391 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 392 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 393 | self, error_name, input_list, output_list |
| 394 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 395 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 396 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 397 | self.ser, |
| 398 | validator_fcns, |
| 399 | error_name, |
| 400 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 401 | input1=a, |
| 402 | input2=b, |
| 403 | input_dtype=a.dtype, |
| 404 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 405 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 406 | input_list=input_list, |
| 407 | output_list=output_list, |
| 408 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 409 | ): |
| 410 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 411 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 412 | attr = ts.TosaSerializerAttribute() |
| 413 | attr.MulAttribute(shift) |
| 414 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 415 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 416 | return result_tens |
| 417 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 418 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 419 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 420 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 421 | attr = ts.TosaSerializerAttribute() |
| 422 | attr.TableAttribute(table) |
| 423 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 424 | # Invalidate Input/Output list for error if checks. |
| 425 | input_list = [a.name] |
| 426 | output_list = [result_tens.name] |
| 427 | pCount, cCount = op["operands"] |
| 428 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 429 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 430 | self, error_name, input_list, output_list |
| 431 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 432 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 433 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 434 | self.ser, |
| 435 | validator_fcns, |
| 436 | error_name, |
| 437 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 438 | input_shape=a.shape, |
| 439 | input_dtype=a.dtype, |
| 440 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 441 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 442 | input_list=input_list, |
| 443 | output_list=output_list, |
| 444 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 445 | ): |
| 446 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 447 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 448 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 449 | |
| 450 | return result_tens |
| 451 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 452 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 453 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 454 | |
| 455 | # Invalidate Input/Output list for error if checks. |
| 456 | input_list = [cond.name, a.name, b.name] |
| 457 | output_list = [result_tens.name] |
| 458 | pCount, cCount = op["operands"] |
| 459 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 460 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 461 | self, error_name, input_list, output_list |
| 462 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 463 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 464 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 465 | self.ser, |
| 466 | validator_fcns, |
| 467 | error_name, |
| 468 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 469 | input1=cond, |
| 470 | input2=a, |
| 471 | input3=b, |
| 472 | input_shape=a.shape, |
| 473 | input_dtype=a.dtype, |
| 474 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 475 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 476 | input_list=input_list, |
| 477 | output_list=output_list, |
| 478 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 479 | ): |
| 480 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 481 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 482 | self.ser.addOperator( |
| 483 | op["op"], |
| 484 | input_list, |
| 485 | output_list, |
| 486 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 487 | return result_tens |
| 488 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 489 | 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] | 490 | result_tens = OutputShaper.binaryComparisonOp( |
| 491 | self.ser, self.rng, a, b, error_name |
| 492 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 493 | |
| 494 | # Invalidate Input/Output list for error if checks. |
| 495 | input_list = [a.name, b.name] |
| 496 | output_list = [result_tens.name] |
| 497 | pCount, cCount = op["operands"] |
| 498 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 499 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 500 | self, error_name, input_list, output_list |
| 501 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 502 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 503 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 504 | self.ser, |
| 505 | validator_fcns, |
| 506 | error_name, |
| 507 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 508 | input1=a, |
| 509 | input2=b, |
| 510 | input_shape=a.shape, |
| 511 | input_dtype=a.dtype, |
| 512 | output_shape=result_tens.shape, |
| 513 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 514 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 515 | input_list=input_list, |
| 516 | output_list=output_list, |
| 517 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 518 | ): |
| 519 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 520 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 521 | self.ser.addOperator( |
| 522 | op["op"], |
| 523 | input_list, |
| 524 | output_list, |
| 525 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 526 | return result_tens |
| 527 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 528 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 529 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 530 | |
| 531 | # Invalidate Input/Output list for error if checks. |
| 532 | input_list = [a.name] |
| 533 | output_list = [result_tens.name] |
| 534 | pCount, cCount = op["operands"] |
| 535 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 536 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 537 | self, error_name, input_list, output_list |
| 538 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 539 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 540 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 541 | self.ser, |
| 542 | validator_fcns, |
| 543 | error_name, |
| 544 | op=op, |
| 545 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 546 | input_shape=a.shape, |
| 547 | input_dtype=a.dtype, |
| 548 | output_shape=result_tens.shape, |
| 549 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 550 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 551 | input_list=input_list, |
| 552 | output_list=output_list, |
| 553 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 554 | ): |
| 555 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 556 | |
| 557 | attr = ts.TosaSerializerAttribute() |
| 558 | attr.AxisAttribute(axis) |
| 559 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 560 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 561 | return result_tens |
| 562 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 563 | def build_pool2d( |
| 564 | self, |
| 565 | op, |
| 566 | input, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 567 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 568 | stride, |
| 569 | pad, |
| 570 | kernel, |
| 571 | validator_fcns=None, |
| 572 | error_name=None, |
| 573 | qinfo=None, |
| 574 | ): |
| 575 | result_tens = OutputShaper.pool2dOp( |
| 576 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 577 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 578 | |
| 579 | # Ensure new output type has correct qinfo |
| 580 | if error_name == ErrorIf.WrongInputType: |
| 581 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 582 | qinfo = [ |
| 583 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 584 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 585 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 586 | |
| 587 | # Invalidate Input/Output list for error if checks. |
| 588 | input_list = [input.name] |
| 589 | output_list = [result_tens.name] |
| 590 | pCount, cCount = op["operands"] |
| 591 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 592 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 593 | self, error_name, input_list, output_list |
| 594 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 595 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 596 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 597 | self.ser, |
| 598 | validator_fcns, |
| 599 | error_name, |
| 600 | op=op, |
| 601 | input_shape=input.shape, |
| 602 | input_dtype=input.dtype, |
| 603 | output_shape=result_tens.shape, |
| 604 | output_dtype=result_tens.dtype, |
| 605 | kernel=kernel, |
| 606 | stride=stride, |
| 607 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 608 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 609 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 610 | input_list=input_list, |
| 611 | output_list=output_list, |
| 612 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 613 | ): |
| 614 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 615 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 616 | if qinfo is None: |
| 617 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 618 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 619 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 620 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 621 | |
| 622 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 623 | return result_tens |
| 624 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 625 | def build_maxpool2d( |
| 626 | self, |
| 627 | op, |
| 628 | input, |
| 629 | stride, |
| 630 | pad, |
| 631 | kernel, |
| 632 | validator_fcns=None, |
| 633 | error_name=None, |
| 634 | qinfo=None, |
| 635 | ): |
| 636 | # Same as build_pool2d but manually sets accum_dtype value |
| 637 | # (maxpool has no accum_dtype) |
| 638 | return self.build_pool2d( |
| 639 | op, |
| 640 | input, |
| 641 | DType.UNKNOWN, |
| 642 | stride, |
| 643 | pad, |
| 644 | kernel, |
| 645 | validator_fcns, |
| 646 | error_name, |
| 647 | qinfo, |
| 648 | ) |
| 649 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 650 | def build_conv2d( |
| 651 | self, |
| 652 | op, |
| 653 | ifm, |
| 654 | filter, |
| 655 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 656 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 657 | strides, |
| 658 | padding, |
| 659 | dilations, |
| 660 | validator_fcns=None, |
| 661 | error_name=None, |
| 662 | qinfo=None, |
| 663 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 664 | assert len(padding) == 4 |
| 665 | result_tens = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 666 | self.ser, |
| 667 | self.rng, |
| 668 | ifm, |
| 669 | filter, |
| 670 | accum_dtype, |
| 671 | strides, |
| 672 | padding, |
| 673 | dilations, |
| 674 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 675 | ) |
| 676 | |
| 677 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 678 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 679 | DType.INT8, |
| 680 | DType.UINT8, |
| 681 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 682 | qinfo = [ |
| 683 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 684 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 685 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 686 | |
| 687 | # Invalidate Input/Output list for error_if checks. |
| 688 | input_list = [ifm.name, filter.name, bias.name] |
| 689 | output_list = [result_tens.name] |
| 690 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 691 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 692 | self, error_name, input_list, output_list |
| 693 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 694 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 695 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 696 | self.ser, |
| 697 | validator_fcns, |
| 698 | error_name, |
| 699 | op=op, |
| 700 | input_dtype=ifm.dtype, |
| 701 | weight_dtype=filter.dtype, |
| 702 | output_dtype=result_tens.dtype, |
| 703 | qinfo=qinfo, |
| 704 | input_list=input_list, |
| 705 | num_operands=num_operands, |
| 706 | output_list=output_list, |
| 707 | pad=padding, |
| 708 | stride=strides, |
| 709 | dilation=dilations, |
| 710 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 711 | weight_shape=filter.shape, |
| 712 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 713 | ): |
| 714 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 715 | |
| 716 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 717 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 718 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 719 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 720 | return result_tens |
| 721 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 722 | def build_conv3d( |
| 723 | self, |
| 724 | op, |
| 725 | ifm, |
| 726 | filter, |
| 727 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 728 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 729 | strides, |
| 730 | padding, |
| 731 | dilations, |
| 732 | validator_fcns=None, |
| 733 | error_name=None, |
| 734 | qinfo=None, |
| 735 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 736 | assert len(padding) == 6 |
| 737 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 738 | self.ser, |
| 739 | self.rng, |
| 740 | ifm, |
| 741 | filter, |
| 742 | accum_dtype, |
| 743 | strides, |
| 744 | padding, |
| 745 | dilations, |
| 746 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 747 | ) |
| 748 | |
| 749 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 750 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 751 | DType.INT8, |
| 752 | DType.UINT8, |
| 753 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 754 | qinfo = [ |
| 755 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 756 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 757 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 758 | |
| 759 | # Invalidate Input/Output list for error_if checks. |
| 760 | input_list = [ifm.name, filter.name, bias.name] |
| 761 | output_list = [result_tens.name] |
| 762 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 763 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 764 | self, error_name, input_list, output_list |
| 765 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 766 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 767 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 768 | self.ser, |
| 769 | validator_fcns, |
| 770 | error_name, |
| 771 | op=op, |
| 772 | input_dtype=ifm.dtype, |
| 773 | weight_dtype=filter.dtype, |
| 774 | output_dtype=result_tens.dtype, |
| 775 | qinfo=qinfo, |
| 776 | input_list=input_list, |
| 777 | num_operands=num_operands, |
| 778 | output_list=output_list, |
| 779 | pad=padding, |
| 780 | stride=strides, |
| 781 | dilation=dilations, |
| 782 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 783 | weight_shape=filter.shape, |
| 784 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 785 | ): |
| 786 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 787 | |
| 788 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 789 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 790 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 791 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 792 | return result_tens |
| 793 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 794 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 795 | self, |
| 796 | op, |
| 797 | ifm, |
| 798 | filter, |
| 799 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 800 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 801 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 802 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 803 | output_shape, |
| 804 | validator_fcns=None, |
| 805 | error_name=None, |
| 806 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 807 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 808 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 809 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 810 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 811 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 812 | |
| 813 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 814 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 815 | DType.INT8, |
| 816 | DType.UINT8, |
| 817 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 818 | qinfo = [ |
| 819 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 820 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 821 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 822 | |
| 823 | # Invalidate Input/Output list for error_if checks. |
| 824 | input_list = [ifm.name, filter.name, bias.name] |
| 825 | output_list = [result_tens.name] |
| 826 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 827 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 828 | self, error_name, input_list, output_list |
| 829 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 830 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 831 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 832 | self.ser, |
| 833 | validator_fcns, |
| 834 | error_name, |
| 835 | op=op, |
| 836 | input_dtype=ifm.dtype, |
| 837 | weight_dtype=filter.dtype, |
| 838 | output_dtype=result_tens.dtype, |
| 839 | qinfo=qinfo, |
| 840 | input_list=input_list, |
| 841 | num_operands=num_operands, |
| 842 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 843 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 844 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 845 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 846 | weight_shape=filter.shape, |
| 847 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 848 | ): |
| 849 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 850 | |
| 851 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 852 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 853 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 854 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 855 | return result_tens |
| 856 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 857 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 858 | self, |
| 859 | op, |
| 860 | ifm, |
| 861 | filter, |
| 862 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 863 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 864 | strides, |
| 865 | padding, |
| 866 | dilations, |
| 867 | validator_fcns=None, |
| 868 | error_name=None, |
| 869 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 870 | ): |
| 871 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 872 | self.ser, |
| 873 | self.rng, |
| 874 | ifm, |
| 875 | filter, |
| 876 | accum_dtype, |
| 877 | strides, |
| 878 | padding, |
| 879 | dilations, |
| 880 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 881 | ) |
| 882 | |
| 883 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 884 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 885 | DType.INT8, |
| 886 | DType.UINT8, |
| 887 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 888 | qinfo = [ |
| 889 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 890 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 891 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 892 | |
| 893 | # Invalidate Input/Output list for error_if checks. |
| 894 | input_list = [ifm.name, filter.name, bias.name] |
| 895 | output_list = [result_tens.name] |
| 896 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 897 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 898 | self, error_name, input_list, output_list |
| 899 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 900 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 901 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 902 | self.ser, |
| 903 | validator_fcns, |
| 904 | error_name, |
| 905 | op=op, |
| 906 | input_dtype=ifm.dtype, |
| 907 | weight_dtype=filter.dtype, |
| 908 | output_dtype=result_tens.dtype, |
| 909 | qinfo=qinfo, |
| 910 | input_list=input_list, |
| 911 | num_operands=num_operands, |
| 912 | output_list=output_list, |
| 913 | pad=padding, |
| 914 | stride=strides, |
| 915 | dilation=dilations, |
| 916 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 917 | weight_shape=filter.shape, |
| 918 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 919 | ): |
| 920 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 921 | |
| 922 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 923 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 924 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 925 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 926 | return result_tens |
| 927 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 928 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 929 | self, |
| 930 | op, |
| 931 | ifm, |
| 932 | filter, |
| 933 | bias, |
| 934 | accum_dtype, |
| 935 | validator_fcns=None, |
| 936 | error_name=None, |
| 937 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 938 | ): |
| 939 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 940 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 941 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 942 | |
| 943 | # Invalidate Input/Output list for error if checks. |
| 944 | input_list = [ifm.name, filter.name, bias.name] |
| 945 | output_list = [result_tens.name] |
| 946 | pCount, cCount = op["operands"] |
| 947 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 948 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 949 | self, error_name, input_list, output_list |
| 950 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 951 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 952 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 953 | self.ser, |
| 954 | validator_fcns, |
| 955 | error_name, |
| 956 | op=op, |
| 957 | input_shape=ifm.shape, |
| 958 | input_dtype=ifm.dtype, |
| 959 | weight_dtype=filter.dtype, |
| 960 | output_shape=result_tens.shape, |
| 961 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 962 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 963 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 964 | input_list=input_list, |
| 965 | output_list=output_list, |
| 966 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 967 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 968 | ): |
| 969 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 970 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 971 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 972 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 973 | |
| 974 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 975 | return result_tens |
| 976 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 977 | def build_matmul( |
| 978 | self, op, a, b, accum_dtype, validator_fcns=None, error_name=None, qinfo=None |
| 979 | ): |
| 980 | result_tens = OutputShaper.matmulOp( |
| 981 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 982 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 983 | |
| 984 | # Invalidate Input/Output list for error if checks. |
| 985 | input_list = [a.name, b.name] |
| 986 | output_list = [result_tens.name] |
| 987 | pCount, cCount = op["operands"] |
| 988 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 989 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 990 | self, error_name, input_list, output_list |
| 991 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 992 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 993 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 994 | self.ser, |
| 995 | validator_fcns, |
| 996 | error_name, |
| 997 | op=op, |
| 998 | input_shape=a.shape, |
| 999 | input_dtype=a.dtype, |
| 1000 | input2_shape=b.shape, |
| 1001 | input2_dtype=b.dtype, |
| 1002 | output_shape=result_tens.shape, |
| 1003 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1004 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1005 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1006 | input_list=input_list, |
| 1007 | output_list=output_list, |
| 1008 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1009 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1010 | ): |
| 1011 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1012 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1013 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1014 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1015 | |
| 1016 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1017 | return result_tens |
| 1018 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1019 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1020 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1021 | |
| 1022 | # Invalidate Input/Output list for error if checks. |
| 1023 | input_list = [a.name] |
| 1024 | output_list = [result_tens.name] |
| 1025 | pCount, cCount = op["operands"] |
| 1026 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1027 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1028 | self, error_name, input_list, output_list |
| 1029 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1030 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1031 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1032 | self.ser, |
| 1033 | validator_fcns, |
| 1034 | error_name, |
| 1035 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1036 | axis=axis, |
| 1037 | input_shape=a.shape, |
| 1038 | output_shape=result_tens.shape, |
| 1039 | input_dtype=a.dtype, |
| 1040 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1041 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1042 | input_list=input_list, |
| 1043 | output_list=output_list, |
| 1044 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1045 | ): |
| 1046 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1047 | |
| 1048 | attr = ts.TosaSerializerAttribute() |
| 1049 | attr.AxisAttribute(axis) |
| 1050 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1051 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1052 | return result_tens |
| 1053 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1054 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1055 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1056 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1057 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1058 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1059 | if error_name == ErrorIf.MaxSmallerMin: |
| 1060 | # Make sure the numbers are different to invoke this error |
| 1061 | while v[0] == v[1]: |
| 1062 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1063 | max_val = min(v) |
| 1064 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1065 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1066 | max_val = max(v) |
| 1067 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1068 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1069 | # Invalidate Input/Output list for error if checks. |
| 1070 | input_list = [a.name] |
| 1071 | output_list = [result_tens.name] |
| 1072 | pCount, cCount = op["operands"] |
| 1073 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1074 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1075 | self, error_name, input_list, output_list |
| 1076 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1077 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1078 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1079 | self.ser, |
| 1080 | validator_fcns, |
| 1081 | error_name, |
| 1082 | op=op, |
| 1083 | max_val=max_val, |
| 1084 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1085 | input_shape=a.shape, |
| 1086 | output_shape=result_tens.shape, |
| 1087 | input_dtype=a.dtype, |
| 1088 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1089 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1090 | input_list=input_list, |
| 1091 | output_list=output_list, |
| 1092 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1093 | ): |
| 1094 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1095 | |
| 1096 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1097 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1098 | if a.dtype == DType.FP16: |
| 1099 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1100 | min_val = min_val.astype(np.float32) |
| 1101 | max_val = max_val.astype(np.float32) |
| 1102 | |
| 1103 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1104 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1105 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1106 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1107 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1108 | return result_tens |
| 1109 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1110 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1111 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1112 | attr = ts.TosaSerializerAttribute() |
| 1113 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1114 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1115 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1116 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1117 | return result_tens |
| 1118 | |
| 1119 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1120 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1121 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1122 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1123 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1124 | return result_tens |
| 1125 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1126 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1127 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1128 | |
| 1129 | # Invalidate Input/Output list for error if checks. |
| 1130 | input_list = [a.name] |
| 1131 | output_list = [result_tens.name] |
| 1132 | pCount, cCount = op["operands"] |
| 1133 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1134 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1135 | self, error_name, input_list, output_list |
| 1136 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1137 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1138 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1139 | self.ser, |
| 1140 | validator_fcns, |
| 1141 | error_name, |
| 1142 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1143 | input_shape=a.shape, |
| 1144 | output_shape=result_tens.shape, |
| 1145 | input_dtype=a.dtype, |
| 1146 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1147 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1148 | input_list=input_list, |
| 1149 | output_list=output_list, |
| 1150 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1151 | ): |
| 1152 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1153 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1154 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1155 | return result_tens |
| 1156 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1157 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1158 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1159 | |
| 1160 | # Invalidate Input/Output list for error if checks. |
| 1161 | input_list = [a.name] |
| 1162 | output_list = [result_tens.name] |
| 1163 | pCount, cCount = op["operands"] |
| 1164 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1165 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1166 | self, error_name, input_list, output_list |
| 1167 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1168 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1169 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1170 | self.ser, |
| 1171 | validator_fcns, |
| 1172 | error_name, |
| 1173 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1174 | input_shape=a.shape, |
| 1175 | output_shape=result_tens.shape, |
| 1176 | input_dtype=a.dtype, |
| 1177 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1178 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1179 | input_list=input_list, |
| 1180 | output_list=output_list, |
| 1181 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1182 | ): |
| 1183 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1184 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1185 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1186 | return result_tens |
| 1187 | |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1188 | def build_erf(self, op, a, validator_fcns=None, error_name=None): |
| 1189 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1190 | |
| 1191 | # Invalidate Input/Output list for error if checks. |
| 1192 | input_list = [a.name] |
| 1193 | output_list = [result_tens.name] |
| 1194 | pCount, cCount = op["operands"] |
| 1195 | num_operands = pCount + cCount |
| 1196 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1197 | self, error_name, input_list, output_list |
| 1198 | ) |
| 1199 | |
| 1200 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1201 | self.ser, |
| 1202 | validator_fcns, |
| 1203 | error_name, |
| 1204 | op=op, |
| 1205 | input_shape=a.shape, |
| 1206 | output_shape=result_tens.shape, |
| 1207 | input_dtype=a.dtype, |
| 1208 | output_dtype=result_tens.dtype, |
| 1209 | result_tensors=[result_tens], |
| 1210 | input_list=input_list, |
| 1211 | output_list=output_list, |
| 1212 | num_operands=num_operands, |
| 1213 | ): |
| 1214 | return None |
| 1215 | |
| 1216 | self.ser.addOperator(op["op"], input_list, output_list) |
| 1217 | return result_tens |
| 1218 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1219 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1220 | if error_name != ErrorIf.WrongInputType: |
| 1221 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1222 | |
| 1223 | # To store variable length list of input tensors we need to store axis along with it |
| 1224 | axis = a[-1] |
| 1225 | a = a[:-1] |
| 1226 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1227 | result_tens = OutputShaper.concatOp( |
| 1228 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1229 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1230 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1231 | input_tensor_names = [] |
| 1232 | for tensor in a: |
| 1233 | input_tensor_names.append(tensor.name) |
| 1234 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1235 | # Invalidate Input/Output list for error if checks. |
| 1236 | input_list = input_tensor_names |
| 1237 | output_list = [result_tens.name] |
| 1238 | pCount, cCount = op["operands"] |
| 1239 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1240 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1241 | self, error_name, input_list, output_list |
| 1242 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1243 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1244 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1245 | self.ser, |
| 1246 | validator_fcns, |
| 1247 | error_name, |
| 1248 | op=op, |
| 1249 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1250 | input_shape=a[0].shape, |
| 1251 | output_shape=result_tens.shape, |
| 1252 | input_dtype=a[0].dtype, |
| 1253 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1254 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1255 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1256 | input_list=input_list, |
| 1257 | output_list=output_list, |
| 1258 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1259 | ): |
| 1260 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1261 | |
| 1262 | attr = ts.TosaSerializerAttribute() |
| 1263 | attr.AxisAttribute(axis) |
| 1264 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1265 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1266 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1267 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1268 | def build_pad( |
| 1269 | self, |
| 1270 | op, |
| 1271 | a, |
| 1272 | padding, |
| 1273 | pad_const_int, |
| 1274 | pad_const_float, |
| 1275 | validator_fcns=None, |
| 1276 | error_name=None, |
| 1277 | qinfo=None, |
| 1278 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1279 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1280 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1281 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1282 | attr.PadAttribute( |
| 1283 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1284 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1285 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1286 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1287 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1288 | output_list = [result_tens.name] |
| 1289 | pCount, cCount = op["operands"] |
| 1290 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1291 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1292 | self, error_name, input_list, output_list |
| 1293 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1294 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1295 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1296 | self.ser, |
| 1297 | validator_fcns, |
| 1298 | error_name, |
| 1299 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1300 | input_shape=a.shape, |
| 1301 | output_shape=result_tens.shape, |
| 1302 | input_dtype=a.dtype, |
| 1303 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1304 | pad=padding, |
| 1305 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1306 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1307 | input_list=input_list, |
| 1308 | output_list=output_list, |
| 1309 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1310 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1311 | ): |
| 1312 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1313 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1314 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1315 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1316 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1317 | def build_dim( |
| 1318 | self, |
| 1319 | op, |
| 1320 | a, |
| 1321 | axis, |
| 1322 | validator_fcns=None, |
| 1323 | error_name=None, |
| 1324 | qinfo=None, |
| 1325 | ): |
| 1326 | result_tens = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
| 1327 | |
| 1328 | # Invalidate Input/Output list for error if checks. |
| 1329 | input_list = [a.name] |
| 1330 | output_list = [result_tens.name] |
| 1331 | pCount, cCount = op["operands"] |
| 1332 | num_operands = pCount + cCount |
| 1333 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1334 | self, error_name, input_list, output_list |
| 1335 | ) |
| 1336 | |
| 1337 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1338 | self.ser, |
| 1339 | validator_fcns, |
| 1340 | error_name, |
| 1341 | op=op, |
| 1342 | axis=axis, |
| 1343 | input_shape=a.shape, |
| 1344 | input_dtype=a.dtype, |
| 1345 | output_shape=result_tens.shape, |
| 1346 | output_dtype=result_tens.dtype, |
| 1347 | result_tensors=[result_tens], |
| 1348 | input_list=input_list, |
| 1349 | output_list=output_list, |
| 1350 | num_operands=num_operands, |
| 1351 | ): |
| 1352 | return None |
| 1353 | |
| 1354 | attr = ts.TosaSerializerAttribute() |
| 1355 | attr.AxisAttribute(axis) |
| 1356 | |
| 1357 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
| 1358 | return result_tens |
| 1359 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1360 | 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] | 1361 | result_tens = OutputShaper.reshapeOp( |
| 1362 | self.ser, self.rng, a, newShape, error_name |
| 1363 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1364 | |
| 1365 | # Invalidate Input/Output list for error if checks. |
| 1366 | input_list = [a.name] |
| 1367 | output_list = [result_tens.name] |
| 1368 | pCount, cCount = op["operands"] |
| 1369 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1370 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1371 | self, error_name, input_list, output_list |
| 1372 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1373 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1374 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1375 | self.ser, |
| 1376 | validator_fcns, |
| 1377 | error_name, |
| 1378 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1379 | input_shape=a.shape, |
| 1380 | output_shape=result_tens.shape, |
| 1381 | input_dtype=a.dtype, |
| 1382 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1383 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1384 | input_list=input_list, |
| 1385 | output_list=output_list, |
| 1386 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1387 | ): |
| 1388 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1389 | |
| 1390 | attr = ts.TosaSerializerAttribute() |
| 1391 | attr.ReshapeAttribute(newShape) |
| 1392 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1393 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1394 | return result_tens |
| 1395 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1396 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1397 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1398 | |
| 1399 | # Invalidate Input/Output list for error if checks. |
| 1400 | input_list = [a.name] |
| 1401 | output_list = [result_tens.name] |
| 1402 | pCount, cCount = op["operands"] |
| 1403 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1404 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1405 | self, error_name, input_list, output_list |
| 1406 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1407 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1408 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1409 | self.ser, |
| 1410 | validator_fcns, |
| 1411 | error_name, |
| 1412 | op=op, |
| 1413 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1414 | input_shape=a.shape, |
| 1415 | output_shape=result_tens.shape, |
| 1416 | input_dtype=a.dtype, |
| 1417 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1418 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1419 | input_list=input_list, |
| 1420 | output_list=output_list, |
| 1421 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1422 | ): |
| 1423 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1424 | |
| 1425 | attr = ts.TosaSerializerAttribute() |
| 1426 | attr.AxisAttribute(axis) |
| 1427 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1428 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1429 | return result_tens |
| 1430 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1431 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1432 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1433 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1434 | attr = ts.TosaSerializerAttribute() |
| 1435 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1436 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1437 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1438 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1439 | output_list = [result_tens.name] |
| 1440 | pCount, cCount = op["operands"] |
| 1441 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1442 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1443 | self, error_name, input_list, output_list |
| 1444 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1445 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1446 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1447 | self.ser, |
| 1448 | validator_fcns, |
| 1449 | error_name, |
| 1450 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1451 | input_shape=a.shape, |
| 1452 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1453 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1454 | input_dtype=a.dtype, |
| 1455 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1456 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1457 | input_list=input_list, |
| 1458 | output_list=output_list, |
| 1459 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1460 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1461 | ): |
| 1462 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1463 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1464 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1465 | return result_tens |
| 1466 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1467 | 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] | 1468 | result_tens = OutputShaper.sliceOp( |
| 1469 | self.ser, self.rng, a, start, size, error_name |
| 1470 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1471 | |
| 1472 | # Invalidate Input/Output list for error if checks. |
| 1473 | input_list = [a.name] |
| 1474 | output_list = [result_tens.name] |
| 1475 | pCount, cCount = op["operands"] |
| 1476 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1477 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1478 | self, error_name, input_list, output_list |
| 1479 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1480 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1481 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1482 | self.ser, |
| 1483 | validator_fcns, |
| 1484 | error_name, |
| 1485 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1486 | input_shape=a.shape, |
| 1487 | output_shape=result_tens.shape, |
| 1488 | input_dtype=a.dtype, |
| 1489 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1490 | start=start, |
| 1491 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1492 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1493 | input_list=input_list, |
| 1494 | output_list=output_list, |
| 1495 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1496 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1497 | ): |
| 1498 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1499 | |
| 1500 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1501 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1502 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1503 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1504 | return result_tens |
| 1505 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1506 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1507 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1508 | |
| 1509 | # Invalidate Input/Output list for error if checks. |
| 1510 | input_list = [a.name] |
| 1511 | output_list = [result_tens.name] |
| 1512 | pCount, cCount = op["operands"] |
| 1513 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1514 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1515 | self, error_name, input_list, output_list |
| 1516 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1517 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1518 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1519 | self.ser, |
| 1520 | validator_fcns, |
| 1521 | error_name, |
| 1522 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1523 | input_shape=a.shape, |
| 1524 | output_shape=result_tens.shape, |
| 1525 | input_dtype=a.dtype, |
| 1526 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1527 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1528 | input_list=input_list, |
| 1529 | output_list=output_list, |
| 1530 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1531 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1532 | ): |
| 1533 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1534 | |
| 1535 | attr = ts.TosaSerializerAttribute() |
| 1536 | attr.TileAttribute(multiples) |
| 1537 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1538 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1539 | return result_tens |
| 1540 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1541 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1542 | |
| 1543 | # Create a new indicies tensor |
| 1544 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1545 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1546 | K = values.shape[1] # K |
| 1547 | W = self.randInt( |
| 1548 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1549 | ) # W |
| 1550 | indicies_arr = np.int32( |
| 1551 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1552 | ) # (N, W) |
| 1553 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1554 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1555 | result_tens = OutputShaper.gatherOp( |
| 1556 | self.ser, self.rng, values, indicies, error_name |
| 1557 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1558 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1559 | # Invalidate Input/Output list for error if checks. |
| 1560 | input_list = [values.name, indicies.name] |
| 1561 | output_list = [result_tens.name] |
| 1562 | pCount, cCount = op["operands"] |
| 1563 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1564 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1565 | self, error_name, input_list, output_list |
| 1566 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1567 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1568 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1569 | self.ser, |
| 1570 | validator_fcns, |
| 1571 | error_name, |
| 1572 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1573 | input_shape=values.shape, |
| 1574 | output_shape=result_tens.shape, |
| 1575 | input_dtype=values.dtype, |
| 1576 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1577 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1578 | input_list=input_list, |
| 1579 | output_list=output_list, |
| 1580 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1581 | ): |
| 1582 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1583 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1584 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1585 | |
| 1586 | return result_tens |
| 1587 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1588 | 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] | 1589 | |
| 1590 | # Create a new indicies tensor |
| 1591 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1592 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1593 | K = values_in.shape[1] # K |
| 1594 | W = input.shape[1] # W |
| 1595 | indicies_arr = np.int32( |
| 1596 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1597 | ) # (N, W) |
| 1598 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1599 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1600 | result_tens = OutputShaper.scatterOp( |
| 1601 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1602 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1603 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1604 | # Invalidate Input/Output list for error if checks. |
| 1605 | input_list = [values_in.name, indicies.name, input.name] |
| 1606 | output_list = [result_tens.name] |
| 1607 | pCount, cCount = op["operands"] |
| 1608 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1609 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1610 | self, error_name, input_list, output_list |
| 1611 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1612 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1613 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1614 | self.ser, |
| 1615 | validator_fcns, |
| 1616 | error_name, |
| 1617 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1618 | input_shape=values_in.shape, |
| 1619 | output_shape=result_tens.shape, |
| 1620 | input_dtype=values_in.dtype, |
| 1621 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1622 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1623 | input_list=input_list, |
| 1624 | output_list=output_list, |
| 1625 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1626 | ): |
| 1627 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1628 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1629 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1630 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1631 | return result_tens |
| 1632 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1633 | def build_resize( |
| 1634 | self, |
| 1635 | op, |
| 1636 | input, |
| 1637 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1638 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1639 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1640 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1641 | input_dtype, |
| 1642 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1643 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1644 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1645 | ): |
| 1646 | result_tens = OutputShaper.resizeOp( |
| 1647 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1648 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1649 | input, |
| 1650 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1651 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1652 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1653 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1654 | input_dtype, |
| 1655 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1656 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1657 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1658 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1659 | # Invalidate Input/Output list for error if checks. |
| 1660 | input_list = [input.name] |
| 1661 | output_list = [result_tens.name] |
| 1662 | pCount, cCount = op["operands"] |
| 1663 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1664 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1665 | self, error_name, input_list, output_list |
| 1666 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1667 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1668 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1669 | self.ser, |
| 1670 | validator_fcns, |
| 1671 | error_name, |
| 1672 | op=op, |
| 1673 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1674 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1675 | input_dtype=input_dtype, |
| 1676 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1677 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1678 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1679 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1680 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1681 | input_list=input_list, |
| 1682 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1683 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1684 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1685 | ): |
| 1686 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1687 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1688 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1689 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1690 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1691 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1692 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1693 | return result_tens |
| 1694 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1695 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1696 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1697 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1698 | self.ser.addOperator( |
| 1699 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1700 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1701 | return result_tens |
| 1702 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1703 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1704 | self.ser.addOutputTensor(val) |
| 1705 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1706 | |
| 1707 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1708 | 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] | 1709 | result_tens = OutputShaper.typeConversionOp( |
| 1710 | self.ser, self.rng, val, out_dtype, error_name |
| 1711 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1712 | |
| 1713 | # Invalidate Input/Output list for error if checks. |
| 1714 | input_list = [val.name] |
| 1715 | output_list = [result_tens.name] |
| 1716 | pCount, cCount = op["operands"] |
| 1717 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1718 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1719 | self, error_name, input_list, output_list |
| 1720 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1721 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1722 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1723 | self.ser, |
| 1724 | validator_fcns, |
| 1725 | error_name, |
| 1726 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1727 | input_shape=val.shape, |
| 1728 | output_shape=result_tens.shape, |
| 1729 | input_dtype=val.dtype, |
| 1730 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1731 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1732 | input_list=input_list, |
| 1733 | output_list=output_list, |
| 1734 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1735 | ): |
| 1736 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1737 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1738 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1739 | return result_tens |
| 1740 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1741 | def build_rescale( |
| 1742 | self, |
| 1743 | op, |
| 1744 | val, |
| 1745 | out_dtype, |
| 1746 | scale32, |
| 1747 | double_round, |
| 1748 | per_channel, |
| 1749 | validator_fcns, |
| 1750 | error_name, |
| 1751 | ): |
| 1752 | result_tens = OutputShaper.typeConversionOp( |
| 1753 | self.ser, self.rng, val, out_dtype, error_name |
| 1754 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1755 | |
| 1756 | if per_channel: |
| 1757 | nc = val.shape[-1] |
| 1758 | else: |
| 1759 | nc = 1 |
| 1760 | |
| 1761 | in_type_width = self.typeWidth(val.dtype) |
| 1762 | out_type_width = self.typeWidth(out_dtype) |
| 1763 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1764 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1765 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1766 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1767 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1768 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1769 | in_type_width += 1 |
| 1770 | elif error_name in [ |
| 1771 | ErrorIf.InputZeroPointNotZero, |
| 1772 | ErrorIf.U16InputZeroPointNotValid, |
| 1773 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1774 | input_zp = self.randInt(-128, 128) |
| 1775 | if input_zp == 0: |
| 1776 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1777 | in_type_width += 1 |
| 1778 | elif val.dtype == DType.UINT16: |
| 1779 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1780 | input_zp = self.rng.choice([0, 32768]) |
| 1781 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1782 | else: |
| 1783 | input_zp = 0 |
| 1784 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1785 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1786 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1787 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1788 | elif out_dtype == DType.UINT8: |
| 1789 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1790 | out_type_width += 1 |
| 1791 | elif error_name in [ |
| 1792 | ErrorIf.OutputZeroPointNotZero, |
| 1793 | ErrorIf.U16OutputZeroPointNotValid, |
| 1794 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1795 | output_zp = self.randInt(-128, 128) |
| 1796 | if output_zp == 0: |
| 1797 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1798 | out_type_width += 1 |
| 1799 | elif out_dtype == DType.UINT16: |
| 1800 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1801 | output_zp = self.rng.choice([0, 32768]) |
| 1802 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1803 | else: |
| 1804 | output_zp = 0 |
| 1805 | |
| 1806 | # Calculate scale based on: |
| 1807 | # scale = a *(2^output_width)/(2^input_width)) |
| 1808 | |
| 1809 | a = np.float32(self.rng.random(size=[nc])) |
| 1810 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1811 | |
| 1812 | if scale32: |
| 1813 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1814 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1815 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1816 | else: |
| 1817 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1818 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1819 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1820 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1821 | |
| 1822 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1823 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1824 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1825 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1826 | |
| 1827 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1828 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1829 | scale_arr[i], scale32 |
| 1830 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1831 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1832 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1833 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1834 | # 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] | 1835 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1836 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1837 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1838 | assert val.placeholderFilename |
| 1839 | values = np.load( |
| 1840 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1841 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1842 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1843 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1844 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1845 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1846 | if not np.all(np.array_equal(values, val_adj)): |
| 1847 | # Values changed so overwrite file with new values |
| 1848 | np.save( |
| 1849 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1850 | val_adj, |
| 1851 | False, |
| 1852 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1853 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1854 | # Invalidate Input/Output list for error if checks. |
| 1855 | input_list = [val.name] |
| 1856 | output_list = [result_tens.name] |
| 1857 | pCount, cCount = op["operands"] |
| 1858 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1859 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1860 | self, error_name, input_list, output_list |
| 1861 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1862 | |
| 1863 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1864 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1865 | self.ser, |
| 1866 | validator_fcns, |
| 1867 | error_name, |
| 1868 | op=op, |
| 1869 | input_dtype=val.dtype, |
| 1870 | output_dtype=out_dtype, |
| 1871 | input_shape=val.shape, |
| 1872 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1873 | scale32=scale32, |
| 1874 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1875 | input_list=input_list, |
| 1876 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1877 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1878 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1879 | ): |
| 1880 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1881 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1882 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1883 | attr.RescaleAttribute( |
| 1884 | input_zp, |
| 1885 | output_zp, |
| 1886 | multiplier_arr, |
| 1887 | shift_arr, |
| 1888 | scale32, |
| 1889 | double_round, |
| 1890 | per_channel, |
| 1891 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1892 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1893 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1894 | return result_tens |
| 1895 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1896 | def _get_condition_tensor(self, op, cond, error_name): |
| 1897 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
| 1898 | cond_type = get_wrong_output_type(op, self.rng, DType.BOOL) |
| 1899 | else: |
| 1900 | cond_type = DType.BOOL |
| 1901 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 1902 | choice = self.rng.choice([1, 2]) |
| 1903 | if choice == 1: |
| 1904 | cond_shape = [2] |
| 1905 | else: |
| 1906 | cond_shape = [1, 2] |
| 1907 | else: |
| 1908 | # Must be of size 1 (rank 0) |
| 1909 | cond_shape = [] |
| 1910 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 1911 | return cond_tens |
| 1912 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1913 | def build_cond_if_const( |
| 1914 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 1915 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1916 | # 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] | 1917 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1918 | # and fill them with const nodes for the body. |
| 1919 | |
| 1920 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1921 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1922 | |
| 1923 | # Make then/else tensors |
| 1924 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1925 | |
| 1926 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1927 | if error_name in [ |
| 1928 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1929 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1930 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1931 | incorrect_shape = deepcopy(then_tens.shape) |
| 1932 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1933 | incorrect_shape[i] += ( |
| 1934 | self.rng.choice([-3, -2, 2, 3]) |
| 1935 | if incorrect_shape[i] > 3 |
| 1936 | else self.rng.choice([1, 2, 4]) |
| 1937 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1938 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 1939 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1940 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 1941 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1942 | |
| 1943 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1944 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
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 | |
| 1952 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1953 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1954 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1955 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1956 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1957 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 1958 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1959 | else: |
| 1960 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1961 | self.ser.addOutputTensor(then_tens) |
| 1962 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1963 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1964 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 1965 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1966 | else: |
| 1967 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1968 | self.ser.addOutputTensor(else_tens) |
| 1969 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1970 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1971 | self.ser, |
| 1972 | validator_fcns, |
| 1973 | error_name, |
| 1974 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1975 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1976 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1977 | ): |
| 1978 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1979 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1980 | return result_tens |
| 1981 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1982 | def build_cond_if_binary( |
| 1983 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 1984 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1985 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 1986 | # alternately add or subtract them based on the condition |
| 1987 | |
| 1988 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1989 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1990 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1991 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1992 | |
| 1993 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1994 | then_block = "THEN_BLOCK" |
| 1995 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1996 | attr = ts.TosaSerializerAttribute() |
| 1997 | attr.CondIfAttribute(then_block, else_block) |
| 1998 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1999 | if error_name in [ |
| 2000 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2001 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2002 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2003 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2004 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2005 | incorrect_shape = a.shape.copy() |
| 2006 | for i in range(len(incorrect_shape)): |
| 2007 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2008 | incorrect_block_input = deepcopy(a) |
| 2009 | incorrect_block_input.shape = incorrect_shape |
| 2010 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2011 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2012 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2013 | 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] | 2014 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2015 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2016 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2017 | then_op, else_op = Op.ADD, Op.SUB |
| 2018 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2019 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2020 | else: |
| 2021 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2022 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2023 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2024 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2025 | if ( |
| 2026 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2027 | and block == then_block |
| 2028 | ) or ( |
| 2029 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2030 | and block == else_block |
| 2031 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2032 | self.ser.addInputTensor(incorrect_block_input) |
| 2033 | self.ser.addInputTensor(b) |
| 2034 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2035 | elif ( |
| 2036 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2037 | and block == then_block |
| 2038 | ) or ( |
| 2039 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2040 | and block == else_block |
| 2041 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2042 | self.ser.addInputTensor(a) |
| 2043 | self.ser.addInputTensor(b) |
| 2044 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2045 | else: |
| 2046 | self.ser.addInputTensor(a) |
| 2047 | self.ser.addInputTensor(b) |
| 2048 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2049 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2050 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2051 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2052 | self.ser, |
| 2053 | validator_fcns, |
| 2054 | error_name, |
| 2055 | op=op, |
| 2056 | a=a, |
| 2057 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2058 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2059 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2060 | ): |
| 2061 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2062 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2063 | return result_tens |
| 2064 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2065 | 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] | 2066 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2067 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2068 | cond_block = "COND_BLOCK" |
| 2069 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2070 | |
| 2071 | attr = ts.TosaSerializerAttribute() |
| 2072 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2073 | |
| 2074 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2075 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2076 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2077 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2078 | |
| 2079 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2080 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2081 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2082 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2083 | incorrect_acc = deepcopy(acc) |
| 2084 | for i in range(len(incorrect_acc.shape)): |
| 2085 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2086 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2087 | else: |
| 2088 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2089 | |
| 2090 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2091 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2092 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2093 | [iter.name, a.name, acc.name], |
| 2094 | [iter_out.name, a_out.name, acc_out.name], |
| 2095 | attr, |
| 2096 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2097 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2098 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2099 | if error_name in [ |
| 2100 | ErrorIf.InputListCondGraphMismatch, |
| 2101 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2102 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2103 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2104 | incorrect_iter = deepcopy(iter) |
| 2105 | for i in range(len(incorrect_iter.shape)): |
| 2106 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2107 | if len(incorrect_iter.shape) == 0: |
| 2108 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2109 | |
| 2110 | incorrect_acc = deepcopy(acc) |
| 2111 | for i in range(len(incorrect_acc.shape)): |
| 2112 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2113 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2114 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2115 | self.ser.addBasicBlock(cond_block) |
| 2116 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2117 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2118 | self.ser.addInputTensor(incorrect_iter) |
| 2119 | self.ser.addInputTensor(a) |
| 2120 | self.ser.addInputTensor(incorrect_acc) |
| 2121 | else: |
| 2122 | self.ser.addInputTensor(iter) |
| 2123 | self.ser.addInputTensor(a) |
| 2124 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2125 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2126 | |
| 2127 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2128 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2129 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2130 | cond_type = DType.BOOL |
| 2131 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2132 | choice = self.rng.choice([1, 2]) |
| 2133 | if choice == 1: |
| 2134 | cond_shape = [3] |
| 2135 | else: |
| 2136 | cond_shape = [1, 2] |
| 2137 | else: |
| 2138 | cond_shape = [] |
| 2139 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2140 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2141 | 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] | 2142 | |
| 2143 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2144 | # 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] | 2145 | self.ser.addBasicBlock(body_block) |
| 2146 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2147 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2148 | self.ser.addInputTensor(incorrect_iter) |
| 2149 | self.ser.addInputTensor(a) |
| 2150 | self.ser.addInputTensor(incorrect_acc) |
| 2151 | else: |
| 2152 | self.ser.addInputTensor(iter) |
| 2153 | self.ser.addInputTensor(a) |
| 2154 | self.ser.addInputTensor(acc) |
| 2155 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2156 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2157 | |
| 2158 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2159 | iter_body_out = self.ser.addIntermediate( |
| 2160 | incorrect_iter.shape, incorrect_iter.dtype |
| 2161 | ) |
| 2162 | acc_body_out = self.ser.addIntermediate( |
| 2163 | incorrect_acc.shape, incorrect_acc.dtype |
| 2164 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2165 | else: |
| 2166 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2167 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2168 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2169 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2170 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2171 | self.ser.addOutputTensor(iter_body_out) |
| 2172 | self.ser.addOutputTensor(a) |
| 2173 | self.ser.addOutputTensor(acc_body_out) |
| 2174 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2175 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2176 | self.ser, |
| 2177 | validator_fcns, |
| 2178 | error_name, |
| 2179 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2180 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2181 | ): |
| 2182 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2183 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2184 | return acc_out |
| 2185 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2186 | def build_fft2d( |
| 2187 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2188 | ): |
| 2189 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2190 | |
| 2191 | input_names = [val1.name, val2.name] |
| 2192 | pCount, cCount = op["operands"] |
| 2193 | num_operands = pCount + cCount |
| 2194 | |
| 2195 | output_names = [res.name for res in results] |
| 2196 | output_shapes = [res.shape for res in results] |
| 2197 | output_dtypes = [res.dtype for res in results] |
| 2198 | |
| 2199 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2200 | self, error_name, input_names, output_names |
| 2201 | ) |
| 2202 | |
| 2203 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2204 | self.ser, |
| 2205 | validator_fcns, |
| 2206 | error_name, |
| 2207 | op=op, |
| 2208 | inverse=inverse, |
| 2209 | input1=val1, |
| 2210 | input2=val2, |
| 2211 | input_shape=val1.shape, |
| 2212 | input_dtype=val1.dtype, |
| 2213 | output_shape=output_shapes, |
| 2214 | output_dtype=output_dtypes, |
| 2215 | result_tensors=results, |
| 2216 | input_list=input_names, |
| 2217 | output_list=output_names, |
| 2218 | num_operands=num_operands, |
| 2219 | ): |
| 2220 | return None |
| 2221 | |
| 2222 | attr = ts.TosaSerializerAttribute() |
| 2223 | attr.FFTAttribute(inverse) |
| 2224 | |
| 2225 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2226 | return results |
| 2227 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2228 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2229 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2230 | |
| 2231 | input_names = [val.name] |
| 2232 | pCount, cCount = op["operands"] |
| 2233 | num_operands = pCount + cCount |
| 2234 | |
| 2235 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2236 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2237 | output_dtypes = [res.dtype for res in results] |
| 2238 | |
| 2239 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2240 | self, error_name, input_names, output_names |
| 2241 | ) |
| 2242 | |
| 2243 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2244 | self.ser, |
| 2245 | validator_fcns, |
| 2246 | error_name, |
| 2247 | op=op, |
| 2248 | input_shape=val.shape, |
| 2249 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2250 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2251 | output_dtype=output_dtypes, |
| 2252 | result_tensors=results, |
| 2253 | input_list=input_names, |
| 2254 | output_list=output_names, |
| 2255 | num_operands=num_operands, |
| 2256 | ): |
| 2257 | return None |
| 2258 | |
| 2259 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2260 | return results |
| 2261 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2262 | def create_filter_lists( |
| 2263 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2264 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2265 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2266 | default_test_rank_range = range(1, 5) |
| 2267 | if not shapeFilter: |
| 2268 | shapeFilter = [None] |
| 2269 | |
| 2270 | # Calculate the filters based on what is requested and what the operator allows |
| 2271 | rmin, rmax = op["rank"] |
| 2272 | if rankFilter is not None: |
| 2273 | cleanRankFilter = [] |
| 2274 | # Ensure rankFilter values are allowed by operator |
| 2275 | for rank in rankFilter: |
| 2276 | if rank >= rmin and rank <= rmax: |
| 2277 | cleanRankFilter.append(rank) |
| 2278 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2279 | # Ensure default behaviour is bounded by default range or by operator, |
| 2280 | # whichever is the smaller range of ranks. |
| 2281 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2282 | cleanRankFilter = ( |
| 2283 | opRankRange |
| 2284 | if len(opRankRange) <= len(default_test_rank_range) |
| 2285 | else default_test_rank_range |
| 2286 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2287 | else: |
| 2288 | cleanRankFilter = range(rmin, rmax + 1) |
| 2289 | |
| 2290 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2291 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2292 | if dtypeFilter is not None: |
| 2293 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2294 | # Create list of operator dtypes filtered by requested dtypes |
| 2295 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2296 | if dtype in dtypeFilter or ( |
| 2297 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2298 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2299 | cleanDtypeFilter.append(dtype) |
| 2300 | else: |
| 2301 | cleanDtypeFilter = dtypes |
| 2302 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2303 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2304 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2305 | "shapeFilter": shapeFilter, |
| 2306 | "rankFilter": cleanRankFilter, |
| 2307 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2308 | } |
| 2309 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2310 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2311 | if validator is not None: |
| 2312 | validator_info = validator(check=False, op=op) |
| 2313 | else: |
| 2314 | return None |
| 2315 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2316 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2317 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2318 | # Set parameters as required |
| 2319 | if error_arguments["rank"] is not None: |
| 2320 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2321 | else: |
| 2322 | rankFilter = cleanRankFilter |
| 2323 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2324 | if error_arguments["dtype"] is not None: |
| 2325 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2326 | else: |
| 2327 | dtypeFilter = cleanDtypeFilter |
| 2328 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2329 | if error_arguments["shape"] is not None: |
| 2330 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2331 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2332 | shapeFilter = shapeFilter[ |
| 2333 | :2 |
| 2334 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2335 | |
| 2336 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2337 | "shapeFilter": shapeFilter, |
| 2338 | "rankFilter": rankFilter, |
| 2339 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2340 | } |
| 2341 | return filterDict |
| 2342 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2343 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2344 | self, |
| 2345 | opName, |
| 2346 | shapeFilter=[None], |
| 2347 | rankFilter=None, |
| 2348 | dtypeFilter=None, |
| 2349 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2350 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2351 | |
| 2352 | try: |
| 2353 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2354 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2355 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2356 | |
| 2357 | # Initialize a new random number generator |
| 2358 | self.rng = np.random.default_rng(self.random_seed) |
| 2359 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2360 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2361 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2362 | # Test list consists of a tuple of: |
| 2363 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2364 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2365 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2366 | error_if_validators = op["error_if_validators"] |
| 2367 | else: |
| 2368 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2369 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2370 | for validator in error_if_validators: |
| 2371 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2372 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2373 | else: |
| 2374 | error_name = None |
| 2375 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2376 | filterDict = self.create_filter_lists( |
| 2377 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2378 | ) |
| 2379 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2380 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2381 | cleanRankFilter = filterDict["rankFilter"] |
| 2382 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2383 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2384 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2385 | |
| 2386 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2387 | for t in cleanDtypeFilter: |
| 2388 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2389 | # Filter out by rank |
| 2390 | if shape is not None and len(shape) != r: |
| 2391 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2392 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2393 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2394 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2395 | shapeStr = self.shapeStr(shapeList[0]) |
| 2396 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2397 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2398 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2399 | argList = [] |
| 2400 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2401 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2402 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2403 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2404 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2405 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2406 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2407 | if argStr: |
| 2408 | testStr = "{}_{}_{}_{}".format( |
| 2409 | opName, shapeStr, typeStr, argStr |
| 2410 | ) |
| 2411 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2412 | testStr = "{}_{}_{}".format( |
| 2413 | opName, shapeStr, typeStr |
| 2414 | ) |
| 2415 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2416 | if argStr: |
| 2417 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2418 | opName, error_name, shapeStr, typeStr, argStr |
| 2419 | ) |
| 2420 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2421 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2422 | opName, error_name, shapeStr, typeStr |
| 2423 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2424 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2425 | testList.append( |
| 2426 | (opName, testStr, t, error_name, shapeList, args) |
| 2427 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2428 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2429 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2430 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2431 | if "invalid_test_validators" in op: |
| 2432 | invalid_test_validators = op["invalid_test_validators"] |
| 2433 | clean_testList = [] |
| 2434 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2435 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2436 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2437 | if validator_fcn( |
| 2438 | opName=test[0], |
| 2439 | input_dtype=test[2], |
| 2440 | shapeList=test[4], |
| 2441 | args=test[5], |
| 2442 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2443 | remove_test = True |
| 2444 | if not remove_test: |
| 2445 | clean_testList.append(test) |
| 2446 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2447 | |
| 2448 | return testList |
| 2449 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2450 | def serializeTest( |
| 2451 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2452 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2453 | try: |
| 2454 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2455 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2456 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2457 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2458 | if self.args.verbose: |
| 2459 | print(f"Creating {testStr}") |
| 2460 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2461 | # Create a serializer |
| 2462 | self.createSerializer(opName, testStr) |
| 2463 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2464 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2465 | if "error_if_validators" in op: |
| 2466 | error_if_validators = op["error_if_validators"] |
| 2467 | else: |
| 2468 | error_if_validators = None |
| 2469 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2470 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2471 | num_operands = pCount + cCount |
| 2472 | |
| 2473 | if isinstance(dtype_or_dtypeList, list): |
| 2474 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2475 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2476 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2477 | else: |
| 2478 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2479 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2480 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2481 | assert ( |
| 2482 | len(shapeList) == num_operands |
| 2483 | ), "shapeList length {} must match number of operands {}".format( |
| 2484 | len(shapeList), num_operands |
| 2485 | ) |
| 2486 | assert ( |
| 2487 | len(dtypeList) == num_operands |
| 2488 | ), "dtypeList length {} must match number of operands {}".format( |
| 2489 | len(dtypeList), num_operands |
| 2490 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2491 | |
| 2492 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2493 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2494 | except KeyError: |
| 2495 | qgen = None |
| 2496 | |
| 2497 | # Build the random tensor operands and the test |
| 2498 | tens = [] |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2499 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2500 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2501 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2502 | else: |
| 2503 | qinfo = None |
| 2504 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 2505 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2506 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2507 | try: |
| 2508 | if error_if_validators is None: |
| 2509 | if qinfo is not None: |
| 2510 | resultName = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2511 | else: |
| 2512 | resultName = build_fcn(self, op, *tens, *testArgs) |
| 2513 | else: |
| 2514 | if qinfo is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2515 | resultName = build_fcn( |
| 2516 | self, |
| 2517 | op, |
| 2518 | *tens, |
| 2519 | *testArgs, |
| 2520 | validator_fcns=error_if_validators, |
| 2521 | error_name=error_name, |
| 2522 | qinfo=qinfo, |
| 2523 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2524 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2525 | resultName = build_fcn( |
| 2526 | self, |
| 2527 | op, |
| 2528 | *tens, |
| 2529 | *testArgs, |
| 2530 | validator_fcns=error_if_validators, |
| 2531 | error_name=error_name, |
| 2532 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2533 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2534 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2535 | raise e |
| 2536 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2537 | if resultName: |
| 2538 | # The test is valid, serialize it |
| 2539 | self.serialize("test") |
| 2540 | else: |
| 2541 | # The test is not valid |
| 2542 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2543 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2544 | def createDynamicOpLists(self): |
| 2545 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2546 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2547 | # Already created these lists (can occur when class is initialized more than once) |
| 2548 | return |
| 2549 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2550 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2551 | if not self.args.level8k: |
| 2552 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2553 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2554 | else: |
| 2555 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2556 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2557 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2558 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2559 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2560 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2561 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2562 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2563 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2564 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2565 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2566 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2567 | "depthwise_conv2d_TEMPLATE" |
| 2568 | ].copy() |
| 2569 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2570 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2571 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2572 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2573 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2574 | "transpose_conv2d_TEMPLATE" |
| 2575 | ].copy() |
| 2576 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2577 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2578 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2579 | for k in KERNELS_3D: |
| 2580 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2581 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2582 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2583 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2584 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2585 | # Delete any templates after having created any dynamic ops |
| 2586 | # This is a two-pass operation because it's bad practice to delete |
| 2587 | # keys from dictionaries while iterating |
| 2588 | keyList = [] |
| 2589 | for k in self.TOSA_OP_LIST: |
| 2590 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2591 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2592 | keyList.append(k) |
| 2593 | continue |
| 2594 | except KeyError: |
| 2595 | pass |
| 2596 | |
| 2597 | for k in keyList: |
| 2598 | del self.TOSA_OP_LIST[k] |
| 2599 | |
| 2600 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2601 | """Fill in default fields for ops if they aren't already specified. |
| 2602 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2603 | for op in self.TOSA_OP_LIST: |
| 2604 | |
| 2605 | # Required fields |
| 2606 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2607 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2608 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2609 | raise Exception( |
| 2610 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2611 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2612 | |
| 2613 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2614 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2615 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2616 | raise Exception( |
| 2617 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2618 | op |
| 2619 | ) |
| 2620 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2621 | |
| 2622 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2623 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2624 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2625 | raise Exception( |
| 2626 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2627 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2628 | |
| 2629 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2630 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2631 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2632 | raise Exception( |
| 2633 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2634 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2635 | |
| 2636 | # Put in default rank range, if missing |
| 2637 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2638 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2639 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2640 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2641 | |
| 2642 | # Tensor operator list |
| 2643 | # 'op': op name |
| 2644 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2645 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2646 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2647 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2648 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2649 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2650 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2651 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2652 | TYPE_INT_FP = [ |
| 2653 | DType.INT8, |
| 2654 | DType.INT16, |
| 2655 | DType.INT32, |
| 2656 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2657 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2658 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2659 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2660 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2661 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2662 | TYPE_FI32 = [ |
| 2663 | DType.FP32, |
| 2664 | DType.FP16, |
| 2665 | DType.BF16, |
| 2666 | DType.INT32, |
| 2667 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2668 | TYPE_FIB = [ |
| 2669 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2670 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2671 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2672 | DType.INT8, |
| 2673 | DType.INT16, |
| 2674 | DType.INT32, |
| 2675 | DType.BOOL, |
| 2676 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2677 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2678 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2679 | 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] | 2680 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2681 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2682 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2683 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2684 | [DType.INT8, DType.INT8, DType.INT32], |
| 2685 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2686 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2687 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2688 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2689 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2690 | ] |
| 2691 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2692 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2693 | |
| 2694 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2695 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2696 | "argmax": { |
| 2697 | "op": Op.ARGMAX, |
| 2698 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 2699 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2700 | "build_fcn": ( |
| 2701 | build_argmax, |
| 2702 | TosaTensorGen.tgBasic, |
| 2703 | TosaTensorValuesGen.tvgDefault, |
| 2704 | TosaArgGen.agAxis, |
| 2705 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2706 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2707 | "error_if_validators": ( |
| 2708 | TosaErrorValidator.evAxisSmallerZero, |
| 2709 | TosaErrorValidator.evAxisLargerRank, |
| 2710 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2711 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2712 | TosaErrorValidator.evWrongRank, |
| 2713 | TosaErrorValidator.evWrongInputType, |
| 2714 | TosaErrorValidator.evWrongOutputType, |
| 2715 | TosaErrorValidator.evWrongInputList, |
| 2716 | TosaErrorValidator.evWrongOutputList, |
| 2717 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2718 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2719 | "avg_pool2d": { |
| 2720 | "op": Op.AVG_POOL2D, |
| 2721 | "operands": (1, 0), |
| 2722 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2723 | "build_fcn": ( |
| 2724 | build_pool2d, |
| 2725 | TosaTensorGen.tgNHWC, |
| 2726 | TosaTensorValuesGen.tvgDefault, |
| 2727 | TosaArgGen.agPooling, |
| 2728 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2729 | "qgen": TosaQuantGen.qgUnary, |
| 2730 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2731 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2732 | "error_if_validators": ( |
| 2733 | TosaErrorValidator.evKernelSmallerOne, |
| 2734 | TosaErrorValidator.evStrideSmallerOne, |
| 2735 | TosaErrorValidator.evPadSmallerZero, |
| 2736 | TosaErrorValidator.evWrongRank, |
| 2737 | TosaErrorValidator.evWrongInputType, |
| 2738 | TosaErrorValidator.evWrongOutputType, |
| 2739 | TosaErrorValidator.evWrongInputList, |
| 2740 | TosaErrorValidator.evWrongOutputList, |
| 2741 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2742 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2743 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2744 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2745 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2746 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2747 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2748 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2749 | "conv2d_TEMPLATE": { |
| 2750 | "op": Op.CONV2D, |
| 2751 | "operands": (1, 2), |
| 2752 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2753 | "build_fcn": ( |
| 2754 | build_conv2d, |
| 2755 | TosaTensorGen.tgConv2D, |
| 2756 | TosaTensorValuesGen.tvgDefault, |
| 2757 | TosaArgGen.agConv, |
| 2758 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2759 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2760 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2761 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2762 | "error_if_validators": ( |
| 2763 | TosaErrorValidator.evWrongInputType, |
| 2764 | TosaErrorValidator.evWrongOutputType, |
| 2765 | TosaErrorValidator.evWrongInputList, |
| 2766 | TosaErrorValidator.evWrongOutputList, |
| 2767 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2768 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2769 | TosaErrorValidator.evPadSmallerZero, |
| 2770 | TosaErrorValidator.evStrideSmallerOne, |
| 2771 | TosaErrorValidator.evDilationSmallerOne, |
| 2772 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2773 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2774 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2775 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2776 | "template": True, |
| 2777 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2778 | # Templated operator. Filled in by createDynamicOpLists |
| 2779 | "conv3d_TEMPLATE": { |
| 2780 | "op": Op.CONV3D, |
| 2781 | "operands": (1, 2), |
| 2782 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2783 | "build_fcn": ( |
| 2784 | build_conv3d, |
| 2785 | TosaTensorGen.tgConv3D, |
| 2786 | TosaTensorValuesGen.tvgDefault, |
| 2787 | TosaArgGen.agConv, |
| 2788 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2789 | "qgen": TosaQuantGen.qgConv, |
| 2790 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2791 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2792 | "error_if_validators": ( |
| 2793 | TosaErrorValidator.evWrongInputType, |
| 2794 | TosaErrorValidator.evWrongOutputType, |
| 2795 | TosaErrorValidator.evWrongInputList, |
| 2796 | TosaErrorValidator.evWrongOutputList, |
| 2797 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2798 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2799 | TosaErrorValidator.evPadSmallerZero, |
| 2800 | TosaErrorValidator.evStrideSmallerOne, |
| 2801 | TosaErrorValidator.evDilationSmallerOne, |
| 2802 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2803 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2804 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2805 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2806 | "template": True, |
| 2807 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2808 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2809 | "depthwise_conv2d_TEMPLATE": { |
| 2810 | "op": Op.DEPTHWISE_CONV2D, |
| 2811 | "operands": (1, 2), |
| 2812 | "filter": [1, 1], |
| 2813 | "rank": (4, 4), |
| 2814 | "build_fcn": ( |
| 2815 | build_depthwise_conv2d, |
| 2816 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2817 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2818 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2819 | ), |
| 2820 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2821 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2822 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2823 | "error_if_validators": ( |
| 2824 | TosaErrorValidator.evWrongInputType, |
| 2825 | TosaErrorValidator.evWrongOutputType, |
| 2826 | TosaErrorValidator.evWrongInputList, |
| 2827 | TosaErrorValidator.evWrongOutputList, |
| 2828 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2829 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2830 | TosaErrorValidator.evPadSmallerZero, |
| 2831 | TosaErrorValidator.evStrideSmallerOne, |
| 2832 | TosaErrorValidator.evDilationSmallerOne, |
| 2833 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2834 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2835 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2836 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2837 | "template": True, |
| 2838 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2839 | "fully_connected": { |
| 2840 | "op": Op.FULLY_CONNECTED, |
| 2841 | "operands": (1, 2), |
| 2842 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2843 | "build_fcn": ( |
| 2844 | build_fully_connected, |
| 2845 | TosaTensorGen.tgFullyConnected, |
| 2846 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2847 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2848 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2849 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2850 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2851 | "error_if_validators": ( |
| 2852 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2853 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2854 | TosaErrorValidator.evWrongRank, |
| 2855 | TosaErrorValidator.evWrongInputType, |
| 2856 | TosaErrorValidator.evWrongOutputType, |
| 2857 | TosaErrorValidator.evWrongInputList, |
| 2858 | TosaErrorValidator.evWrongOutputList, |
| 2859 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2860 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2861 | "matmul": { |
| 2862 | "op": Op.MATMUL, |
| 2863 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2864 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2865 | "build_fcn": ( |
| 2866 | build_matmul, |
| 2867 | TosaTensorGen.tgMatmul, |
| 2868 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2869 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2870 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2871 | "qgen": TosaQuantGen.qgMatmul, |
| 2872 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2873 | "error_if_validators": ( |
| 2874 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2875 | TosaErrorValidator.evWrongRank, |
| 2876 | TosaErrorValidator.evWrongInputType, |
| 2877 | TosaErrorValidator.evWrongOutputType, |
| 2878 | TosaErrorValidator.evWrongInputList, |
| 2879 | TosaErrorValidator.evWrongOutputList, |
| 2880 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2881 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2882 | "max_pool2d": { |
| 2883 | "op": Op.MAX_POOL2D, |
| 2884 | "operands": (1, 0), |
| 2885 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2886 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2887 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2888 | TosaTensorGen.tgNHWC, |
| 2889 | TosaTensorValuesGen.tvgDefault, |
| 2890 | TosaArgGen.agPooling, |
| 2891 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2892 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2893 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2894 | "error_if_validators": ( |
| 2895 | TosaErrorValidator.evKernelSmallerOne, |
| 2896 | TosaErrorValidator.evStrideSmallerOne, |
| 2897 | TosaErrorValidator.evPadSmallerZero, |
| 2898 | TosaErrorValidator.evWrongRank, |
| 2899 | TosaErrorValidator.evWrongInputType, |
| 2900 | TosaErrorValidator.evWrongOutputType, |
| 2901 | TosaErrorValidator.evWrongInputList, |
| 2902 | TosaErrorValidator.evWrongOutputList, |
| 2903 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2904 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2905 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2906 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2907 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2908 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2909 | "transpose_conv2d_TEMPLATE": { |
| 2910 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2911 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2912 | "rank": (4, 4), |
| 2913 | "build_fcn": ( |
| 2914 | build_transpose_conv2d, |
| 2915 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2916 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2917 | TosaArgGen.agTransposeConv2D, |
| 2918 | ), |
| 2919 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2920 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2921 | "invalid_test_validators": ( |
| 2922 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 2923 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 2924 | ), |
| 2925 | "error_if_validators": ( |
| 2926 | TosaErrorValidator.evWrongInputType, |
| 2927 | TosaErrorValidator.evWrongOutputType, |
| 2928 | TosaErrorValidator.evWrongInputList, |
| 2929 | TosaErrorValidator.evWrongOutputList, |
| 2930 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2931 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 2932 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2933 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2934 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2935 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2936 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2937 | "template": True, |
| 2938 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2939 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2940 | "clamp": { |
| 2941 | "op": Op.CLAMP, |
| 2942 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2943 | "build_fcn": ( |
| 2944 | build_clamp, |
| 2945 | TosaTensorGen.tgBasic, |
| 2946 | TosaTensorValuesGen.tvgDefault, |
| 2947 | None, |
| 2948 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2949 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2950 | "error_if_validators": ( |
| 2951 | TosaErrorValidator.evMaxSmallerMin, |
| 2952 | TosaErrorValidator.evWrongInputType, |
| 2953 | TosaErrorValidator.evWrongOutputType, |
| 2954 | TosaErrorValidator.evWrongInputList, |
| 2955 | TosaErrorValidator.evWrongOutputList, |
| 2956 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2957 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2958 | "sigmoid": { |
| 2959 | "op": Op.SIGMOID, |
| 2960 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2961 | "build_fcn": ( |
| 2962 | build_sigmoid, |
| 2963 | TosaTensorGen.tgBasic, |
| 2964 | TosaTensorValuesGen.tvgDefault, |
| 2965 | None, |
| 2966 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2967 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2968 | "error_if_validators": ( |
| 2969 | TosaErrorValidator.evWrongInputType, |
| 2970 | TosaErrorValidator.evWrongOutputType, |
| 2971 | TosaErrorValidator.evWrongInputList, |
| 2972 | TosaErrorValidator.evWrongOutputList, |
| 2973 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2974 | }, |
| 2975 | "tanh": { |
| 2976 | "op": Op.TANH, |
| 2977 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2978 | "build_fcn": ( |
| 2979 | build_tanh, |
| 2980 | TosaTensorGen.tgBasic, |
| 2981 | TosaTensorValuesGen.tvgDefault, |
| 2982 | None, |
| 2983 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2984 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2985 | "error_if_validators": ( |
| 2986 | TosaErrorValidator.evWrongInputType, |
| 2987 | TosaErrorValidator.evWrongOutputType, |
| 2988 | TosaErrorValidator.evWrongInputList, |
| 2989 | TosaErrorValidator.evWrongOutputList, |
| 2990 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2991 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 2992 | "erf": { |
| 2993 | "op": Op.ERF, |
| 2994 | "operands": (1, 0), |
| 2995 | "build_fcn": ( |
| 2996 | build_erf, |
| 2997 | TosaTensorGen.tgBasic, |
| 2998 | TosaTensorValuesGen.tvgDefault, |
| 2999 | None, |
| 3000 | ), |
| 3001 | "types": TYPE_FP, |
| 3002 | "error_if_validators": ( |
| 3003 | TosaErrorValidator.evWrongInputType, |
| 3004 | TosaErrorValidator.evWrongOutputType, |
| 3005 | TosaErrorValidator.evWrongInputList, |
| 3006 | TosaErrorValidator.evWrongOutputList, |
| 3007 | ), |
| 3008 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3009 | # Elementwise Binary Operators |
| 3010 | "add": { |
| 3011 | "op": Op.ADD, |
| 3012 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3013 | "build_fcn": ( |
| 3014 | build_binary_broadcast, |
| 3015 | TosaTensorGen.tgBroadcastFuzz, |
| 3016 | TosaTensorValuesGen.tvgAddSub, |
| 3017 | None, |
| 3018 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3019 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3020 | "error_if_validators": ( |
| 3021 | TosaErrorValidator.evRankMismatch, |
| 3022 | TosaErrorValidator.evWrongInputType, |
| 3023 | TosaErrorValidator.evWrongOutputType, |
| 3024 | TosaErrorValidator.evWrongInputList, |
| 3025 | TosaErrorValidator.evWrongOutputList, |
| 3026 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3027 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3028 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3029 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3030 | "arithmetic_right_shift": { |
| 3031 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3032 | "operands": (2, 0), |
| 3033 | "build_fcn": ( |
| 3034 | build_arithmetic_right_shift, |
| 3035 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3036 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3037 | TosaArgGen.agArithmeticRightShift, |
| 3038 | ), |
| 3039 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3040 | "error_if_validators": ( |
| 3041 | TosaErrorValidator.evRankMismatch, |
| 3042 | TosaErrorValidator.evWrongInputType, |
| 3043 | TosaErrorValidator.evWrongOutputType, |
| 3044 | TosaErrorValidator.evWrongInputList, |
| 3045 | TosaErrorValidator.evWrongOutputList, |
| 3046 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3047 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3048 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3049 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3050 | "bitwise_and": { |
| 3051 | "op": Op.BITWISE_AND, |
| 3052 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3053 | "build_fcn": ( |
| 3054 | build_binary_broadcast, |
| 3055 | TosaTensorGen.tgBroadcastFuzz, |
| 3056 | TosaTensorValuesGen.tvgDefault, |
| 3057 | None, |
| 3058 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3059 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3060 | "error_if_validators": ( |
| 3061 | TosaErrorValidator.evRankMismatch, |
| 3062 | TosaErrorValidator.evWrongInputType, |
| 3063 | TosaErrorValidator.evWrongOutputType, |
| 3064 | TosaErrorValidator.evWrongInputList, |
| 3065 | TosaErrorValidator.evWrongOutputList, |
| 3066 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3067 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3068 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3069 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3070 | "bitwise_or": { |
| 3071 | "op": Op.BITWISE_OR, |
| 3072 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3073 | "build_fcn": ( |
| 3074 | build_binary_broadcast, |
| 3075 | TosaTensorGen.tgBroadcastFuzz, |
| 3076 | TosaTensorValuesGen.tvgDefault, |
| 3077 | None, |
| 3078 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3079 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3080 | "error_if_validators": ( |
| 3081 | TosaErrorValidator.evRankMismatch, |
| 3082 | TosaErrorValidator.evWrongInputType, |
| 3083 | TosaErrorValidator.evWrongOutputType, |
| 3084 | TosaErrorValidator.evWrongInputList, |
| 3085 | TosaErrorValidator.evWrongOutputList, |
| 3086 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3087 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3088 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3089 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3090 | "bitwise_xor": { |
| 3091 | "op": Op.BITWISE_XOR, |
| 3092 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3093 | "build_fcn": ( |
| 3094 | build_binary_broadcast, |
| 3095 | TosaTensorGen.tgBroadcastFuzz, |
| 3096 | TosaTensorValuesGen.tvgDefault, |
| 3097 | None, |
| 3098 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3099 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3100 | "error_if_validators": ( |
| 3101 | TosaErrorValidator.evRankMismatch, |
| 3102 | TosaErrorValidator.evWrongInputType, |
| 3103 | TosaErrorValidator.evWrongOutputType, |
| 3104 | TosaErrorValidator.evWrongInputList, |
| 3105 | TosaErrorValidator.evWrongOutputList, |
| 3106 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3107 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3108 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3109 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3110 | "intdiv": { |
| 3111 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3112 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3113 | "build_fcn": ( |
| 3114 | build_binary_broadcast, |
| 3115 | TosaTensorGen.tgBroadcastFuzz, |
| 3116 | TosaTensorValuesGen.tvgIntDiv, |
| 3117 | None, |
| 3118 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3119 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3120 | "error_if_validators": ( |
| 3121 | TosaErrorValidator.evRankMismatch, |
| 3122 | TosaErrorValidator.evWrongInputType, |
| 3123 | TosaErrorValidator.evWrongOutputType, |
| 3124 | TosaErrorValidator.evWrongInputList, |
| 3125 | TosaErrorValidator.evWrongOutputList, |
| 3126 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3127 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3128 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3129 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3130 | "logical_and": { |
| 3131 | "op": Op.LOGICAL_AND, |
| 3132 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3133 | "build_fcn": ( |
| 3134 | build_binary_broadcast, |
| 3135 | TosaTensorGen.tgBroadcastFuzz, |
| 3136 | TosaTensorValuesGen.tvgDefault, |
| 3137 | None, |
| 3138 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3139 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3140 | "error_if_validators": ( |
| 3141 | TosaErrorValidator.evRankMismatch, |
| 3142 | TosaErrorValidator.evWrongInputType, |
| 3143 | TosaErrorValidator.evWrongOutputType, |
| 3144 | TosaErrorValidator.evWrongInputList, |
| 3145 | TosaErrorValidator.evWrongOutputList, |
| 3146 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3147 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3148 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3149 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3150 | "logical_left_shift": { |
| 3151 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3152 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3153 | "build_fcn": ( |
| 3154 | build_binary_broadcast, |
| 3155 | TosaTensorGen.tgBroadcastFuzz, |
| 3156 | TosaTensorValuesGen.tvgLogicalShift, |
| 3157 | None, |
| 3158 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3159 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3160 | "error_if_validators": ( |
| 3161 | TosaErrorValidator.evRankMismatch, |
| 3162 | TosaErrorValidator.evWrongInputType, |
| 3163 | TosaErrorValidator.evWrongOutputType, |
| 3164 | TosaErrorValidator.evWrongInputList, |
| 3165 | TosaErrorValidator.evWrongOutputList, |
| 3166 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3167 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3168 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3169 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3170 | "logical_right_shift": { |
| 3171 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3172 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3173 | "build_fcn": ( |
| 3174 | build_binary_broadcast, |
| 3175 | TosaTensorGen.tgBroadcastFuzz, |
| 3176 | TosaTensorValuesGen.tvgLogicalShift, |
| 3177 | None, |
| 3178 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3179 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3180 | "error_if_validators": ( |
| 3181 | TosaErrorValidator.evRankMismatch, |
| 3182 | TosaErrorValidator.evWrongInputType, |
| 3183 | TosaErrorValidator.evWrongOutputType, |
| 3184 | TosaErrorValidator.evWrongInputList, |
| 3185 | TosaErrorValidator.evWrongOutputList, |
| 3186 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3187 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3188 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3189 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3190 | "logical_or": { |
| 3191 | "op": Op.LOGICAL_OR, |
| 3192 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3193 | "build_fcn": ( |
| 3194 | build_binary_broadcast, |
| 3195 | TosaTensorGen.tgBroadcastFuzz, |
| 3196 | TosaTensorValuesGen.tvgDefault, |
| 3197 | None, |
| 3198 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3199 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3200 | "error_if_validators": ( |
| 3201 | TosaErrorValidator.evRankMismatch, |
| 3202 | TosaErrorValidator.evWrongInputType, |
| 3203 | TosaErrorValidator.evWrongOutputType, |
| 3204 | TosaErrorValidator.evWrongInputList, |
| 3205 | TosaErrorValidator.evWrongOutputList, |
| 3206 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3207 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3208 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3209 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3210 | "logical_xor": { |
| 3211 | "op": Op.LOGICAL_XOR, |
| 3212 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3213 | "build_fcn": ( |
| 3214 | build_binary_broadcast, |
| 3215 | TosaTensorGen.tgBroadcastFuzz, |
| 3216 | TosaTensorValuesGen.tvgDefault, |
| 3217 | None, |
| 3218 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3219 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3220 | "error_if_validators": ( |
| 3221 | TosaErrorValidator.evRankMismatch, |
| 3222 | TosaErrorValidator.evWrongInputType, |
| 3223 | TosaErrorValidator.evWrongOutputType, |
| 3224 | TosaErrorValidator.evWrongInputList, |
| 3225 | TosaErrorValidator.evWrongOutputList, |
| 3226 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3227 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3228 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3229 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3230 | "maximum": { |
| 3231 | "op": Op.MAXIMUM, |
| 3232 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3233 | "build_fcn": ( |
| 3234 | build_binary_broadcast, |
| 3235 | TosaTensorGen.tgBroadcastFuzz, |
| 3236 | TosaTensorValuesGen.tvgDefault, |
| 3237 | None, |
| 3238 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3239 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3240 | "error_if_validators": ( |
| 3241 | TosaErrorValidator.evRankMismatch, |
| 3242 | TosaErrorValidator.evWrongInputType, |
| 3243 | TosaErrorValidator.evWrongOutputType, |
| 3244 | TosaErrorValidator.evWrongInputList, |
| 3245 | TosaErrorValidator.evWrongOutputList, |
| 3246 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3247 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3248 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3249 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3250 | "minimum": { |
| 3251 | "op": Op.MINIMUM, |
| 3252 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3253 | "build_fcn": ( |
| 3254 | build_binary_broadcast, |
| 3255 | TosaTensorGen.tgBroadcastFuzz, |
| 3256 | TosaTensorValuesGen.tvgDefault, |
| 3257 | None, |
| 3258 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3259 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3260 | "error_if_validators": ( |
| 3261 | TosaErrorValidator.evRankMismatch, |
| 3262 | TosaErrorValidator.evWrongInputType, |
| 3263 | TosaErrorValidator.evWrongOutputType, |
| 3264 | TosaErrorValidator.evWrongInputList, |
| 3265 | TosaErrorValidator.evWrongOutputList, |
| 3266 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3267 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3268 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3269 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3270 | "mul": { |
| 3271 | "op": Op.MUL, |
| 3272 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3273 | "build_fcn": ( |
| 3274 | build_mul, |
| 3275 | TosaTensorGen.tgBroadcastFuzz, |
| 3276 | TosaTensorValuesGen.tvgMul, |
| 3277 | TosaArgGen.agMul, |
| 3278 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3279 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3280 | "error_if_validators": ( |
| 3281 | TosaErrorValidator.evWrongInputType, |
| 3282 | TosaErrorValidator.evWrongOutputType, |
| 3283 | TosaErrorValidator.evWrongInputList, |
| 3284 | TosaErrorValidator.evWrongOutputList, |
| 3285 | TosaErrorValidator.evRankMismatch, |
| 3286 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3287 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3288 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3289 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3290 | "pow": { |
| 3291 | "op": Op.POW, |
| 3292 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3293 | "build_fcn": ( |
| 3294 | build_binary_broadcast, |
| 3295 | TosaTensorGen.tgBroadcastFuzz, |
| 3296 | TosaTensorValuesGen.tvgDefault, |
| 3297 | None, |
| 3298 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3299 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3300 | "error_if_validators": ( |
| 3301 | TosaErrorValidator.evRankMismatch, |
| 3302 | TosaErrorValidator.evWrongInputType, |
| 3303 | TosaErrorValidator.evWrongOutputType, |
| 3304 | TosaErrorValidator.evWrongInputList, |
| 3305 | TosaErrorValidator.evWrongOutputList, |
| 3306 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3307 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3308 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3309 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3310 | "sub": { |
| 3311 | "op": Op.SUB, |
| 3312 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3313 | "build_fcn": ( |
| 3314 | build_binary_broadcast, |
| 3315 | TosaTensorGen.tgBroadcastFuzz, |
| 3316 | TosaTensorValuesGen.tvgAddSub, |
| 3317 | None, |
| 3318 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3319 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3320 | "error_if_validators": ( |
| 3321 | TosaErrorValidator.evRankMismatch, |
| 3322 | TosaErrorValidator.evWrongInputType, |
| 3323 | TosaErrorValidator.evWrongOutputType, |
| 3324 | TosaErrorValidator.evWrongInputList, |
| 3325 | TosaErrorValidator.evWrongOutputList, |
| 3326 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3327 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3328 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3329 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3330 | "table": { |
| 3331 | "op": Op.TABLE, |
| 3332 | # Use the automatic generation functions to create the input array |
| 3333 | # but create the table tensor in the build function, as it may be |
| 3334 | # a different type from the input |
| 3335 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3336 | "build_fcn": ( |
| 3337 | build_table, |
| 3338 | TosaTensorGen.tgBasic, |
| 3339 | TosaTensorValuesGen.tvgDefault, |
| 3340 | TosaArgGen.agTable, |
| 3341 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3342 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3343 | "error_if_validators": ( |
| 3344 | TosaErrorValidator.evWrongInputType, |
| 3345 | TosaErrorValidator.evWrongOutputType, |
| 3346 | TosaErrorValidator.evWrongInputList, |
| 3347 | TosaErrorValidator.evWrongOutputList, |
| 3348 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3349 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3350 | # Elementwise Unary operators |
| 3351 | "abs": { |
| 3352 | "op": Op.ABS, |
| 3353 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3354 | "build_fcn": ( |
| 3355 | build_unary, |
| 3356 | TosaTensorGen.tgBasic, |
| 3357 | TosaTensorValuesGen.tvgDefault, |
| 3358 | None, |
| 3359 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3360 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3361 | "error_if_validators": ( |
| 3362 | TosaErrorValidator.evWrongInputType, |
| 3363 | TosaErrorValidator.evWrongOutputType, |
| 3364 | TosaErrorValidator.evWrongInputList, |
| 3365 | TosaErrorValidator.evWrongOutputList, |
| 3366 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3367 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3368 | "bitwise_not": { |
| 3369 | "op": Op.BITWISE_NOT, |
| 3370 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3371 | "build_fcn": ( |
| 3372 | build_unary, |
| 3373 | TosaTensorGen.tgBasic, |
| 3374 | TosaTensorValuesGen.tvgDefault, |
| 3375 | None, |
| 3376 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3377 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3378 | "error_if_validators": ( |
| 3379 | TosaErrorValidator.evWrongInputType, |
| 3380 | TosaErrorValidator.evWrongOutputType, |
| 3381 | TosaErrorValidator.evWrongInputList, |
| 3382 | TosaErrorValidator.evWrongOutputList, |
| 3383 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3384 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3385 | "ceil": { |
| 3386 | "op": Op.CEIL, |
| 3387 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3388 | "build_fcn": ( |
| 3389 | build_unary, |
| 3390 | TosaTensorGen.tgBasic, |
| 3391 | TosaTensorValuesGen.tvgDefault, |
| 3392 | None, |
| 3393 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3394 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3395 | "error_if_validators": ( |
| 3396 | TosaErrorValidator.evWrongInputType, |
| 3397 | TosaErrorValidator.evWrongOutputType, |
| 3398 | TosaErrorValidator.evWrongInputList, |
| 3399 | TosaErrorValidator.evWrongOutputList, |
| 3400 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3401 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3402 | "clz": { |
| 3403 | "op": Op.CLZ, |
| 3404 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3405 | "build_fcn": ( |
| 3406 | build_unary, |
| 3407 | TosaTensorGen.tgBasic, |
| 3408 | TosaTensorValuesGen.tvgDefault, |
| 3409 | None, |
| 3410 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3411 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3412 | "error_if_validators": ( |
| 3413 | TosaErrorValidator.evWrongInputType, |
| 3414 | TosaErrorValidator.evWrongOutputType, |
| 3415 | TosaErrorValidator.evWrongInputList, |
| 3416 | TosaErrorValidator.evWrongOutputList, |
| 3417 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3418 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3419 | "exp": { |
| 3420 | "op": Op.EXP, |
| 3421 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3422 | "build_fcn": ( |
| 3423 | build_unary, |
| 3424 | TosaTensorGen.tgBasic, |
| 3425 | TosaTensorValuesGen.tvgDefault, |
| 3426 | None, |
| 3427 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3428 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3429 | "error_if_validators": ( |
| 3430 | TosaErrorValidator.evWrongInputType, |
| 3431 | TosaErrorValidator.evWrongOutputType, |
| 3432 | TosaErrorValidator.evWrongInputList, |
| 3433 | TosaErrorValidator.evWrongOutputList, |
| 3434 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3435 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3436 | "floor": { |
| 3437 | "op": Op.FLOOR, |
| 3438 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3439 | "build_fcn": ( |
| 3440 | build_unary, |
| 3441 | TosaTensorGen.tgBasic, |
| 3442 | TosaTensorValuesGen.tvgDefault, |
| 3443 | None, |
| 3444 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3445 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3446 | "error_if_validators": ( |
| 3447 | TosaErrorValidator.evWrongInputType, |
| 3448 | TosaErrorValidator.evWrongOutputType, |
| 3449 | TosaErrorValidator.evWrongInputList, |
| 3450 | TosaErrorValidator.evWrongOutputList, |
| 3451 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3452 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3453 | "log": { |
| 3454 | "op": Op.LOG, |
| 3455 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3456 | "build_fcn": ( |
| 3457 | build_unary, |
| 3458 | TosaTensorGen.tgBasic, |
| 3459 | TosaTensorValuesGen.tvgDefault, |
| 3460 | None, |
| 3461 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3462 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3463 | "error_if_validators": ( |
| 3464 | TosaErrorValidator.evWrongInputType, |
| 3465 | TosaErrorValidator.evWrongOutputType, |
| 3466 | TosaErrorValidator.evWrongInputList, |
| 3467 | TosaErrorValidator.evWrongOutputList, |
| 3468 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3469 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3470 | "logical_not": { |
| 3471 | "op": Op.LOGICAL_NOT, |
| 3472 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3473 | "build_fcn": ( |
| 3474 | build_unary, |
| 3475 | TosaTensorGen.tgBasic, |
| 3476 | TosaTensorValuesGen.tvgDefault, |
| 3477 | None, |
| 3478 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3479 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3480 | "error_if_validators": ( |
| 3481 | TosaErrorValidator.evWrongInputType, |
| 3482 | TosaErrorValidator.evWrongOutputType, |
| 3483 | TosaErrorValidator.evWrongInputList, |
| 3484 | TosaErrorValidator.evWrongOutputList, |
| 3485 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3486 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3487 | "negate": { |
| 3488 | "op": Op.NEGATE, |
| 3489 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3490 | "build_fcn": ( |
| 3491 | build_unary, |
| 3492 | TosaTensorGen.tgBasic, |
| 3493 | TosaTensorValuesGen.tvgNegate, |
| 3494 | None, |
| 3495 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3496 | "qgen": TosaQuantGen.qgUnary, |
| 3497 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3498 | "error_if_validators": ( |
| 3499 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3500 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3501 | TosaErrorValidator.evWrongInputType, |
| 3502 | TosaErrorValidator.evWrongOutputType, |
| 3503 | TosaErrorValidator.evWrongInputList, |
| 3504 | TosaErrorValidator.evWrongOutputList, |
| 3505 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3506 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3507 | "reciprocal": { |
| 3508 | "op": Op.RECIPROCAL, |
| 3509 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3510 | "build_fcn": ( |
| 3511 | build_unary, |
| 3512 | TosaTensorGen.tgBasic, |
| 3513 | TosaTensorValuesGen.tvgDefault, |
| 3514 | None, |
| 3515 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3516 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3517 | "error_if_validators": ( |
| 3518 | TosaErrorValidator.evWrongInputType, |
| 3519 | TosaErrorValidator.evWrongOutputType, |
| 3520 | TosaErrorValidator.evWrongInputList, |
| 3521 | TosaErrorValidator.evWrongOutputList, |
| 3522 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3523 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3524 | "rsqrt": { |
| 3525 | "op": Op.RSQRT, |
| 3526 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3527 | "build_fcn": ( |
| 3528 | build_unary, |
| 3529 | TosaTensorGen.tgBasic, |
| 3530 | TosaTensorValuesGen.tvgDefault, |
| 3531 | None, |
| 3532 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3533 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3534 | "error_if_validators": ( |
| 3535 | TosaErrorValidator.evWrongInputType, |
| 3536 | TosaErrorValidator.evWrongOutputType, |
| 3537 | TosaErrorValidator.evWrongInputList, |
| 3538 | TosaErrorValidator.evWrongOutputList, |
| 3539 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3540 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3541 | # Elementwise Ternary operators |
| 3542 | "select": { |
| 3543 | "op": Op.SELECT, |
| 3544 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3545 | "build_fcn": ( |
| 3546 | build_select, |
| 3547 | TosaTensorGen.tgBroadcastFuzz, |
| 3548 | TosaTensorValuesGen.tvgSelect, |
| 3549 | None, |
| 3550 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3551 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3552 | "error_if_validators": ( |
| 3553 | TosaErrorValidator.evRankMismatch, |
| 3554 | TosaErrorValidator.evWrongInputType, |
| 3555 | TosaErrorValidator.evWrongOutputType, |
| 3556 | TosaErrorValidator.evWrongInputList, |
| 3557 | TosaErrorValidator.evWrongOutputList, |
| 3558 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3559 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3560 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3561 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3562 | # Comparison operators |
| 3563 | "equal": { |
| 3564 | "op": Op.EQUAL, |
| 3565 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3566 | "build_fcn": ( |
| 3567 | build_comparison, |
| 3568 | TosaTensorGen.tgBroadcastFuzz, |
| 3569 | TosaTensorValuesGen.tvgEqual, |
| 3570 | None, |
| 3571 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3572 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3573 | "error_if_validators": ( |
| 3574 | TosaErrorValidator.evRankMismatch, |
| 3575 | TosaErrorValidator.evWrongInputType, |
| 3576 | TosaErrorValidator.evWrongOutputType, |
| 3577 | TosaErrorValidator.evWrongInputList, |
| 3578 | TosaErrorValidator.evWrongOutputList, |
| 3579 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3580 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3581 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3582 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3583 | "greater_equal": { |
| 3584 | "op": Op.GREATER_EQUAL, |
| 3585 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3586 | "build_fcn": ( |
| 3587 | build_comparison, |
| 3588 | TosaTensorGen.tgBroadcastFuzz, |
| 3589 | TosaTensorValuesGen.tvgDefault, |
| 3590 | None, |
| 3591 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3592 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3593 | "error_if_validators": ( |
| 3594 | TosaErrorValidator.evRankMismatch, |
| 3595 | TosaErrorValidator.evWrongInputType, |
| 3596 | TosaErrorValidator.evWrongOutputType, |
| 3597 | TosaErrorValidator.evWrongInputList, |
| 3598 | TosaErrorValidator.evWrongOutputList, |
| 3599 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3600 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3601 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3602 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3603 | "greater": { |
| 3604 | "op": Op.GREATER, |
| 3605 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3606 | "build_fcn": ( |
| 3607 | build_comparison, |
| 3608 | TosaTensorGen.tgBroadcastFuzz, |
| 3609 | TosaTensorValuesGen.tvgDefault, |
| 3610 | None, |
| 3611 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3612 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3613 | "error_if_validators": ( |
| 3614 | TosaErrorValidator.evRankMismatch, |
| 3615 | TosaErrorValidator.evWrongInputType, |
| 3616 | TosaErrorValidator.evWrongOutputType, |
| 3617 | TosaErrorValidator.evWrongInputList, |
| 3618 | TosaErrorValidator.evWrongOutputList, |
| 3619 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3620 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3621 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3622 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3623 | # Reduction operators |
| 3624 | "reduce_all": { |
| 3625 | "op": Op.REDUCE_ALL, |
| 3626 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3627 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3628 | "build_fcn": ( |
| 3629 | build_reduce, |
| 3630 | TosaTensorGen.tgBasic, |
| 3631 | TosaTensorValuesGen.tvgDefault, |
| 3632 | TosaArgGen.agAxis, |
| 3633 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3634 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3635 | "error_if_validators": ( |
| 3636 | TosaErrorValidator.evAxisLargerRank, |
| 3637 | TosaErrorValidator.evAxisSmallerZero, |
| 3638 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3639 | TosaErrorValidator.evWrongInputType, |
| 3640 | TosaErrorValidator.evWrongOutputType, |
| 3641 | TosaErrorValidator.evWrongRank, |
| 3642 | TosaErrorValidator.evWrongInputList, |
| 3643 | TosaErrorValidator.evWrongOutputList, |
| 3644 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3645 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3646 | "reduce_any": { |
| 3647 | "op": Op.REDUCE_ANY, |
| 3648 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3649 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3650 | "build_fcn": ( |
| 3651 | build_reduce, |
| 3652 | TosaTensorGen.tgBasic, |
| 3653 | TosaTensorValuesGen.tvgDefault, |
| 3654 | TosaArgGen.agAxis, |
| 3655 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3656 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3657 | "error_if_validators": ( |
| 3658 | TosaErrorValidator.evAxisLargerRank, |
| 3659 | TosaErrorValidator.evAxisSmallerZero, |
| 3660 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3661 | TosaErrorValidator.evWrongInputType, |
| 3662 | TosaErrorValidator.evWrongOutputType, |
| 3663 | TosaErrorValidator.evWrongRank, |
| 3664 | TosaErrorValidator.evWrongInputList, |
| 3665 | TosaErrorValidator.evWrongOutputList, |
| 3666 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3667 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3668 | "reduce_max": { |
| 3669 | "op": Op.REDUCE_MAX, |
| 3670 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3671 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3672 | "build_fcn": ( |
| 3673 | build_reduce, |
| 3674 | TosaTensorGen.tgBasic, |
| 3675 | TosaTensorValuesGen.tvgDefault, |
| 3676 | TosaArgGen.agAxis, |
| 3677 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3678 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3679 | "error_if_validators": ( |
| 3680 | TosaErrorValidator.evAxisLargerRank, |
| 3681 | TosaErrorValidator.evAxisSmallerZero, |
| 3682 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3683 | TosaErrorValidator.evWrongInputType, |
| 3684 | TosaErrorValidator.evWrongOutputType, |
| 3685 | TosaErrorValidator.evWrongRank, |
| 3686 | TosaErrorValidator.evWrongInputList, |
| 3687 | TosaErrorValidator.evWrongOutputList, |
| 3688 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3689 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3690 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3691 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3692 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3693 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3694 | "build_fcn": ( |
| 3695 | build_reduce, |
| 3696 | TosaTensorGen.tgBasic, |
| 3697 | TosaTensorValuesGen.tvgDefault, |
| 3698 | TosaArgGen.agAxis, |
| 3699 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3700 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3701 | "error_if_validators": ( |
| 3702 | TosaErrorValidator.evAxisLargerRank, |
| 3703 | TosaErrorValidator.evAxisSmallerZero, |
| 3704 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3705 | TosaErrorValidator.evWrongInputType, |
| 3706 | TosaErrorValidator.evWrongOutputType, |
| 3707 | TosaErrorValidator.evWrongRank, |
| 3708 | TosaErrorValidator.evWrongInputList, |
| 3709 | TosaErrorValidator.evWrongOutputList, |
| 3710 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3711 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3712 | "reduce_product": { |
| 3713 | "op": Op.REDUCE_PRODUCT, |
| 3714 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3715 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3716 | "build_fcn": ( |
| 3717 | build_reduce, |
| 3718 | TosaTensorGen.tgBasic, |
| 3719 | TosaTensorValuesGen.tvgDefault, |
| 3720 | TosaArgGen.agAxis, |
| 3721 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3722 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3723 | "error_if_validators": ( |
| 3724 | TosaErrorValidator.evAxisLargerRank, |
| 3725 | TosaErrorValidator.evAxisSmallerZero, |
| 3726 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3727 | TosaErrorValidator.evWrongInputType, |
| 3728 | TosaErrorValidator.evWrongOutputType, |
| 3729 | TosaErrorValidator.evWrongRank, |
| 3730 | TosaErrorValidator.evWrongInputList, |
| 3731 | TosaErrorValidator.evWrongOutputList, |
| 3732 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3733 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3734 | "reduce_sum": { |
| 3735 | "op": Op.REDUCE_SUM, |
| 3736 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3737 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3738 | "build_fcn": ( |
| 3739 | build_reduce, |
| 3740 | TosaTensorGen.tgBasic, |
| 3741 | TosaTensorValuesGen.tvgReduceSum, |
| 3742 | TosaArgGen.agAxis, |
| 3743 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3744 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3745 | "error_if_validators": ( |
| 3746 | TosaErrorValidator.evAxisLargerRank, |
| 3747 | TosaErrorValidator.evAxisSmallerZero, |
| 3748 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3749 | TosaErrorValidator.evWrongInputType, |
| 3750 | TosaErrorValidator.evWrongOutputType, |
| 3751 | TosaErrorValidator.evWrongRank, |
| 3752 | TosaErrorValidator.evWrongInputList, |
| 3753 | TosaErrorValidator.evWrongOutputList, |
| 3754 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3755 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3756 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3757 | "concat": { |
| 3758 | "op": Op.CONCAT, |
| 3759 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3760 | "build_fcn": ( |
| 3761 | build_concat, |
| 3762 | TosaTensorGen.tgConcat, |
| 3763 | TosaTensorValuesGen.tvgConcat, |
| 3764 | TosaArgGen.agAxis, |
| 3765 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3766 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3767 | "error_if_validators": ( |
| 3768 | TosaErrorValidator.evAxisLargerRank, |
| 3769 | TosaErrorValidator.evAxisSmallerZero, |
| 3770 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3771 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3772 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3773 | TosaErrorValidator.evWrongInputType, |
| 3774 | TosaErrorValidator.evWrongOutputType, |
| 3775 | TosaErrorValidator.evWrongOutputList, |
| 3776 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3777 | }, |
| 3778 | "pad": { |
| 3779 | "op": Op.PAD, |
| 3780 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3781 | "build_fcn": ( |
| 3782 | build_pad, |
| 3783 | TosaTensorGen.tgBasic, |
| 3784 | TosaTensorValuesGen.tvgDefault, |
| 3785 | TosaArgGen.agPad, |
| 3786 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3787 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3788 | "error_if_validators": ( |
| 3789 | TosaErrorValidator.evWrongInputType, |
| 3790 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3791 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3792 | TosaErrorValidator.evWrongOutputType, |
| 3793 | TosaErrorValidator.evWrongInputList, |
| 3794 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3795 | TosaErrorValidator.evRankMismatch, |
| 3796 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3797 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3798 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 3799 | "dim": { |
| 3800 | "op": Op.DIM, |
| 3801 | "operands": (1, 0), |
| 3802 | "build_fcn": ( |
| 3803 | build_dim, |
| 3804 | TosaTensorGen.tgBasic, |
| 3805 | TosaTensorValuesGen.tvgDefault, |
| 3806 | TosaArgGen.agAxis, |
| 3807 | ), |
| 3808 | "types": TYPE_FIB, |
| 3809 | "error_if_validators": ( |
| 3810 | TosaErrorValidator.evAxisLargerRank, |
| 3811 | TosaErrorValidator.evAxisSmallerZero, |
| 3812 | TosaErrorValidator.evWrongInputType, |
| 3813 | TosaErrorValidator.evWrongInputList, |
| 3814 | TosaErrorValidator.evWrongOutputList, |
| 3815 | TosaErrorValidator.evWrongRank, |
| 3816 | ), |
| 3817 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3818 | "reshape": { |
| 3819 | "op": Op.RESHAPE, |
| 3820 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3821 | "build_fcn": ( |
| 3822 | build_reshape, |
| 3823 | TosaTensorGen.tgBasic, |
| 3824 | TosaTensorValuesGen.tvgDefault, |
| 3825 | TosaArgGen.agReshape, |
| 3826 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3827 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3828 | "error_if_validators": ( |
| 3829 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3830 | TosaErrorValidator.evWrongInputType, |
| 3831 | TosaErrorValidator.evWrongOutputType, |
| 3832 | TosaErrorValidator.evWrongInputList, |
| 3833 | TosaErrorValidator.evWrongOutputList, |
Jerry Ge | 264f7fa | 2023-04-21 22:49:57 +0000 | [diff] [blame] | 3834 | TosaErrorValidator.evReshapeOutputSizeMultiInference, |
| 3835 | TosaErrorValidator.evReshapeOutputSizeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3836 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3837 | }, |
| 3838 | "reverse": { |
| 3839 | "op": Op.REVERSE, |
| 3840 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3841 | "build_fcn": ( |
| 3842 | build_reverse, |
| 3843 | TosaTensorGen.tgBasic, |
| 3844 | TosaTensorValuesGen.tvgDefault, |
| 3845 | TosaArgGen.agAxis, |
| 3846 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3847 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3848 | "error_if_validators": ( |
| 3849 | TosaErrorValidator.evAxisSmallerZero, |
| 3850 | TosaErrorValidator.evAxisLargerRank, |
| 3851 | TosaErrorValidator.evWrongInputType, |
| 3852 | TosaErrorValidator.evWrongOutputType, |
| 3853 | TosaErrorValidator.evWrongInputList, |
| 3854 | TosaErrorValidator.evWrongOutputList, |
| 3855 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3856 | }, |
| 3857 | "slice": { |
| 3858 | "op": Op.SLICE, |
| 3859 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3860 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3861 | "build_fcn": ( |
| 3862 | build_slice, |
| 3863 | TosaTensorGen.tgBasic, |
| 3864 | TosaTensorValuesGen.tvgDefault, |
| 3865 | TosaArgGen.agSlice, |
| 3866 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3867 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3868 | "error_if_validators": ( |
| 3869 | TosaErrorValidator.evStartSmallerZero, |
| 3870 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3871 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3872 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3873 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3874 | TosaErrorValidator.evWrongRank, |
| 3875 | TosaErrorValidator.evWrongInputType, |
| 3876 | TosaErrorValidator.evWrongOutputType, |
| 3877 | TosaErrorValidator.evWrongInputList, |
| 3878 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3879 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3880 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3881 | }, |
| 3882 | "tile": { |
| 3883 | "op": Op.TILE, |
| 3884 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3885 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3886 | "build_fcn": ( |
| 3887 | build_tile, |
| 3888 | TosaTensorGen.tgBasic, |
| 3889 | TosaTensorValuesGen.tvgDefault, |
| 3890 | TosaArgGen.agTile, |
| 3891 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3892 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3893 | "error_if_validators": ( |
| 3894 | TosaErrorValidator.evWrongInputType, |
| 3895 | TosaErrorValidator.evWrongOutputType, |
| 3896 | TosaErrorValidator.evWrongInputList, |
| 3897 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3898 | TosaErrorValidator.evRankMismatch, |
| 3899 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3900 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3901 | }, |
| 3902 | "transpose": { |
| 3903 | "op": Op.TRANSPOSE, |
| 3904 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3905 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3906 | "build_fcn": ( |
| 3907 | build_transpose, |
| 3908 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3909 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3910 | TosaArgGen.agTranspose, |
| 3911 | ), |
| 3912 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3913 | "error_if_validators": ( |
| 3914 | TosaErrorValidator.evIndexOutsideBounds, |
| 3915 | TosaErrorValidator.evIndexUsedTwice, |
| 3916 | TosaErrorValidator.evWrongInputType, |
| 3917 | TosaErrorValidator.evWrongOutputType, |
| 3918 | TosaErrorValidator.evWrongInputList, |
| 3919 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3920 | TosaErrorValidator.evWrongRank, |
| 3921 | TosaErrorValidator.evRankMismatch, |
| 3922 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3923 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3924 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3925 | # Data nodes |
| 3926 | "const": { |
| 3927 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 3928 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3929 | "build_fcn": ( |
| 3930 | build_const, |
| 3931 | TosaTensorGen.tgBasic, |
| 3932 | TosaTensorValuesGen.tvgDefault, |
| 3933 | None, |
| 3934 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 3935 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3936 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3937 | "identity": { |
| 3938 | "op": Op.IDENTITY, |
| 3939 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3940 | "build_fcn": ( |
| 3941 | build_unary, |
| 3942 | TosaTensorGen.tgBasic, |
| 3943 | TosaTensorValuesGen.tvgDefault, |
| 3944 | None, |
| 3945 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3946 | "types": TYPE_FIB, |
| 3947 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3948 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3949 | "gather": { |
| 3950 | "op": Op.GATHER, |
| 3951 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 3952 | "operands": (1, 0), |
| 3953 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3954 | "build_fcn": ( |
| 3955 | build_gather, |
| 3956 | TosaTensorGen.tgBasic, |
| 3957 | TosaTensorValuesGen.tvgDefault, |
| 3958 | None, |
| 3959 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3960 | "types": ( |
| 3961 | DType.INT8, |
| 3962 | DType.INT16, |
| 3963 | DType.INT32, |
| 3964 | DType.FP16, |
| 3965 | DType.BF16, |
| 3966 | DType.FP32, |
| 3967 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3968 | "error_if_validators": ( |
| 3969 | TosaErrorValidator.evWrongInputType, |
| 3970 | TosaErrorValidator.evWrongOutputType, |
| 3971 | TosaErrorValidator.evWrongInputList, |
| 3972 | TosaErrorValidator.evWrongOutputList, |
| 3973 | TosaErrorValidator.evWrongRank, |
| 3974 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3975 | }, |
| 3976 | "scatter": { |
| 3977 | "op": Op.SCATTER, |
| 3978 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3979 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3980 | "operands": (2, 0), |
| 3981 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3982 | "build_fcn": ( |
| 3983 | build_scatter, |
| 3984 | TosaTensorGen.tgScatter, |
| 3985 | TosaTensorValuesGen.tvgDefault, |
| 3986 | None, |
| 3987 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3988 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3989 | "error_if_validators": ( |
| 3990 | TosaErrorValidator.evWrongInputType, |
| 3991 | TosaErrorValidator.evWrongOutputType, |
| 3992 | TosaErrorValidator.evWrongInputList, |
| 3993 | TosaErrorValidator.evWrongOutputList, |
| 3994 | TosaErrorValidator.evWrongRank, |
| 3995 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3996 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3997 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3998 | "resize": { |
| 3999 | "op": Op.RESIZE, |
| 4000 | "operands": (1, 0), |
| 4001 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4002 | "build_fcn": ( |
| 4003 | build_resize, |
| 4004 | TosaTensorGen.tgNHWC, |
| 4005 | TosaTensorValuesGen.tvgDefault, |
| 4006 | TosaArgGen.agResize, |
| 4007 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4008 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4009 | "invalid_test_validators": ( |
| 4010 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4011 | ), |
| 4012 | "error_if_validators": ( |
| 4013 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4014 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4015 | TosaErrorValidator.evScaleNLargerMax, |
| 4016 | TosaErrorValidator.evScaleDLargerMax, |
| 4017 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4018 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4019 | TosaErrorValidator.evBorderSmallerMin, |
| 4020 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4021 | TosaErrorValidator.evWrongInputType, |
| 4022 | TosaErrorValidator.evWrongOutputType, |
| 4023 | TosaErrorValidator.evWrongRank, |
| 4024 | TosaErrorValidator.evWrongInputList, |
| 4025 | TosaErrorValidator.evWrongOutputList, |
| 4026 | TosaErrorValidator.evBatchMismatch, |
| 4027 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4028 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4029 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4030 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4031 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4032 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4033 | "cast": { |
| 4034 | "op": Op.CAST, |
| 4035 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4036 | "build_fcn": ( |
| 4037 | build_cast, |
| 4038 | TosaTensorGen.tgBasic, |
| 4039 | TosaTensorValuesGen.tvgDefault, |
| 4040 | TosaArgGen.agCast, |
| 4041 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4042 | "types": ( |
| 4043 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4044 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4045 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4046 | DType.INT8, |
| 4047 | DType.INT16, |
| 4048 | DType.INT32, |
| 4049 | DType.BOOL, |
| 4050 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4051 | "error_if_validators": ( |
| 4052 | TosaErrorValidator.evWrongInputType, |
| 4053 | TosaErrorValidator.evWrongOutputType, |
| 4054 | TosaErrorValidator.evWrongInputList, |
| 4055 | TosaErrorValidator.evWrongOutputList, |
| 4056 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4057 | }, |
| 4058 | "rescale": { |
| 4059 | "op": Op.RESCALE, |
| 4060 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4061 | "build_fcn": ( |
| 4062 | build_rescale, |
| 4063 | TosaTensorGen.tgBasic, |
| 4064 | TosaTensorValuesGen.tvgDefault, |
| 4065 | TosaArgGen.agRescale, |
| 4066 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4067 | "types": [ |
| 4068 | DType.UINT8, |
| 4069 | DType.INT8, |
| 4070 | DType.INT16, |
| 4071 | DType.INT32, |
| 4072 | DType.INT48, |
| 4073 | DType.UINT16, |
| 4074 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4075 | "error_if_validators": ( |
| 4076 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4077 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4078 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4079 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4080 | TosaErrorValidator.evScaleTrue, |
| 4081 | TosaErrorValidator.evScaleNotTrue, |
| 4082 | TosaErrorValidator.evWrongInputType, |
| 4083 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4084 | TosaErrorValidator.evWrongInputList, |
| 4085 | TosaErrorValidator.evWrongOutputList, |
| 4086 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4087 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4088 | # Custom |
| 4089 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4090 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4091 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4092 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4093 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4094 | "cond_if_const": { |
| 4095 | "op": Op.COND_IF, |
| 4096 | "operands": (0, 2), |
| 4097 | "build_fcn": ( |
| 4098 | build_cond_if_const, |
| 4099 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4100 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4101 | TosaArgGen.agCondIf, |
| 4102 | ), |
| 4103 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4104 | "error_if_validators": ( |
| 4105 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4106 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4107 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4108 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4109 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4110 | }, |
| 4111 | "cond_if_binary": { |
| 4112 | "op": Op.COND_IF, |
| 4113 | "operands": (2, 0), |
| 4114 | "build_fcn": ( |
| 4115 | build_cond_if_binary, |
| 4116 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4117 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4118 | TosaArgGen.agCondIf, |
| 4119 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4120 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4121 | "error_if_validators": ( |
| 4122 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4123 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4124 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4125 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4126 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4127 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4128 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4129 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4130 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4131 | "while_loop": { |
| 4132 | "op": Op.WHILE_LOOP, |
| 4133 | "operands": (0, 1), |
| 4134 | "build_fcn": ( |
| 4135 | build_while_loop, |
| 4136 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4137 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4138 | TosaArgGen.agWhileLoop, |
| 4139 | ), |
| 4140 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4141 | "error_if_validators": ( |
| 4142 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4143 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4144 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4145 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4146 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4147 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4148 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4149 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4150 | "fft2d": { |
| 4151 | "op": Op.FFT2D, |
| 4152 | "operands": (2, 0), |
| 4153 | "rank": (3, 3), |
| 4154 | "build_fcn": ( |
| 4155 | build_fft2d, |
| 4156 | TosaTensorGen.tgFFT2d, |
| 4157 | TosaTensorValuesGen.tvgDefault, |
| 4158 | TosaArgGen.agFFT2d, |
| 4159 | ), |
| 4160 | "types": [DType.FP32], |
| 4161 | "error_if_validators": ( |
| 4162 | TosaErrorValidator.evWrongInputType, |
| 4163 | TosaErrorValidator.evWrongOutputType, |
| 4164 | TosaErrorValidator.evWrongInputList, |
| 4165 | TosaErrorValidator.evWrongOutputList, |
| 4166 | TosaErrorValidator.evWrongRank, |
| 4167 | TosaErrorValidator.evBatchMismatch, |
| 4168 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4169 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4170 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4171 | ), |
| 4172 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4173 | "rfft2d": { |
| 4174 | "op": Op.RFFT2D, |
| 4175 | "operands": (1, 0), |
| 4176 | "rank": (3, 3), |
| 4177 | "build_fcn": ( |
| 4178 | build_rfft2d, |
| 4179 | TosaTensorGen.tgRFFT2d, |
| 4180 | TosaTensorValuesGen.tvgDefault, |
| 4181 | TosaArgGen.agNone, |
| 4182 | ), |
| 4183 | "types": [DType.FP32], |
| 4184 | "error_if_validators": ( |
| 4185 | TosaErrorValidator.evWrongInputType, |
| 4186 | TosaErrorValidator.evWrongOutputType, |
| 4187 | TosaErrorValidator.evWrongInputList, |
| 4188 | TosaErrorValidator.evWrongOutputList, |
| 4189 | TosaErrorValidator.evWrongRank, |
| 4190 | TosaErrorValidator.evBatchMismatch, |
| 4191 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4192 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4193 | ), |
| 4194 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4195 | } |
| 4196 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4197 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4198 | class OutputShaper: |
| 4199 | # Methods in this class compute the expected output shape and datatype |
| 4200 | # for common classes of operations |
| 4201 | def __init__(self): |
| 4202 | pass |
| 4203 | |
| 4204 | # These methods return arguments that can be used for |
| 4205 | # creating a new output tensor |
| 4206 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4207 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4208 | if error_name != ErrorIf.RankMismatch: |
| 4209 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4210 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4211 | |
| 4212 | shape = [] |
| 4213 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4214 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4215 | shape.append(b.shape[i]) |
| 4216 | else: |
| 4217 | shape.append(a.shape[i]) |
| 4218 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4219 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4220 | if error_name == ErrorIf.DimensionMismatch: |
| 4221 | shape[fuzz_idx] += 1 |
| 4222 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4223 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4224 | all_dtypes = [ |
| 4225 | DType.INT8, |
| 4226 | DType.INT16, |
| 4227 | DType.INT32, |
| 4228 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4229 | DType.FP16, |
| 4230 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4231 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4232 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4233 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4234 | outputDType = rng.choice(wrong_dtypes) |
| 4235 | else: |
| 4236 | outputDType = a.dtype |
| 4237 | |
| 4238 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4239 | |
| 4240 | @staticmethod |
| 4241 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4242 | assert len(a.shape) == len(b.shape) |
| 4243 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4244 | |
| 4245 | shape = [] |
| 4246 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4247 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4248 | shape.append(a.shape[i]) |
| 4249 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4250 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4251 | |
| 4252 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4253 | def unaryOp(ser, rng, a, error_name=None): |
| 4254 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4255 | all_dtypes = [ |
| 4256 | DType.INT8, |
| 4257 | DType.INT16, |
| 4258 | DType.INT32, |
| 4259 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4260 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4261 | DType.FP16, |
| 4262 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4263 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4264 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4265 | outputDType = rng.choice(wrong_dtypes) |
| 4266 | else: |
| 4267 | outputDType = a.dtype |
| 4268 | |
| 4269 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4270 | |
| 4271 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4272 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4273 | if error_name != ErrorIf.RankMismatch: |
| 4274 | 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] | 4275 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4276 | |
| 4277 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4278 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4279 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4280 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4281 | else: |
| 4282 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4283 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4284 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4285 | if error_name == ErrorIf.DimensionMismatch: |
| 4286 | shape[fuzz_idx] += 1 |
| 4287 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4288 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4289 | all_dtypes = [ |
| 4290 | DType.INT8, |
| 4291 | DType.INT16, |
| 4292 | DType.INT32, |
| 4293 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4294 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4295 | DType.FP16, |
| 4296 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4297 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4298 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4299 | outputDType = rng.choice(wrong_dtypes) |
| 4300 | else: |
| 4301 | outputDType = a.dtype |
| 4302 | |
| 4303 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4304 | |
| 4305 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4306 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4307 | if error_name != ErrorIf.RankMismatch: |
| 4308 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4309 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4310 | |
| 4311 | # Do broadcast |
| 4312 | shape = [] |
| 4313 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4314 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4315 | shape.append(b.shape[i]) |
| 4316 | else: |
| 4317 | shape.append(a.shape[i]) |
| 4318 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4319 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4320 | if error_name == ErrorIf.DimensionMismatch: |
| 4321 | shape[fuzz_idx] += 1 |
| 4322 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4323 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4324 | wrong_dtypes = [ |
| 4325 | DType.INT8, |
| 4326 | DType.INT16, |
| 4327 | DType.INT32, |
| 4328 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4329 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4330 | DType.FP16, |
| 4331 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4332 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4333 | outputDType = rng.choice(wrong_dtypes) |
| 4334 | else: |
| 4335 | outputDType = DType.BOOL |
| 4336 | |
| 4337 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4338 | |
| 4339 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4340 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4341 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4342 | if error_name not in [ |
| 4343 | ErrorIf.AxisSmallerZero, |
| 4344 | ErrorIf.AxisLargerRank, |
| 4345 | ErrorIf.ShapeOfAxisNotOne, |
| 4346 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4347 | shape[axis] = 1 |
| 4348 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4349 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4350 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4351 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4352 | all_dtypes = [ |
| 4353 | DType.INT8, |
| 4354 | DType.INT16, |
| 4355 | DType.INT32, |
| 4356 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4357 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4358 | DType.FP16, |
| 4359 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4360 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4361 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4362 | outputDType = rng.choice(wrong_dtypes) |
| 4363 | else: |
| 4364 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4365 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4366 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4367 | |
| 4368 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4369 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4370 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4371 | |
| 4372 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4373 | del shape[axis] |
| 4374 | |
| 4375 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4376 | remove = rng.choice([True, False]) |
| 4377 | if remove and len(shape) > 1: |
| 4378 | del shape[0] |
| 4379 | else: |
| 4380 | shape.append(1) |
| 4381 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4382 | for i in range(len(shape)): |
| 4383 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4384 | |
| 4385 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4386 | all_dtypes = [ |
| 4387 | DType.INT8, |
| 4388 | DType.INT16, |
| 4389 | DType.INT32, |
| 4390 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4391 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4392 | DType.FP16, |
| 4393 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4394 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4395 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4396 | outputDType = rng.choice(wrong_dtypes) |
| 4397 | else: |
| 4398 | outputDType = DType.INT32 |
| 4399 | |
| 4400 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4401 | |
| 4402 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4403 | def conv2dOp( |
| 4404 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4405 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4406 | |
| 4407 | # IFM: NHWC |
| 4408 | # Filter: OHWI |
| 4409 | # OFM: NHWC |
| 4410 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4411 | h = ( |
| 4412 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4413 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4414 | + padding[0] |
| 4415 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4416 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4417 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4418 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4419 | w = ( |
| 4420 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4421 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4422 | + padding[2] |
| 4423 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4424 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4425 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4426 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4427 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4428 | choices = [1, 2, 3] |
| 4429 | change = rng.choice(choices) |
| 4430 | # increment in multiples of stride to not hit non-integer error case |
| 4431 | if change in [1, 3]: |
| 4432 | h = h + (rng.choice(choices) * strides[0]) |
| 4433 | if change in [2, 3]: |
| 4434 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4435 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4436 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4437 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4438 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4439 | # Pick some potentially correct output dtype if input type is incorrect |
| 4440 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4441 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4442 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4443 | |
| 4444 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4445 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4446 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4447 | else: |
| 4448 | excludes = [out_dtype] |
| 4449 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4450 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4451 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4452 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4453 | |
| 4454 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4455 | def conv3dOp( |
| 4456 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4457 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4458 | |
| 4459 | # IFM: NDHWC |
| 4460 | # Filter: ODHWI |
| 4461 | # OFM: NDHWC |
| 4462 | |
| 4463 | d = ( |
| 4464 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4465 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4466 | + padding[0] |
| 4467 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4468 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4469 | ) // strides[0] + 1 |
| 4470 | |
| 4471 | h = ( |
| 4472 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4473 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4474 | + padding[2] |
| 4475 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4476 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4477 | ) // strides[1] + 1 |
| 4478 | |
| 4479 | w = ( |
| 4480 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4481 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4482 | + padding[4] |
| 4483 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4484 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4485 | ) // strides[2] + 1 |
| 4486 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4487 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4488 | choices = [1, 2, 3, 4] |
| 4489 | change = rng.choice(choices) |
| 4490 | # increment in multiples of stride to not hit non-integer error case |
| 4491 | if change in [1, 4]: |
| 4492 | d = d + (rng.choice(choices) * strides[0]) |
| 4493 | if change in [2, 4]: |
| 4494 | h = h + (rng.choice(choices) * strides[1]) |
| 4495 | if change in [3, 4]: |
| 4496 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4497 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4498 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4499 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4500 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4501 | # Pick some potentially correct output dtype if input type is incorrect |
| 4502 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4503 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4504 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4505 | |
| 4506 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4507 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4508 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4509 | else: |
| 4510 | excludes = [out_dtype] |
| 4511 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4512 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4513 | |
| 4514 | return ser.addOutput(ofm_shape, out_dtype) |
| 4515 | |
| 4516 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4517 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4518 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4519 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4520 | # IFM: NHWC |
| 4521 | # Filter: HWCM |
| 4522 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4523 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4524 | h = ( |
| 4525 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4526 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4527 | + padding[0] |
| 4528 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4529 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4530 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4531 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4532 | w = ( |
| 4533 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4534 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4535 | + padding[2] |
| 4536 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4537 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4538 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4539 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4540 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4541 | choices = [1, 2, 3] |
| 4542 | change = rng.choice(choices) |
| 4543 | # increment in multiples of stride to not hit non-integer error case |
| 4544 | if change in [1, 3]: |
| 4545 | h = h + (rng.choice(choices) * strides[0]) |
| 4546 | if change in [2, 3]: |
| 4547 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4548 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4549 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4550 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4551 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4552 | # Pick some potentially correct output dtype if input type is incorrect |
| 4553 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4554 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4555 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4556 | |
| 4557 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4558 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4559 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4560 | else: |
| 4561 | excludes = [out_dtype] |
| 4562 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4563 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4564 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4565 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4566 | |
| 4567 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4568 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4569 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4570 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4571 | # 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] | 4572 | h = 1 |
| 4573 | w = 1 |
| 4574 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4575 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4576 | 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] | 4577 | |
| 4578 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4579 | choices = [1, 2, 3] |
| 4580 | change = rng.choice(choices) |
| 4581 | # increment in multiples of stride to not hit non-integer error case |
| 4582 | if change in [1, 3]: |
| 4583 | h = h + (rng.choice(choices) * stride[0]) |
| 4584 | if change in [2, 3]: |
| 4585 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4586 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4587 | |
| 4588 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4589 | all_dtypes = [ |
| 4590 | DType.INT8, |
| 4591 | DType.INT16, |
| 4592 | DType.INT32, |
| 4593 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4594 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4595 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4596 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4597 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4598 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4599 | outputDType = rng.choice(wrong_dtypes) |
| 4600 | else: |
| 4601 | outputDType = ifm.dtype |
| 4602 | |
| 4603 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4604 | |
| 4605 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4606 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4607 | # input: N, IC |
| 4608 | # filter: OC, IC |
| 4609 | # output: N, OC |
| 4610 | |
| 4611 | output_shape = [input.shape[0], filter.shape[0]] |
| 4612 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4613 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4614 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4615 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4616 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4617 | |
| 4618 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4619 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4620 | # a: N, H, C |
| 4621 | # b: N, C, W |
| 4622 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4623 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4624 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4625 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4626 | if error_name == ErrorIf.WrongOutputType: |
| 4627 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4628 | incorrect_types = ( |
| 4629 | DType.INT4, |
| 4630 | DType.INT8, |
| 4631 | DType.INT16, |
| 4632 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4633 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4634 | DType.FP16, |
| 4635 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4636 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4637 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4638 | incorrect_types = ( |
| 4639 | DType.INT4, |
| 4640 | DType.INT8, |
| 4641 | DType.INT16, |
| 4642 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4643 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4644 | DType.FP16, |
| 4645 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4646 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4647 | elif ( |
| 4648 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4649 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4650 | incorrect_types = ( |
| 4651 | DType.INT4, |
| 4652 | DType.INT8, |
| 4653 | DType.INT16, |
| 4654 | DType.INT32, |
| 4655 | DType.INT48, |
| 4656 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4657 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4658 | elif error_name == ErrorIf.WrongInputType: |
| 4659 | # Pick some potentially correct output dtype if input type is incorrect |
| 4660 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4661 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4662 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4663 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4664 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4665 | |
| 4666 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4667 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4668 | input1 = a[0] |
| 4669 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4670 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4671 | # 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] | 4672 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4673 | if not ( |
| 4674 | # unable to concat tensors of different ranks |
| 4675 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4676 | # unable to concat tensors along an invalid axis |
| 4677 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4678 | ): |
| 4679 | for tensor in remaining_inputs: |
| 4680 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4681 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4682 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4683 | output_shape[axis] += rng.integers(5, 10) |
| 4684 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4685 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4686 | all_dtypes = { |
| 4687 | DType.INT8, |
| 4688 | DType.INT16, |
| 4689 | DType.INT32, |
| 4690 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4691 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4692 | DType.FP16, |
| 4693 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4694 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4695 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4696 | outputDType = rng.choice(wrong_dtypes) |
| 4697 | else: |
| 4698 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4699 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4700 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4701 | |
| 4702 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4703 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4704 | |
| 4705 | output_shape = a.shape.copy() |
| 4706 | |
| 4707 | for i in range(len(output_shape)): |
| 4708 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4709 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4710 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4711 | bad_dim = rng.choice(range(len(output_shape))) |
| 4712 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4713 | elif error_name == ErrorIf.RankMismatch: |
| 4714 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4715 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4716 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4717 | all_dtypes = [ |
| 4718 | DType.INT8, |
| 4719 | DType.INT16, |
| 4720 | DType.INT32, |
| 4721 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4722 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4723 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4724 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4725 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4726 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4727 | outputDType = rng.choice(wrong_dtypes) |
| 4728 | else: |
| 4729 | outputDType = a.dtype |
| 4730 | |
| 4731 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4732 | |
| 4733 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4734 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 7935972 | 2023-08-31 18:17:38 +0000 | [diff] [blame^] | 4735 | output_shape = [] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4736 | |
| 4737 | if error_name == ErrorIf.WrongOutputType: |
| 4738 | all_dtypes = [ |
| 4739 | DType.INT8, |
| 4740 | DType.INT16, |
| 4741 | DType.INT32, |
| 4742 | DType.INT48, |
| 4743 | DType.FP32, |
| 4744 | DType.FP16, |
| 4745 | DType.BF16, |
| 4746 | ] |
| 4747 | wrong_dtypes = list(set(all_dtypes)) |
| 4748 | outputDType = rng.choice(wrong_dtypes) |
| 4749 | else: |
| 4750 | outputDType = DType.SHAPE |
| 4751 | |
| 4752 | return ser.addOutput(output_shape, outputDType) |
| 4753 | |
| 4754 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4755 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4756 | output_shape = shape.copy() |
| 4757 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4758 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4759 | for i in range(len(output_shape)): |
| 4760 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4761 | |
| 4762 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4763 | all_dtypes = [ |
| 4764 | DType.INT8, |
| 4765 | DType.INT16, |
| 4766 | DType.INT32, |
| 4767 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4768 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4769 | DType.FP16, |
| 4770 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4771 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4772 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4773 | outputDType = rng.choice(wrong_dtypes) |
| 4774 | else: |
| 4775 | outputDType = a.dtype |
| 4776 | |
| 4777 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4778 | |
| 4779 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4780 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4781 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4782 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4783 | all_dtypes = [ |
| 4784 | DType.INT8, |
| 4785 | DType.INT16, |
| 4786 | DType.INT32, |
| 4787 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4788 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4789 | DType.FP16, |
| 4790 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4791 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4792 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4793 | outputDType = rng.choice(wrong_dtypes) |
| 4794 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4795 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4796 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4797 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4798 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4799 | for index in range(len(output_shape)): |
| 4800 | if output_shape[index] <= 2: |
| 4801 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4802 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4803 | output_shape[index] = output_shape[index] + rng.choice( |
| 4804 | [-2, -1, 1, 2] |
| 4805 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4806 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 4807 | output_shape = input.shape.copy() |
| 4808 | elif error_name == ErrorIf.RankMismatch: |
| 4809 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4810 | |
| 4811 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4812 | |
| 4813 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4814 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4815 | |
| 4816 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4817 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4818 | |
| 4819 | for i in range(len(output_shape)): |
| 4820 | output_shape[i] = a.shape[i] * multiples[i] |
| 4821 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4822 | if error_name == ErrorIf.RankMismatch: |
| 4823 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
| 4824 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4825 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4826 | all_dtypes = [ |
| 4827 | DType.INT8, |
| 4828 | DType.INT16, |
| 4829 | DType.INT32, |
| 4830 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4831 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4832 | DType.FP16, |
| 4833 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4834 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4835 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4836 | outputDType = rng.choice(wrong_dtypes) |
| 4837 | else: |
| 4838 | outputDType = a.dtype |
| 4839 | |
| 4840 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4841 | |
| 4842 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4843 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4844 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4845 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4846 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4847 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4848 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4849 | for i in range(len(output_shape)): |
| 4850 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4851 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4852 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4853 | for i in range(len(output_shape)): |
| 4854 | output_shape[i] += rng.integers(1, 10) |
| 4855 | elif error_name == ErrorIf.RankMismatch: |
| 4856 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
| 4857 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4858 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4859 | all_dtypes = [ |
| 4860 | DType.INT8, |
| 4861 | DType.INT16, |
| 4862 | DType.INT32, |
| 4863 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4864 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4865 | DType.FP16, |
| 4866 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4867 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4868 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4869 | outputDType = rng.choice(wrong_dtypes) |
| 4870 | else: |
| 4871 | outputDType = a.dtype |
| 4872 | |
| 4873 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4874 | |
| 4875 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4876 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4877 | if error_name != ErrorIf.WrongRank: |
| 4878 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4879 | assert len(indices.shape) == 2 |
| 4880 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4881 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4882 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4883 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4884 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4885 | all_dtypes = [ |
| 4886 | DType.INT8, |
| 4887 | DType.INT16, |
| 4888 | DType.INT32, |
| 4889 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4890 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4891 | DType.FP16, |
| 4892 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4893 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4894 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 4895 | outputDType = rng.choice(wrong_dtypes) |
| 4896 | else: |
| 4897 | outputDType = values.dtype |
| 4898 | |
| 4899 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4900 | |
| 4901 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4902 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4903 | if error_name != ErrorIf.WrongRank: |
| 4904 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4905 | assert len(indices.shape) == 2 |
| 4906 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4907 | assert values_in.shape[0] == indices.shape[0] # N |
| 4908 | assert input.shape[1] == indices.shape[1] # W |
| 4909 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4910 | |
| 4911 | output_shape = values_in.shape |
| 4912 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4913 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4914 | all_dtypes = [ |
| 4915 | DType.INT8, |
| 4916 | DType.INT16, |
| 4917 | DType.INT32, |
| 4918 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4919 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4920 | DType.FP16, |
| 4921 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4922 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4923 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 4924 | outputDType = rng.choice(wrong_dtypes) |
| 4925 | else: |
| 4926 | outputDType = values_in.dtype |
| 4927 | |
| 4928 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4929 | |
| 4930 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4931 | def tableOp(ser, rng, input, error_name=None): |
| 4932 | # Same shape as the input, dtype dependent on input dtype |
| 4933 | if error_name != ErrorIf.WrongInputType: |
| 4934 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 4935 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4936 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4937 | wrong_dtypes = [ |
| 4938 | DType.INT8, |
| 4939 | DType.INT16, |
| 4940 | DType.INT32, |
| 4941 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4942 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4943 | DType.FP16, |
| 4944 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4945 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4946 | wrong_dtypes.remove(output_dtype) |
| 4947 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4948 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4949 | |
| 4950 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4951 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4952 | serializer, |
| 4953 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4954 | input, |
| 4955 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4956 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4957 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4958 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4959 | input_dtype, |
| 4960 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4961 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4962 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4963 | # Calculate OH, OW |
| 4964 | scale_y_n = scale[0] |
| 4965 | scale_y_d = scale[1] |
| 4966 | scale_x_n = scale[2] |
| 4967 | scale_x_d = scale[3] |
| 4968 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 4969 | scale_y_n = max(scale_y_n, 1) |
| 4970 | scale_y_d = max(scale_y_d, 1) |
| 4971 | scale_x_n = max(scale_x_n, 1) |
| 4972 | scale_x_d = max(scale_x_d, 1) |
| 4973 | |
| 4974 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 4975 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 4976 | |
| 4977 | if error_name is not None: |
| 4978 | # Make sure the output tensor is valid, which can occur when |
| 4979 | # scale, offset or border have been changed for ERROR_IFs |
| 4980 | oh = max(oh, 1) |
| 4981 | ow = max(ow, 1) |
| 4982 | if error_name != ErrorIf.MaxDimExceeded: |
| 4983 | oh = min(oh, MAX_RESIZE_DIMENSION - 1) |
| 4984 | ow = min(ow, MAX_RESIZE_DIMENSION - 1) |
| 4985 | |
| 4986 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 4987 | choices = [1, 2, 3] |
| 4988 | change = rng.choice(choices) |
| 4989 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 4990 | if change in [1, 3]: |
| 4991 | if oh + scale_y_d >= MAX_RESIZE_DIMENSION: |
| 4992 | oh -= scale_y_d |
| 4993 | assert oh > 0 # Should have been caught in agResize |
| 4994 | else: |
| 4995 | oh += scale_y_d |
| 4996 | if change in [2, 3]: |
| 4997 | if ow + scale_x_d >= MAX_RESIZE_DIMENSION: |
| 4998 | ow -= scale_x_d |
| 4999 | assert ow > 0 # Should have been caught in agResize |
| 5000 | else: |
| 5001 | ow += scale_x_d |
| 5002 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5003 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5004 | output_dims = [ |
| 5005 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5006 | oh, |
| 5007 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5008 | input.shape[0], |
| 5009 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5010 | elif error_name == ErrorIf.BatchMismatch: |
| 5011 | output_dims = [ |
| 5012 | input.shape[0] + rng.integers(1, 10), |
| 5013 | oh, |
| 5014 | ow, |
| 5015 | input.shape[3], |
| 5016 | ] |
| 5017 | elif error_name == ErrorIf.ChannelMismatch: |
| 5018 | output_dims = [ |
| 5019 | input.shape[0], |
| 5020 | oh, |
| 5021 | ow, |
| 5022 | input.shape[3] + rng.integers(1, 10), |
| 5023 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5024 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5025 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5026 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5027 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5028 | |
| 5029 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5030 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5031 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5032 | |
| 5033 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5034 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5035 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5036 | choices = [1, 2, 3] |
| 5037 | change = rng.choice(choices) |
| 5038 | if change in [1, 3]: |
| 5039 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5040 | if change in [2, 3]: |
| 5041 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5042 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5043 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5044 | # Pick some potentially correct output dtype if input type is incorrect |
| 5045 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5046 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5047 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5048 | |
| 5049 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5050 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5051 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5052 | else: |
| 5053 | excludes = [out_dtype] |
| 5054 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5055 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5056 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5057 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5058 | |
| 5059 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5060 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5061 | outputs = [] |
| 5062 | |
| 5063 | assert ifm1.dtype == ifm2.dtype |
| 5064 | input_dtype = ifm1.dtype |
| 5065 | |
| 5066 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5067 | assert ifm1.shape == ifm2.shape |
| 5068 | |
| 5069 | input_shape = ifm1.shape |
| 5070 | if error_name != ErrorIf.WrongRank: |
| 5071 | assert len(input_shape) == 3 |
| 5072 | |
| 5073 | output_shape = input_shape.copy() |
| 5074 | output_dtype = input_dtype |
| 5075 | |
| 5076 | if error_name == ErrorIf.WrongOutputType: |
| 5077 | excludes = [DType.FP32] |
| 5078 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 5079 | output_dtype = rng.choice(wrong_dtypes) |
| 5080 | elif error_name == ErrorIf.BatchMismatch: |
| 5081 | output_shape[0] += rng.integers(1, 10) |
| 5082 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5083 | modify_dim = rng.choice([1, 2]) |
| 5084 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5085 | |
| 5086 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5087 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5088 | return outputs |
| 5089 | |
| 5090 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5091 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5092 | outputs = [] |
| 5093 | |
| 5094 | input_shape = value.shape |
| 5095 | if error_name != ErrorIf.WrongRank: |
| 5096 | assert len(input_shape) == 3 |
| 5097 | |
| 5098 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5099 | |
| 5100 | output_dtype = value.dtype |
| 5101 | if error_name == ErrorIf.WrongOutputType: |
| 5102 | excludes = [DType.FP32] |
| 5103 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 5104 | output_dtype = rng.choice(wrong_dtypes) |
| 5105 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5106 | output_shape[0] += rng.integers(1, 10) |
| 5107 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5108 | modify_dim = rng.choice([1, 2]) |
| 5109 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5110 | |
| 5111 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5112 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5113 | return outputs |