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 |
| 30 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | def __init__(self, args): |
| 32 | self.args = args |
| 33 | self.basePath = args.output_dir |
| 34 | self.random_seed = args.random_seed |
| 35 | self.ser = None |
| 36 | self.rng = np.random.default_rng(self.random_seed) |
| 37 | self.createDynamicOpLists() |
| 38 | self.initOpListDefaults() |
| 39 | self.quantGen = TosaQuantGen() |
| 40 | # Force makeShape to do a specific starting shape |
| 41 | self.targetted_shape = None |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 42 | # Work out floating point range |
| 43 | self.random_fp_low = min(args.tensor_fp_value_range) |
| 44 | self.random_fp_high = max(args.tensor_fp_value_range) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 45 | |
| 46 | def createSerializer(self, opName, testPath): |
| 47 | self.testPath = os.path.join(opName, testPath) |
| 48 | |
| 49 | fullPath = os.path.join(self.basePath, self.testPath) |
| 50 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | a0848c6 | 2022-09-15 15:01:30 +0100 | [diff] [blame] | 51 | self.ser = ts.TosaSerializer(fullPath, saveConstsToFile=self.args.dump_consts) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 52 | |
| 53 | def getSerializer(self): |
| 54 | return self.ser |
| 55 | |
| 56 | def serialize(self, testName): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 57 | with open( |
| 58 | os.path.join(self.basePath, self.testPath, "{}.tosa".format(testName)), "wb" |
| 59 | ) as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 60 | fd.write(self.ser.serialize()) |
| 61 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 62 | with open(os.path.join(self.basePath, self.testPath, "desc.json"), "w") as fd: |
| 63 | fd.write(self.ser.writeJson("{}.tosa".format(testName))) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 64 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 65 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 66 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 67 | seed = self.random_seed + 1 |
| 68 | self.rng = np.random.default_rng(seed) |
| 69 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 70 | def getRandTensor(self, shape, dtype): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 71 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 72 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 73 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 74 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 75 | return np.int32(self.rng.integers(low=-7, high=8, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 76 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 77 | return np.int32(self.rng.integers(low=-128, high=128, size=shape)) |
| 78 | elif dtype == DType.UINT8: |
| 79 | return np.int32(self.rng.integers(low=0, high=256, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 80 | elif dtype == DType.INT16: |
| 81 | return np.int32(self.rng.integers(low=-32768, high=32768, size=shape)) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 82 | elif dtype == DType.UINT16: |
| 83 | return np.int32(self.rng.integers(low=0, high=65536, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 84 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 85 | return np.int32( |
| 86 | self.rng.integers(low=-(1 << 31), high=(1 << 31), size=shape) |
| 87 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 88 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 89 | return np.int64( |
| 90 | self.rng.integers(low=-(1 << 47), high=(1 << 47), size=shape) |
| 91 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 92 | elif dtype == DType.FP16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 93 | return np.float16( |
| 94 | self.rng.uniform( |
| 95 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 96 | ) |
| 97 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 98 | elif dtype == DType.BF16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 99 | f32_tensor = np.float32( |
| 100 | self.rng.uniform( |
| 101 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 102 | ) |
| 103 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 104 | # Floor the last 16 bits of each f32 value |
| 105 | return np.float32(vect_f32_to_bf16(f32_tensor)) |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 106 | elif dtype == DType.FP32: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 107 | return np.float32( |
| 108 | self.rng.uniform( |
| 109 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 110 | ) |
| 111 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 112 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 113 | raise Exception("Unrecognized Dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 114 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 115 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 116 | placeholders = [] |
| 117 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 118 | assert len(shape_list) == len(dtype_list) |
| 119 | |
| 120 | for idx, shape in enumerate(shape_list): |
| 121 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 122 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 123 | |
| 124 | return placeholders |
| 125 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 126 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 127 | consts = [] |
| 128 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 129 | assert len(shape_list) == len(dtype_list) |
| 130 | |
| 131 | for idx, shape in enumerate(shape_list): |
| 132 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 133 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 134 | |
| 135 | return consts |
| 136 | |
| 137 | def makeShape(self, rank): |
| 138 | if self.targetted_shape: |
| 139 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 140 | return np.int32( |
| 141 | self.rng.integers( |
| 142 | low=self.args.tensor_shape_range[0], |
| 143 | high=self.args.tensor_shape_range[1], |
| 144 | size=rank, |
| 145 | ) |
| 146 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 147 | |
| 148 | def setTargetShape(self, shape): |
| 149 | self.targetted_shape = shape |
| 150 | |
| 151 | def randInt(self, low=0, high=256): |
| 152 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 153 | |
| 154 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 155 | if dtype == DType.FP32: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 156 | return np.float32( |
| 157 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 158 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 159 | elif dtype == DType.FP16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 160 | return np.float16( |
| 161 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 162 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 163 | elif dtype == DType.BF16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 164 | rand_f32 = np.float32( |
| 165 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 166 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 167 | return vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 168 | elif dtype == DType.BOOL: |
| 169 | return self.rng.choice([False, True]) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 170 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 171 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 172 | low, high = (-7, 8) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 173 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 174 | low, high = (-128, 128) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 175 | elif dtype == DType.INT16: |
| 176 | low, high = (-32768, 32768) |
| 177 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 178 | low, high = (-(1 << 31), (1 << 31)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 179 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 180 | low, high = (-(1 << 47), (1 << 47)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 181 | # Special size |
| 182 | return np.int64(self.rng.integers(low, high, size=1))[0] |
| 183 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 184 | raise Exception("Unknown dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 185 | |
| 186 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 187 | |
| 188 | def shapeStr(self, shape): |
| 189 | |
| 190 | sStr = [] |
| 191 | # Convert to strings |
| 192 | for i in shape: |
| 193 | sStr.append(str(i)) |
| 194 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 195 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 196 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 197 | def typeStr(self, dtype): |
| 198 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 199 | assert len(dtype) >= 2 |
| 200 | strs = [self.typeStr(t) for t in dtype] |
| 201 | # Limit types to the first 2 as the 3rd is the accumulator |
| 202 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 203 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 204 | if dtype in DTYPE_ATTRIBUTES: |
| 205 | return DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 206 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 207 | raise Exception( |
| 208 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 209 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 210 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 211 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 212 | """Get the datatype width for data types""" |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 213 | if dtype in DTYPE_ATTRIBUTES: |
| 214 | return DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 216 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 217 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 218 | def constrictBatchSize(self, shape): |
| 219 | # Limit the batch size unless an explicit target shape set |
| 220 | if self.args.max_batch_size and not self.args.target_shapes: |
| 221 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 222 | return shape |
| 223 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 224 | def makeDimension(self): |
| 225 | return self.randInt( |
| 226 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 227 | ) |
| 228 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 229 | # Argument generators |
| 230 | # Returns a list of tuples (stringDescriptor, [build_fcn_arg_list]) |
| 231 | # Where the string descriptor is used to generate the test name and |
| 232 | # The build_fcn_arg_list is expanded and passed to the operator test |
| 233 | # build function |
| 234 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 235 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 236 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 237 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 238 | # build_placeholder returns an int, ABS/other ops does not |
| 239 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 240 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 241 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 242 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 243 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 244 | return result_tens |
| 245 | |
| 246 | # Ensure new output type has correct qinfo |
| 247 | if error_name == ErrorIf.WrongOutputType: |
| 248 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 249 | qinfo = [ |
| 250 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 251 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 252 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 253 | |
| 254 | # Invalidate Input/Output list for error if checks. |
| 255 | input_list = [a.name] |
| 256 | output_list = [result_tens.name] |
| 257 | pCount, cCount = op["operands"] |
| 258 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 259 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 260 | self, error_name, input_list, output_list |
| 261 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 262 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 263 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 264 | self.ser, |
| 265 | validator_fcns, |
| 266 | error_name, |
| 267 | op=op, |
| 268 | input_dtype=a.dtype, |
| 269 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 270 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 271 | result_tensors=[result_tens], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 272 | input_list=input_list, |
| 273 | output_list=output_list, |
| 274 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 275 | ): |
| 276 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 277 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 278 | attr = None |
| 279 | if op["op"] == Op.NEGATE: |
| 280 | attr = ts.TosaSerializerAttribute() |
| 281 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 282 | |
| 283 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 284 | return result_tens |
| 285 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 286 | 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] | 287 | result_tens = OutputShaper.binaryBroadcastOp( |
| 288 | self.ser, self.rng, a, b, error_name |
| 289 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 290 | |
| 291 | # Invalidate Input/Output list for error if checks. |
| 292 | input_list = [a.name, b.name] |
| 293 | output_list = [result_tens.name] |
| 294 | pCount, cCount = op["operands"] |
| 295 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 296 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 297 | self, error_name, input_list, output_list |
| 298 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 299 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 300 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 301 | self.ser, |
| 302 | validator_fcns, |
| 303 | error_name, |
| 304 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 305 | input1=a, |
| 306 | input2=b, |
| 307 | input_dtype=a.dtype, |
| 308 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 309 | result_tensors=[result_tens], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 310 | input_list=input_list, |
| 311 | output_list=output_list, |
| 312 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 313 | ): |
| 314 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 315 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 316 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 317 | return result_tens |
| 318 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 319 | 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] | 320 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 321 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 322 | return result_tens |
| 323 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 324 | def build_arithmetic_right_shift( |
| 325 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 326 | ): |
| 327 | result_tens = OutputShaper.binaryBroadcastOp( |
| 328 | self.ser, self.rng, a, b, error_name |
| 329 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 330 | |
| 331 | # Invalidate Input/Output list for error if checks. |
| 332 | input_list = [a.name, b.name] |
| 333 | output_list = [result_tens.name] |
| 334 | pCount, cCount = op["operands"] |
| 335 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 336 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 337 | self, error_name, input_list, output_list |
| 338 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 339 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 340 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 341 | self.ser, |
| 342 | validator_fcns, |
| 343 | error_name, |
| 344 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 345 | input1=a, |
| 346 | input2=b, |
| 347 | input_dtype=a.dtype, |
| 348 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 349 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 350 | input_list=input_list, |
| 351 | output_list=output_list, |
| 352 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 353 | ): |
| 354 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 355 | |
| 356 | attr = ts.TosaSerializerAttribute() |
| 357 | attr.ArithmeticRightShiftAttribute(round) |
| 358 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 359 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 360 | return result_tens |
| 361 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 362 | 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] | 363 | result_tens = OutputShaper.binaryBroadcastOp( |
| 364 | self.ser, self.rng, a, b, error_name |
| 365 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 366 | |
| 367 | # Special for multiply: |
| 368 | # Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 369 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 370 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 371 | if error_name == ErrorIf.WrongOutputType: |
| 372 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 373 | outputDType = self.rng.choice(all_dtypes) |
| 374 | result_tens.setDtype(outputDType) |
| 375 | |
| 376 | # Invalidate Input/Output list for error if checks. |
| 377 | input_list = [a.name, b.name] |
| 378 | output_list = [result_tens.name] |
| 379 | pCount, cCount = op["operands"] |
| 380 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 381 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 382 | self, error_name, input_list, output_list |
| 383 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 384 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 385 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 386 | self.ser, |
| 387 | validator_fcns, |
| 388 | error_name, |
| 389 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 390 | input1=a, |
| 391 | input2=b, |
| 392 | input_dtype=a.dtype, |
| 393 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 394 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 395 | input_list=input_list, |
| 396 | output_list=output_list, |
| 397 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 398 | ): |
| 399 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 400 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 401 | attr = ts.TosaSerializerAttribute() |
| 402 | attr.MulAttribute(shift) |
| 403 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 404 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 405 | return result_tens |
| 406 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 407 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 408 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 409 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 410 | attr = ts.TosaSerializerAttribute() |
| 411 | attr.TableAttribute(table) |
| 412 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 413 | # Invalidate Input/Output list for error if checks. |
| 414 | input_list = [a.name] |
| 415 | output_list = [result_tens.name] |
| 416 | pCount, cCount = op["operands"] |
| 417 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 418 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 419 | self, error_name, input_list, output_list |
| 420 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 421 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 422 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 423 | self.ser, |
| 424 | validator_fcns, |
| 425 | error_name, |
| 426 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 427 | input_shape=a.shape, |
| 428 | input_dtype=a.dtype, |
| 429 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 430 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 431 | input_list=input_list, |
| 432 | output_list=output_list, |
| 433 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 434 | ): |
| 435 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 436 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 437 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 438 | |
| 439 | return result_tens |
| 440 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 441 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 442 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 443 | |
| 444 | # Invalidate Input/Output list for error if checks. |
| 445 | input_list = [cond.name, a.name, b.name] |
| 446 | output_list = [result_tens.name] |
| 447 | pCount, cCount = op["operands"] |
| 448 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 449 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 450 | self, error_name, input_list, output_list |
| 451 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 452 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 453 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 454 | self.ser, |
| 455 | validator_fcns, |
| 456 | error_name, |
| 457 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 458 | input1=cond, |
| 459 | input2=a, |
| 460 | input3=b, |
| 461 | input_shape=a.shape, |
| 462 | input_dtype=a.dtype, |
| 463 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 464 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 465 | input_list=input_list, |
| 466 | output_list=output_list, |
| 467 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 468 | ): |
| 469 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 470 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 471 | self.ser.addOperator( |
| 472 | op["op"], |
| 473 | input_list, |
| 474 | output_list, |
| 475 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 476 | return result_tens |
| 477 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 478 | 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] | 479 | result_tens = OutputShaper.binaryComparisonOp( |
| 480 | self.ser, self.rng, a, b, error_name |
| 481 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 482 | |
| 483 | # Invalidate Input/Output list for error if checks. |
| 484 | input_list = [a.name, b.name] |
| 485 | output_list = [result_tens.name] |
| 486 | pCount, cCount = op["operands"] |
| 487 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 488 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 489 | self, error_name, input_list, output_list |
| 490 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 491 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 492 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 493 | self.ser, |
| 494 | validator_fcns, |
| 495 | error_name, |
| 496 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 497 | input1=a, |
| 498 | input2=b, |
| 499 | input_shape=a.shape, |
| 500 | input_dtype=a.dtype, |
| 501 | output_shape=result_tens.shape, |
| 502 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 503 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 504 | input_list=input_list, |
| 505 | output_list=output_list, |
| 506 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 507 | ): |
| 508 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 509 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 510 | self.ser.addOperator( |
| 511 | op["op"], |
| 512 | input_list, |
| 513 | output_list, |
| 514 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 515 | return result_tens |
| 516 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 517 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 518 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 519 | |
| 520 | # Invalidate Input/Output list for error if checks. |
| 521 | input_list = [a.name] |
| 522 | output_list = [result_tens.name] |
| 523 | pCount, cCount = op["operands"] |
| 524 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 525 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 526 | self, error_name, input_list, output_list |
| 527 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 528 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 529 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 530 | self.ser, |
| 531 | validator_fcns, |
| 532 | error_name, |
| 533 | op=op, |
| 534 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 535 | input_shape=a.shape, |
| 536 | input_dtype=a.dtype, |
| 537 | output_shape=result_tens.shape, |
| 538 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 539 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 540 | input_list=input_list, |
| 541 | output_list=output_list, |
| 542 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 543 | ): |
| 544 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 545 | |
| 546 | attr = ts.TosaSerializerAttribute() |
| 547 | attr.AxisAttribute(axis) |
| 548 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 549 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 550 | return result_tens |
| 551 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 552 | def build_pool2d( |
| 553 | self, |
| 554 | op, |
| 555 | input, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 556 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 557 | stride, |
| 558 | pad, |
| 559 | kernel, |
| 560 | validator_fcns=None, |
| 561 | error_name=None, |
| 562 | qinfo=None, |
| 563 | ): |
| 564 | result_tens = OutputShaper.pool2dOp( |
| 565 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 566 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 567 | |
| 568 | # Ensure new output type has correct qinfo |
| 569 | if error_name == ErrorIf.WrongInputType: |
| 570 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 571 | qinfo = [ |
| 572 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 573 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 574 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 575 | |
| 576 | # Invalidate Input/Output list for error if checks. |
| 577 | input_list = [input.name] |
| 578 | output_list = [result_tens.name] |
| 579 | pCount, cCount = op["operands"] |
| 580 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 581 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 582 | self, error_name, input_list, output_list |
| 583 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 584 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 585 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 586 | self.ser, |
| 587 | validator_fcns, |
| 588 | error_name, |
| 589 | op=op, |
| 590 | input_shape=input.shape, |
| 591 | input_dtype=input.dtype, |
| 592 | output_shape=result_tens.shape, |
| 593 | output_dtype=result_tens.dtype, |
| 594 | kernel=kernel, |
| 595 | stride=stride, |
| 596 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 597 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 598 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 599 | input_list=input_list, |
| 600 | output_list=output_list, |
| 601 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 602 | ): |
| 603 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 604 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 605 | if qinfo is None: |
| 606 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 607 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 608 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 609 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 610 | |
| 611 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 612 | return result_tens |
| 613 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 614 | def build_maxpool2d( |
| 615 | self, |
| 616 | op, |
| 617 | input, |
| 618 | stride, |
| 619 | pad, |
| 620 | kernel, |
| 621 | validator_fcns=None, |
| 622 | error_name=None, |
| 623 | qinfo=None, |
| 624 | ): |
| 625 | # Same as build_pool2d but manually sets accum_dtype value |
| 626 | # (maxpool has no accum_dtype) |
| 627 | return self.build_pool2d( |
| 628 | op, |
| 629 | input, |
| 630 | DType.UNKNOWN, |
| 631 | stride, |
| 632 | pad, |
| 633 | kernel, |
| 634 | validator_fcns, |
| 635 | error_name, |
| 636 | qinfo, |
| 637 | ) |
| 638 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 639 | def build_conv2d( |
| 640 | self, |
| 641 | op, |
| 642 | ifm, |
| 643 | filter, |
| 644 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 645 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 646 | strides, |
| 647 | padding, |
| 648 | dilations, |
| 649 | validator_fcns=None, |
| 650 | error_name=None, |
| 651 | qinfo=None, |
| 652 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 653 | assert len(padding) == 4 |
| 654 | result_tens = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 655 | self.ser, |
| 656 | self.rng, |
| 657 | ifm, |
| 658 | filter, |
| 659 | accum_dtype, |
| 660 | strides, |
| 661 | padding, |
| 662 | dilations, |
| 663 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 664 | ) |
| 665 | |
| 666 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 667 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 668 | DType.INT8, |
| 669 | DType.UINT8, |
| 670 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 671 | qinfo = [ |
| 672 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 673 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 674 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 675 | |
| 676 | # Invalidate Input/Output list for error_if checks. |
| 677 | input_list = [ifm.name, filter.name, bias.name] |
| 678 | output_list = [result_tens.name] |
| 679 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 680 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 681 | self, error_name, input_list, output_list |
| 682 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 683 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 684 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 685 | self.ser, |
| 686 | validator_fcns, |
| 687 | error_name, |
| 688 | op=op, |
| 689 | input_dtype=ifm.dtype, |
| 690 | weight_dtype=filter.dtype, |
| 691 | output_dtype=result_tens.dtype, |
| 692 | qinfo=qinfo, |
| 693 | input_list=input_list, |
| 694 | num_operands=num_operands, |
| 695 | output_list=output_list, |
| 696 | pad=padding, |
| 697 | stride=strides, |
| 698 | dilation=dilations, |
| 699 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 700 | weight_shape=filter.shape, |
| 701 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 702 | ): |
| 703 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 704 | |
| 705 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 706 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 707 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 708 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 709 | return result_tens |
| 710 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 711 | def build_conv3d( |
| 712 | self, |
| 713 | op, |
| 714 | ifm, |
| 715 | filter, |
| 716 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 717 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 718 | strides, |
| 719 | padding, |
| 720 | dilations, |
| 721 | validator_fcns=None, |
| 722 | error_name=None, |
| 723 | qinfo=None, |
| 724 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 725 | assert len(padding) == 6 |
| 726 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 727 | self.ser, |
| 728 | self.rng, |
| 729 | ifm, |
| 730 | filter, |
| 731 | accum_dtype, |
| 732 | strides, |
| 733 | padding, |
| 734 | dilations, |
| 735 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 736 | ) |
| 737 | |
| 738 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 739 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 740 | DType.INT8, |
| 741 | DType.UINT8, |
| 742 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 743 | qinfo = [ |
| 744 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 745 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 746 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 747 | |
| 748 | # Invalidate Input/Output list for error_if checks. |
| 749 | input_list = [ifm.name, filter.name, bias.name] |
| 750 | output_list = [result_tens.name] |
| 751 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 752 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 753 | self, error_name, input_list, output_list |
| 754 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 755 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 756 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 757 | self.ser, |
| 758 | validator_fcns, |
| 759 | error_name, |
| 760 | op=op, |
| 761 | input_dtype=ifm.dtype, |
| 762 | weight_dtype=filter.dtype, |
| 763 | output_dtype=result_tens.dtype, |
| 764 | qinfo=qinfo, |
| 765 | input_list=input_list, |
| 766 | num_operands=num_operands, |
| 767 | output_list=output_list, |
| 768 | pad=padding, |
| 769 | stride=strides, |
| 770 | dilation=dilations, |
| 771 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 772 | weight_shape=filter.shape, |
| 773 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 774 | ): |
| 775 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 776 | |
| 777 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 778 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 779 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 780 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 781 | return result_tens |
| 782 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 783 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 784 | self, |
| 785 | op, |
| 786 | ifm, |
| 787 | filter, |
| 788 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 789 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 790 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 791 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 792 | output_shape, |
| 793 | validator_fcns=None, |
| 794 | error_name=None, |
| 795 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 796 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 797 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 798 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 799 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 800 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 801 | |
| 802 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 803 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 804 | DType.INT8, |
| 805 | DType.UINT8, |
| 806 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 807 | qinfo = [ |
| 808 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 809 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 810 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 811 | |
| 812 | # Invalidate Input/Output list for error_if checks. |
| 813 | input_list = [ifm.name, filter.name, bias.name] |
| 814 | output_list = [result_tens.name] |
| 815 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 816 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 817 | self, error_name, input_list, output_list |
| 818 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 819 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 820 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 821 | self.ser, |
| 822 | validator_fcns, |
| 823 | error_name, |
| 824 | op=op, |
| 825 | input_dtype=ifm.dtype, |
| 826 | weight_dtype=filter.dtype, |
| 827 | output_dtype=result_tens.dtype, |
| 828 | qinfo=qinfo, |
| 829 | input_list=input_list, |
| 830 | num_operands=num_operands, |
| 831 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 832 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 833 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 834 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 835 | weight_shape=filter.shape, |
| 836 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 837 | ): |
| 838 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 839 | |
| 840 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 841 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 842 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 843 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 844 | return result_tens |
| 845 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 846 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 847 | self, |
| 848 | op, |
| 849 | ifm, |
| 850 | filter, |
| 851 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 852 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 853 | strides, |
| 854 | padding, |
| 855 | dilations, |
| 856 | validator_fcns=None, |
| 857 | error_name=None, |
| 858 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 859 | ): |
| 860 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 861 | self.ser, |
| 862 | self.rng, |
| 863 | ifm, |
| 864 | filter, |
| 865 | accum_dtype, |
| 866 | strides, |
| 867 | padding, |
| 868 | dilations, |
| 869 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 870 | ) |
| 871 | |
| 872 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 873 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 874 | DType.INT8, |
| 875 | DType.UINT8, |
| 876 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 877 | qinfo = [ |
| 878 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 879 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 880 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 881 | |
| 882 | # Invalidate Input/Output list for error_if checks. |
| 883 | input_list = [ifm.name, filter.name, bias.name] |
| 884 | output_list = [result_tens.name] |
| 885 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 886 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 887 | self, error_name, input_list, output_list |
| 888 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 889 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 890 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 891 | self.ser, |
| 892 | validator_fcns, |
| 893 | error_name, |
| 894 | op=op, |
| 895 | input_dtype=ifm.dtype, |
| 896 | weight_dtype=filter.dtype, |
| 897 | output_dtype=result_tens.dtype, |
| 898 | qinfo=qinfo, |
| 899 | input_list=input_list, |
| 900 | num_operands=num_operands, |
| 901 | output_list=output_list, |
| 902 | pad=padding, |
| 903 | stride=strides, |
| 904 | dilation=dilations, |
| 905 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 906 | weight_shape=filter.shape, |
| 907 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 908 | ): |
| 909 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 910 | |
| 911 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 912 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 913 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 914 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 915 | return result_tens |
| 916 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 917 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 918 | self, |
| 919 | op, |
| 920 | ifm, |
| 921 | filter, |
| 922 | bias, |
| 923 | accum_dtype, |
| 924 | validator_fcns=None, |
| 925 | error_name=None, |
| 926 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 927 | ): |
| 928 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 929 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 930 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 931 | |
| 932 | # Invalidate Input/Output list for error if checks. |
| 933 | input_list = [ifm.name, filter.name, bias.name] |
| 934 | output_list = [result_tens.name] |
| 935 | pCount, cCount = op["operands"] |
| 936 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 937 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 938 | self, error_name, input_list, output_list |
| 939 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 940 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 941 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 942 | self.ser, |
| 943 | validator_fcns, |
| 944 | error_name, |
| 945 | op=op, |
| 946 | input_shape=ifm.shape, |
| 947 | input_dtype=ifm.dtype, |
| 948 | weight_dtype=filter.dtype, |
| 949 | output_shape=result_tens.shape, |
| 950 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 951 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 952 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 953 | input_list=input_list, |
| 954 | output_list=output_list, |
| 955 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 956 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 957 | ): |
| 958 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 959 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 960 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 961 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 962 | |
| 963 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 964 | return result_tens |
| 965 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 966 | def build_matmul( |
| 967 | self, op, a, b, accum_dtype, validator_fcns=None, error_name=None, qinfo=None |
| 968 | ): |
| 969 | result_tens = OutputShaper.matmulOp( |
| 970 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 971 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 972 | |
| 973 | # Invalidate Input/Output list for error if checks. |
| 974 | input_list = [a.name, b.name] |
| 975 | output_list = [result_tens.name] |
| 976 | pCount, cCount = op["operands"] |
| 977 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 978 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 979 | self, error_name, input_list, output_list |
| 980 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 981 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 982 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 983 | self.ser, |
| 984 | validator_fcns, |
| 985 | error_name, |
| 986 | op=op, |
| 987 | input_shape=a.shape, |
| 988 | input_dtype=a.dtype, |
| 989 | input2_shape=b.shape, |
| 990 | input2_dtype=b.dtype, |
| 991 | output_shape=result_tens.shape, |
| 992 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 993 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 994 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 995 | input_list=input_list, |
| 996 | output_list=output_list, |
| 997 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 998 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 999 | ): |
| 1000 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1001 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1002 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1003 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1004 | |
| 1005 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1006 | return result_tens |
| 1007 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1008 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1009 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1010 | |
| 1011 | # Invalidate Input/Output list for error if checks. |
| 1012 | input_list = [a.name] |
| 1013 | output_list = [result_tens.name] |
| 1014 | pCount, cCount = op["operands"] |
| 1015 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1016 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1017 | self, error_name, input_list, output_list |
| 1018 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1019 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1020 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1021 | self.ser, |
| 1022 | validator_fcns, |
| 1023 | error_name, |
| 1024 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1025 | axis=axis, |
| 1026 | input_shape=a.shape, |
| 1027 | output_shape=result_tens.shape, |
| 1028 | input_dtype=a.dtype, |
| 1029 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1030 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1031 | input_list=input_list, |
| 1032 | output_list=output_list, |
| 1033 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1034 | ): |
| 1035 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1036 | |
| 1037 | attr = ts.TosaSerializerAttribute() |
| 1038 | attr.AxisAttribute(axis) |
| 1039 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1040 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1041 | return result_tens |
| 1042 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1043 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1044 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1045 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1046 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1047 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1048 | if error_name == ErrorIf.MaxSmallerMin: |
| 1049 | # Make sure the numbers are different to invoke this error |
| 1050 | while v[0] == v[1]: |
| 1051 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1052 | max_val = min(v) |
| 1053 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1054 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1055 | max_val = max(v) |
| 1056 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1057 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1058 | # Invalidate Input/Output list for error if checks. |
| 1059 | input_list = [a.name] |
| 1060 | output_list = [result_tens.name] |
| 1061 | pCount, cCount = op["operands"] |
| 1062 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1063 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1064 | self, error_name, input_list, output_list |
| 1065 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1066 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1067 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1068 | self.ser, |
| 1069 | validator_fcns, |
| 1070 | error_name, |
| 1071 | op=op, |
| 1072 | max_val=max_val, |
| 1073 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1074 | input_shape=a.shape, |
| 1075 | output_shape=result_tens.shape, |
| 1076 | input_dtype=a.dtype, |
| 1077 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1078 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1079 | input_list=input_list, |
| 1080 | output_list=output_list, |
| 1081 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1082 | ): |
| 1083 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1084 | |
| 1085 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1086 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1087 | if a.dtype == DType.FP16: |
| 1088 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1089 | min_val = min_val.astype(np.float32) |
| 1090 | max_val = max_val.astype(np.float32) |
| 1091 | |
| 1092 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1093 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1094 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1095 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1096 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1097 | return result_tens |
| 1098 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1099 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1100 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1101 | attr = ts.TosaSerializerAttribute() |
| 1102 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1103 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1104 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1105 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1106 | return result_tens |
| 1107 | |
| 1108 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1109 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1110 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1111 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1112 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1113 | return result_tens |
| 1114 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1115 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1116 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1117 | |
| 1118 | # Invalidate Input/Output list for error if checks. |
| 1119 | input_list = [a.name] |
| 1120 | output_list = [result_tens.name] |
| 1121 | pCount, cCount = op["operands"] |
| 1122 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1123 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1124 | self, error_name, input_list, output_list |
| 1125 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1126 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1127 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1128 | self.ser, |
| 1129 | validator_fcns, |
| 1130 | error_name, |
| 1131 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1132 | input_shape=a.shape, |
| 1133 | output_shape=result_tens.shape, |
| 1134 | input_dtype=a.dtype, |
| 1135 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1136 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1137 | input_list=input_list, |
| 1138 | output_list=output_list, |
| 1139 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1140 | ): |
| 1141 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1142 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1143 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1144 | return result_tens |
| 1145 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1146 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1147 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1148 | |
| 1149 | # Invalidate Input/Output list for error if checks. |
| 1150 | input_list = [a.name] |
| 1151 | output_list = [result_tens.name] |
| 1152 | pCount, cCount = op["operands"] |
| 1153 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1154 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1155 | self, error_name, input_list, output_list |
| 1156 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1157 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1158 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1159 | self.ser, |
| 1160 | validator_fcns, |
| 1161 | error_name, |
| 1162 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1163 | input_shape=a.shape, |
| 1164 | output_shape=result_tens.shape, |
| 1165 | input_dtype=a.dtype, |
| 1166 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1167 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1168 | input_list=input_list, |
| 1169 | output_list=output_list, |
| 1170 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1171 | ): |
| 1172 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1173 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1174 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1175 | return result_tens |
| 1176 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1177 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1178 | if error_name != ErrorIf.WrongInputType: |
| 1179 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1180 | |
| 1181 | # To store variable length list of input tensors we need to store axis along with it |
| 1182 | axis = a[-1] |
| 1183 | a = a[:-1] |
| 1184 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1185 | result_tens = OutputShaper.concatOp( |
| 1186 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1187 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1188 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1189 | input_tensor_names = [] |
| 1190 | for tensor in a: |
| 1191 | input_tensor_names.append(tensor.name) |
| 1192 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1193 | # Invalidate Input/Output list for error if checks. |
| 1194 | input_list = input_tensor_names |
| 1195 | output_list = [result_tens.name] |
| 1196 | pCount, cCount = op["operands"] |
| 1197 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1198 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1199 | self, error_name, input_list, output_list |
| 1200 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1201 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1202 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1203 | self.ser, |
| 1204 | validator_fcns, |
| 1205 | error_name, |
| 1206 | op=op, |
| 1207 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1208 | input_shape=a[0].shape, |
| 1209 | output_shape=result_tens.shape, |
| 1210 | input_dtype=a[0].dtype, |
| 1211 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1212 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1213 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1214 | input_list=input_list, |
| 1215 | output_list=output_list, |
| 1216 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1217 | ): |
| 1218 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1219 | |
| 1220 | attr = ts.TosaSerializerAttribute() |
| 1221 | attr.AxisAttribute(axis) |
| 1222 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1223 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1224 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1225 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1226 | def build_pad( |
| 1227 | self, |
| 1228 | op, |
| 1229 | a, |
| 1230 | padding, |
| 1231 | pad_const_int, |
| 1232 | pad_const_float, |
| 1233 | validator_fcns=None, |
| 1234 | error_name=None, |
| 1235 | qinfo=None, |
| 1236 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1237 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1238 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1239 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1240 | attr.PadAttribute( |
| 1241 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1242 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1243 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1244 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1245 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1246 | output_list = [result_tens.name] |
| 1247 | pCount, cCount = op["operands"] |
| 1248 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1249 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1250 | self, error_name, input_list, output_list |
| 1251 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1252 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1253 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1254 | self.ser, |
| 1255 | validator_fcns, |
| 1256 | error_name, |
| 1257 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1258 | input_shape=a.shape, |
| 1259 | output_shape=result_tens.shape, |
| 1260 | input_dtype=a.dtype, |
| 1261 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1262 | pad=padding, |
| 1263 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1264 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1265 | input_list=input_list, |
| 1266 | output_list=output_list, |
| 1267 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1268 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1269 | ): |
| 1270 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1271 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1272 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1273 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1274 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1275 | 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] | 1276 | result_tens = OutputShaper.reshapeOp( |
| 1277 | self.ser, self.rng, a, newShape, error_name |
| 1278 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1279 | |
| 1280 | # Invalidate Input/Output list for error if checks. |
| 1281 | input_list = [a.name] |
| 1282 | output_list = [result_tens.name] |
| 1283 | pCount, cCount = op["operands"] |
| 1284 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1285 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1286 | self, error_name, input_list, output_list |
| 1287 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1288 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1289 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1290 | self.ser, |
| 1291 | validator_fcns, |
| 1292 | error_name, |
| 1293 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1294 | input_shape=a.shape, |
| 1295 | output_shape=result_tens.shape, |
| 1296 | input_dtype=a.dtype, |
| 1297 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1298 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1299 | input_list=input_list, |
| 1300 | output_list=output_list, |
| 1301 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1302 | ): |
| 1303 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1304 | |
| 1305 | attr = ts.TosaSerializerAttribute() |
| 1306 | attr.ReshapeAttribute(newShape) |
| 1307 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1308 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1309 | return result_tens |
| 1310 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1311 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1312 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1313 | |
| 1314 | # Invalidate Input/Output list for error if checks. |
| 1315 | input_list = [a.name] |
| 1316 | output_list = [result_tens.name] |
| 1317 | pCount, cCount = op["operands"] |
| 1318 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1319 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1320 | self, error_name, input_list, output_list |
| 1321 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1322 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1323 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1324 | self.ser, |
| 1325 | validator_fcns, |
| 1326 | error_name, |
| 1327 | op=op, |
| 1328 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1329 | input_shape=a.shape, |
| 1330 | output_shape=result_tens.shape, |
| 1331 | input_dtype=a.dtype, |
| 1332 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1333 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1334 | input_list=input_list, |
| 1335 | output_list=output_list, |
| 1336 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1337 | ): |
| 1338 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1339 | |
| 1340 | attr = ts.TosaSerializerAttribute() |
| 1341 | attr.AxisAttribute(axis) |
| 1342 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1343 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1344 | return result_tens |
| 1345 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1346 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1347 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1348 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1349 | attr = ts.TosaSerializerAttribute() |
| 1350 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1351 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1352 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1353 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1354 | output_list = [result_tens.name] |
| 1355 | pCount, cCount = op["operands"] |
| 1356 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1357 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1358 | self, error_name, input_list, output_list |
| 1359 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1360 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1361 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1362 | self.ser, |
| 1363 | validator_fcns, |
| 1364 | error_name, |
| 1365 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1366 | input_shape=a.shape, |
| 1367 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1368 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1369 | input_dtype=a.dtype, |
| 1370 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1371 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1372 | input_list=input_list, |
| 1373 | output_list=output_list, |
| 1374 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1375 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1376 | ): |
| 1377 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1378 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1379 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1380 | return result_tens |
| 1381 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1382 | 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] | 1383 | result_tens = OutputShaper.sliceOp( |
| 1384 | self.ser, self.rng, a, start, size, error_name |
| 1385 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1386 | |
| 1387 | # Invalidate Input/Output list for error if checks. |
| 1388 | input_list = [a.name] |
| 1389 | output_list = [result_tens.name] |
| 1390 | pCount, cCount = op["operands"] |
| 1391 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1392 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1393 | self, error_name, input_list, output_list |
| 1394 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1395 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1396 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1397 | self.ser, |
| 1398 | validator_fcns, |
| 1399 | error_name, |
| 1400 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1401 | input_shape=a.shape, |
| 1402 | output_shape=result_tens.shape, |
| 1403 | input_dtype=a.dtype, |
| 1404 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1405 | start=start, |
| 1406 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1407 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1408 | input_list=input_list, |
| 1409 | output_list=output_list, |
| 1410 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1411 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1412 | ): |
| 1413 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1414 | |
| 1415 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1416 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1417 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1418 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1419 | return result_tens |
| 1420 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1421 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1422 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1423 | |
| 1424 | # Invalidate Input/Output list for error if checks. |
| 1425 | input_list = [a.name] |
| 1426 | output_list = [result_tens.name] |
| 1427 | pCount, cCount = op["operands"] |
| 1428 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1429 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1430 | self, error_name, input_list, output_list |
| 1431 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1432 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1433 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1434 | self.ser, |
| 1435 | validator_fcns, |
| 1436 | error_name, |
| 1437 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1438 | input_shape=a.shape, |
| 1439 | output_shape=result_tens.shape, |
| 1440 | input_dtype=a.dtype, |
| 1441 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1442 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1443 | input_list=input_list, |
| 1444 | output_list=output_list, |
| 1445 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1446 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1447 | ): |
| 1448 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1449 | |
| 1450 | attr = ts.TosaSerializerAttribute() |
| 1451 | attr.TileAttribute(multiples) |
| 1452 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1453 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1454 | return result_tens |
| 1455 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1456 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1457 | |
| 1458 | # Create a new indicies tensor |
| 1459 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1460 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1461 | K = values.shape[1] # K |
| 1462 | W = self.randInt( |
| 1463 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1464 | ) # W |
| 1465 | indicies_arr = np.int32( |
| 1466 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1467 | ) # (N, W) |
| 1468 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1469 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1470 | result_tens = OutputShaper.gatherOp( |
| 1471 | self.ser, self.rng, values, indicies, error_name |
| 1472 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1473 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1474 | # Invalidate Input/Output list for error if checks. |
| 1475 | input_list = [values.name, indicies.name] |
| 1476 | output_list = [result_tens.name] |
| 1477 | pCount, cCount = op["operands"] |
| 1478 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1479 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1480 | self, error_name, input_list, output_list |
| 1481 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1482 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1483 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1484 | self.ser, |
| 1485 | validator_fcns, |
| 1486 | error_name, |
| 1487 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1488 | input_shape=values.shape, |
| 1489 | output_shape=result_tens.shape, |
| 1490 | input_dtype=values.dtype, |
| 1491 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1492 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1493 | input_list=input_list, |
| 1494 | output_list=output_list, |
| 1495 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1496 | ): |
| 1497 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1498 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1499 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1500 | |
| 1501 | return result_tens |
| 1502 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1503 | 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] | 1504 | |
| 1505 | # Create a new indicies tensor |
| 1506 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1507 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1508 | K = values_in.shape[1] # K |
| 1509 | W = input.shape[1] # W |
| 1510 | indicies_arr = np.int32( |
| 1511 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1512 | ) # (N, W) |
| 1513 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1514 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1515 | result_tens = OutputShaper.scatterOp( |
| 1516 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1517 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1518 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1519 | # Invalidate Input/Output list for error if checks. |
| 1520 | input_list = [values_in.name, indicies.name, input.name] |
| 1521 | output_list = [result_tens.name] |
| 1522 | pCount, cCount = op["operands"] |
| 1523 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1524 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1525 | self, error_name, input_list, output_list |
| 1526 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1527 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1528 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1529 | self.ser, |
| 1530 | validator_fcns, |
| 1531 | error_name, |
| 1532 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1533 | input_shape=values_in.shape, |
| 1534 | output_shape=result_tens.shape, |
| 1535 | input_dtype=values_in.dtype, |
| 1536 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1537 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1538 | input_list=input_list, |
| 1539 | output_list=output_list, |
| 1540 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1541 | ): |
| 1542 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1543 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1544 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1545 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1546 | return result_tens |
| 1547 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1548 | def build_resize( |
| 1549 | self, |
| 1550 | op, |
| 1551 | input, |
| 1552 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1553 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1554 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1555 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1556 | input_dtype, |
| 1557 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1558 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1559 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1560 | ): |
| 1561 | result_tens = OutputShaper.resizeOp( |
| 1562 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1563 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1564 | input, |
| 1565 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1566 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1567 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1568 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1569 | input_dtype, |
| 1570 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1571 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1572 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1573 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1574 | # Invalidate Input/Output list for error if checks. |
| 1575 | input_list = [input.name] |
| 1576 | output_list = [result_tens.name] |
| 1577 | pCount, cCount = op["operands"] |
| 1578 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1579 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1580 | self, error_name, input_list, output_list |
| 1581 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1582 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1583 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1584 | self.ser, |
| 1585 | validator_fcns, |
| 1586 | error_name, |
| 1587 | op=op, |
| 1588 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1589 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1590 | input_dtype=input_dtype, |
| 1591 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1592 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1593 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1594 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1595 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1596 | input_list=input_list, |
| 1597 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1598 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1599 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1600 | ): |
| 1601 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1602 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1603 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1604 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1605 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1606 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1607 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1608 | return result_tens |
| 1609 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1610 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1611 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1612 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1613 | self.ser.addOperator( |
| 1614 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1615 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1616 | return result_tens |
| 1617 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1618 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1619 | self.ser.addOutputTensor(val) |
| 1620 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1621 | |
| 1622 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1623 | 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] | 1624 | result_tens = OutputShaper.typeConversionOp( |
| 1625 | self.ser, self.rng, val, out_dtype, error_name |
| 1626 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1627 | |
| 1628 | # Invalidate Input/Output list for error if checks. |
| 1629 | input_list = [val.name] |
| 1630 | output_list = [result_tens.name] |
| 1631 | pCount, cCount = op["operands"] |
| 1632 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1633 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1634 | self, error_name, input_list, output_list |
| 1635 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1636 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1637 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1638 | self.ser, |
| 1639 | validator_fcns, |
| 1640 | error_name, |
| 1641 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1642 | input_shape=val.shape, |
| 1643 | output_shape=result_tens.shape, |
| 1644 | input_dtype=val.dtype, |
| 1645 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1646 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1647 | input_list=input_list, |
| 1648 | output_list=output_list, |
| 1649 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1650 | ): |
| 1651 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1652 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1653 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1654 | return result_tens |
| 1655 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1656 | def build_rescale( |
| 1657 | self, |
| 1658 | op, |
| 1659 | val, |
| 1660 | out_dtype, |
| 1661 | scale32, |
| 1662 | double_round, |
| 1663 | per_channel, |
| 1664 | validator_fcns, |
| 1665 | error_name, |
| 1666 | ): |
| 1667 | result_tens = OutputShaper.typeConversionOp( |
| 1668 | self.ser, self.rng, val, out_dtype, error_name |
| 1669 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1670 | |
| 1671 | if per_channel: |
| 1672 | nc = val.shape[-1] |
| 1673 | else: |
| 1674 | nc = 1 |
| 1675 | |
| 1676 | in_type_width = self.typeWidth(val.dtype) |
| 1677 | out_type_width = self.typeWidth(out_dtype) |
| 1678 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1679 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1680 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1681 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1682 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1683 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1684 | in_type_width += 1 |
| 1685 | elif error_name in [ |
| 1686 | ErrorIf.InputZeroPointNotZero, |
| 1687 | ErrorIf.U16InputZeroPointNotValid, |
| 1688 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1689 | input_zp = self.randInt(-128, 128) |
| 1690 | if input_zp == 0: |
| 1691 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1692 | in_type_width += 1 |
| 1693 | elif val.dtype == DType.UINT16: |
| 1694 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1695 | input_zp = self.rng.choice([0, 32768]) |
| 1696 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1697 | else: |
| 1698 | input_zp = 0 |
| 1699 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1700 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1701 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1702 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1703 | elif out_dtype == DType.UINT8: |
| 1704 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1705 | out_type_width += 1 |
| 1706 | elif error_name in [ |
| 1707 | ErrorIf.OutputZeroPointNotZero, |
| 1708 | ErrorIf.U16OutputZeroPointNotValid, |
| 1709 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1710 | output_zp = self.randInt(-128, 128) |
| 1711 | if output_zp == 0: |
| 1712 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1713 | out_type_width += 1 |
| 1714 | elif out_dtype == DType.UINT16: |
| 1715 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1716 | output_zp = self.rng.choice([0, 32768]) |
| 1717 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1718 | else: |
| 1719 | output_zp = 0 |
| 1720 | |
| 1721 | # Calculate scale based on: |
| 1722 | # scale = a *(2^output_width)/(2^input_width)) |
| 1723 | |
| 1724 | a = np.float32(self.rng.random(size=[nc])) |
| 1725 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1726 | |
| 1727 | if scale32: |
| 1728 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1729 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1730 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1731 | else: |
| 1732 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1733 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1734 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1735 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1736 | |
| 1737 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1738 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1739 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1740 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1741 | |
| 1742 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1743 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1744 | scale_arr[i], scale32 |
| 1745 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1746 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1747 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1748 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1749 | # 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] | 1750 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1751 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1752 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1753 | assert val.placeholderFilename |
| 1754 | values = np.load( |
| 1755 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1756 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1757 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1758 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1759 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1760 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1761 | if not np.all(np.array_equal(values, val_adj)): |
| 1762 | # Values changed so overwrite file with new values |
| 1763 | np.save( |
| 1764 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1765 | val_adj, |
| 1766 | False, |
| 1767 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1768 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1769 | # Invalidate Input/Output list for error if checks. |
| 1770 | input_list = [val.name] |
| 1771 | output_list = [result_tens.name] |
| 1772 | pCount, cCount = op["operands"] |
| 1773 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1774 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1775 | self, error_name, input_list, output_list |
| 1776 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1777 | |
| 1778 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1779 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1780 | self.ser, |
| 1781 | validator_fcns, |
| 1782 | error_name, |
| 1783 | op=op, |
| 1784 | input_dtype=val.dtype, |
| 1785 | output_dtype=out_dtype, |
| 1786 | input_shape=val.shape, |
| 1787 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1788 | scale32=scale32, |
| 1789 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1790 | input_list=input_list, |
| 1791 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1792 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1793 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1794 | ): |
| 1795 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1796 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1797 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1798 | attr.RescaleAttribute( |
| 1799 | input_zp, |
| 1800 | output_zp, |
| 1801 | multiplier_arr, |
| 1802 | shift_arr, |
| 1803 | scale32, |
| 1804 | double_round, |
| 1805 | per_channel, |
| 1806 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1807 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1808 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1809 | return result_tens |
| 1810 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1811 | def _get_condition_tensor(self, op, cond, error_name): |
| 1812 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
| 1813 | cond_type = get_wrong_output_type(op, self.rng, DType.BOOL) |
| 1814 | else: |
| 1815 | cond_type = DType.BOOL |
| 1816 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 1817 | choice = self.rng.choice([1, 2]) |
| 1818 | if choice == 1: |
| 1819 | cond_shape = [2] |
| 1820 | else: |
| 1821 | cond_shape = [1, 2] |
| 1822 | else: |
| 1823 | # Must be of size 1 (rank 0) |
| 1824 | cond_shape = [] |
| 1825 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 1826 | return cond_tens |
| 1827 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1828 | def build_cond_if_const( |
| 1829 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 1830 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1831 | # 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] | 1832 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1833 | # and fill them with const nodes for the body. |
| 1834 | |
| 1835 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1836 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1837 | |
| 1838 | # Make then/else tensors |
| 1839 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1840 | |
| 1841 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1842 | if error_name in [ |
| 1843 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1844 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1845 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1846 | incorrect_shape = deepcopy(then_tens.shape) |
| 1847 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1848 | incorrect_shape[i] += ( |
| 1849 | self.rng.choice([-3, -2, 2, 3]) |
| 1850 | if incorrect_shape[i] > 3 |
| 1851 | else self.rng.choice([1, 2, 4]) |
| 1852 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1853 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 1854 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1855 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 1856 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1857 | |
| 1858 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1859 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1860 | |
| 1861 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1862 | then_block = "THEN_BLOCK" |
| 1863 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1864 | attr = ts.TosaSerializerAttribute() |
| 1865 | attr.CondIfAttribute(then_block, else_block) |
| 1866 | |
| 1867 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1868 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1869 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1870 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1871 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1872 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 1873 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1874 | else: |
| 1875 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1876 | self.ser.addOutputTensor(then_tens) |
| 1877 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1878 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1879 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 1880 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1881 | else: |
| 1882 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1883 | self.ser.addOutputTensor(else_tens) |
| 1884 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1885 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1886 | self.ser, |
| 1887 | validator_fcns, |
| 1888 | error_name, |
| 1889 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1890 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1891 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1892 | ): |
| 1893 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1894 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1895 | return result_tens |
| 1896 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1897 | def build_cond_if_binary( |
| 1898 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 1899 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1900 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 1901 | # alternately add or subtract them based on the condition |
| 1902 | |
| 1903 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1904 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1905 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1906 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1907 | |
| 1908 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1909 | then_block = "THEN_BLOCK" |
| 1910 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1911 | attr = ts.TosaSerializerAttribute() |
| 1912 | attr.CondIfAttribute(then_block, else_block) |
| 1913 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1914 | if error_name in [ |
| 1915 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 1916 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 1917 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1918 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1919 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1920 | incorrect_shape = a.shape.copy() |
| 1921 | for i in range(len(incorrect_shape)): |
| 1922 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1923 | incorrect_block_input = deepcopy(a) |
| 1924 | incorrect_block_input.shape = incorrect_shape |
| 1925 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1926 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1927 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1928 | 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] | 1929 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1930 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 1931 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1932 | then_op, else_op = Op.ADD, Op.SUB |
| 1933 | elif a.dtype in (DType.INT8, DType.INT16): |
| 1934 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 1935 | else: |
| 1936 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1937 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1938 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1939 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1940 | if ( |
| 1941 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 1942 | and block == then_block |
| 1943 | ) or ( |
| 1944 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 1945 | and block == else_block |
| 1946 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1947 | self.ser.addInputTensor(incorrect_block_input) |
| 1948 | self.ser.addInputTensor(b) |
| 1949 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1950 | elif ( |
| 1951 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 1952 | and block == then_block |
| 1953 | ) or ( |
| 1954 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 1955 | and block == else_block |
| 1956 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1957 | self.ser.addInputTensor(a) |
| 1958 | self.ser.addInputTensor(b) |
| 1959 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 1960 | else: |
| 1961 | self.ser.addInputTensor(a) |
| 1962 | self.ser.addInputTensor(b) |
| 1963 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1964 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1965 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1966 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1967 | self.ser, |
| 1968 | validator_fcns, |
| 1969 | error_name, |
| 1970 | op=op, |
| 1971 | a=a, |
| 1972 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1973 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1974 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1975 | ): |
| 1976 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1977 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1978 | return result_tens |
| 1979 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1980 | 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] | 1981 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1982 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1983 | cond_block = "COND_BLOCK" |
| 1984 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1985 | |
| 1986 | attr = ts.TosaSerializerAttribute() |
| 1987 | attr.WhileLoopAttribute(cond_block, body_block) |
| 1988 | |
| 1989 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1990 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1991 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1992 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1993 | |
| 1994 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1995 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 1996 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1997 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 1998 | incorrect_acc = deepcopy(acc) |
| 1999 | for i in range(len(incorrect_acc.shape)): |
| 2000 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2001 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2002 | else: |
| 2003 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2004 | |
| 2005 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2006 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2007 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2008 | [iter.name, a.name, acc.name], |
| 2009 | [iter_out.name, a_out.name, acc_out.name], |
| 2010 | attr, |
| 2011 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2012 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2013 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2014 | if error_name in [ |
| 2015 | ErrorIf.InputListCondGraphMismatch, |
| 2016 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2017 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2018 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2019 | incorrect_iter = deepcopy(iter) |
| 2020 | for i in range(len(incorrect_iter.shape)): |
| 2021 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2022 | if len(incorrect_iter.shape) == 0: |
| 2023 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2024 | |
| 2025 | incorrect_acc = deepcopy(acc) |
| 2026 | for i in range(len(incorrect_acc.shape)): |
| 2027 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2028 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2029 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2030 | self.ser.addBasicBlock(cond_block) |
| 2031 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2032 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2033 | self.ser.addInputTensor(incorrect_iter) |
| 2034 | self.ser.addInputTensor(a) |
| 2035 | self.ser.addInputTensor(incorrect_acc) |
| 2036 | else: |
| 2037 | self.ser.addInputTensor(iter) |
| 2038 | self.ser.addInputTensor(a) |
| 2039 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2040 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2041 | |
| 2042 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2043 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2044 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2045 | cond_type = DType.BOOL |
| 2046 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2047 | choice = self.rng.choice([1, 2]) |
| 2048 | if choice == 1: |
| 2049 | cond_shape = [3] |
| 2050 | else: |
| 2051 | cond_shape = [1, 2] |
| 2052 | else: |
| 2053 | cond_shape = [] |
| 2054 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2055 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2056 | 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] | 2057 | |
| 2058 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2059 | # 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] | 2060 | self.ser.addBasicBlock(body_block) |
| 2061 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2062 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2063 | self.ser.addInputTensor(incorrect_iter) |
| 2064 | self.ser.addInputTensor(a) |
| 2065 | self.ser.addInputTensor(incorrect_acc) |
| 2066 | else: |
| 2067 | self.ser.addInputTensor(iter) |
| 2068 | self.ser.addInputTensor(a) |
| 2069 | self.ser.addInputTensor(acc) |
| 2070 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2071 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2072 | |
| 2073 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2074 | iter_body_out = self.ser.addIntermediate( |
| 2075 | incorrect_iter.shape, incorrect_iter.dtype |
| 2076 | ) |
| 2077 | acc_body_out = self.ser.addIntermediate( |
| 2078 | incorrect_acc.shape, incorrect_acc.dtype |
| 2079 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2080 | else: |
| 2081 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2082 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2083 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2084 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2085 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2086 | self.ser.addOutputTensor(iter_body_out) |
| 2087 | self.ser.addOutputTensor(a) |
| 2088 | self.ser.addOutputTensor(acc_body_out) |
| 2089 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2090 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2091 | self.ser, |
| 2092 | validator_fcns, |
| 2093 | error_name, |
| 2094 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2095 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2096 | ): |
| 2097 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2098 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2099 | return acc_out |
| 2100 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2101 | def build_fft2d( |
| 2102 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2103 | ): |
| 2104 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2105 | |
| 2106 | input_names = [val1.name, val2.name] |
| 2107 | pCount, cCount = op["operands"] |
| 2108 | num_operands = pCount + cCount |
| 2109 | |
| 2110 | output_names = [res.name for res in results] |
| 2111 | output_shapes = [res.shape for res in results] |
| 2112 | output_dtypes = [res.dtype for res in results] |
| 2113 | |
| 2114 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2115 | self, error_name, input_names, output_names |
| 2116 | ) |
| 2117 | |
| 2118 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2119 | self.ser, |
| 2120 | validator_fcns, |
| 2121 | error_name, |
| 2122 | op=op, |
| 2123 | inverse=inverse, |
| 2124 | input1=val1, |
| 2125 | input2=val2, |
| 2126 | input_shape=val1.shape, |
| 2127 | input_dtype=val1.dtype, |
| 2128 | output_shape=output_shapes, |
| 2129 | output_dtype=output_dtypes, |
| 2130 | result_tensors=results, |
| 2131 | input_list=input_names, |
| 2132 | output_list=output_names, |
| 2133 | num_operands=num_operands, |
| 2134 | ): |
| 2135 | return None |
| 2136 | |
| 2137 | attr = ts.TosaSerializerAttribute() |
| 2138 | attr.FFTAttribute(inverse) |
| 2139 | |
| 2140 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2141 | return results |
| 2142 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2143 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2144 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2145 | |
| 2146 | input_names = [val.name] |
| 2147 | pCount, cCount = op["operands"] |
| 2148 | num_operands = pCount + cCount |
| 2149 | |
| 2150 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2151 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2152 | output_dtypes = [res.dtype for res in results] |
| 2153 | |
| 2154 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2155 | self, error_name, input_names, output_names |
| 2156 | ) |
| 2157 | |
| 2158 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2159 | self.ser, |
| 2160 | validator_fcns, |
| 2161 | error_name, |
| 2162 | op=op, |
| 2163 | input_shape=val.shape, |
| 2164 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2165 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2166 | output_dtype=output_dtypes, |
| 2167 | result_tensors=results, |
| 2168 | input_list=input_names, |
| 2169 | output_list=output_names, |
| 2170 | num_operands=num_operands, |
| 2171 | ): |
| 2172 | return None |
| 2173 | |
| 2174 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2175 | return results |
| 2176 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2177 | def create_filter_lists( |
| 2178 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2179 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2180 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2181 | default_test_rank_range = range(1, 5) |
| 2182 | if not shapeFilter: |
| 2183 | shapeFilter = [None] |
| 2184 | |
| 2185 | # Calculate the filters based on what is requested and what the operator allows |
| 2186 | rmin, rmax = op["rank"] |
| 2187 | if rankFilter is not None: |
| 2188 | cleanRankFilter = [] |
| 2189 | # Ensure rankFilter values are allowed by operator |
| 2190 | for rank in rankFilter: |
| 2191 | if rank >= rmin and rank <= rmax: |
| 2192 | cleanRankFilter.append(rank) |
| 2193 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2194 | # Ensure default behaviour is bounded by default range or by operator, |
| 2195 | # whichever is the smaller range of ranks. |
| 2196 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2197 | cleanRankFilter = ( |
| 2198 | opRankRange |
| 2199 | if len(opRankRange) <= len(default_test_rank_range) |
| 2200 | else default_test_rank_range |
| 2201 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2202 | else: |
| 2203 | cleanRankFilter = range(rmin, rmax + 1) |
| 2204 | |
| 2205 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2206 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2207 | if dtypeFilter is not None: |
| 2208 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2209 | # Create list of operator dtypes filtered by requested dtypes |
| 2210 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2211 | if dtype in dtypeFilter or ( |
| 2212 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2213 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2214 | cleanDtypeFilter.append(dtype) |
| 2215 | else: |
| 2216 | cleanDtypeFilter = dtypes |
| 2217 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2218 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2219 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2220 | "shapeFilter": shapeFilter, |
| 2221 | "rankFilter": cleanRankFilter, |
| 2222 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2223 | } |
| 2224 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2225 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2226 | if validator is not None: |
| 2227 | validator_info = validator(check=False, op=op) |
| 2228 | else: |
| 2229 | return None |
| 2230 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2231 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2232 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2233 | # Set parameters as required |
| 2234 | if error_arguments["rank"] is not None: |
| 2235 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2236 | else: |
| 2237 | rankFilter = cleanRankFilter |
| 2238 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2239 | if error_arguments["dtype"] is not None: |
| 2240 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2241 | else: |
| 2242 | dtypeFilter = cleanDtypeFilter |
| 2243 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2244 | if error_arguments["shape"] is not None: |
| 2245 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2246 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2247 | shapeFilter = shapeFilter[ |
| 2248 | :2 |
| 2249 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2250 | |
| 2251 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2252 | "shapeFilter": shapeFilter, |
| 2253 | "rankFilter": rankFilter, |
| 2254 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2255 | } |
| 2256 | return filterDict |
| 2257 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2258 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2259 | self, |
| 2260 | opName, |
| 2261 | shapeFilter=[None], |
| 2262 | rankFilter=None, |
| 2263 | dtypeFilter=None, |
| 2264 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2265 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2266 | |
| 2267 | try: |
| 2268 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2269 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2270 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2271 | |
| 2272 | # Initialize a new random number generator |
| 2273 | self.rng = np.random.default_rng(self.random_seed) |
| 2274 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2275 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2276 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2277 | # Test list consists of a tuple of: |
| 2278 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2279 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2280 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2281 | error_if_validators = op["error_if_validators"] |
| 2282 | else: |
| 2283 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2284 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2285 | for validator in error_if_validators: |
| 2286 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2287 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2288 | else: |
| 2289 | error_name = None |
| 2290 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2291 | filterDict = self.create_filter_lists( |
| 2292 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2293 | ) |
| 2294 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2295 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2296 | cleanRankFilter = filterDict["rankFilter"] |
| 2297 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2298 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2299 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2300 | |
| 2301 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2302 | for t in cleanDtypeFilter: |
| 2303 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2304 | # Filter out by rank |
| 2305 | if shape is not None and len(shape) != r: |
| 2306 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2307 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2308 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2309 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2310 | shapeStr = self.shapeStr(shapeList[0]) |
| 2311 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2312 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2313 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2314 | argList = [] |
| 2315 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2316 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2317 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2318 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2319 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2320 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2321 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2322 | if argStr: |
| 2323 | testStr = "{}_{}_{}_{}".format( |
| 2324 | opName, shapeStr, typeStr, argStr |
| 2325 | ) |
| 2326 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2327 | testStr = "{}_{}_{}".format( |
| 2328 | opName, shapeStr, typeStr |
| 2329 | ) |
| 2330 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2331 | if argStr: |
| 2332 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2333 | opName, error_name, shapeStr, typeStr, argStr |
| 2334 | ) |
| 2335 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2336 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2337 | opName, error_name, shapeStr, typeStr |
| 2338 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2339 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2340 | testList.append( |
| 2341 | (opName, testStr, t, error_name, shapeList, args) |
| 2342 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2343 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2344 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2345 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2346 | if "invalid_test_validators" in op: |
| 2347 | invalid_test_validators = op["invalid_test_validators"] |
| 2348 | clean_testList = [] |
| 2349 | for test in testList: |
| 2350 | for validator_fcn in invalid_test_validators: |
| 2351 | remove_test = False |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2352 | if validator_fcn( |
| 2353 | opName=test[0], |
| 2354 | input_dtype=test[2], |
| 2355 | shapeList=test[4], |
| 2356 | args=test[5], |
| 2357 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2358 | remove_test = True |
| 2359 | if not remove_test: |
| 2360 | clean_testList.append(test) |
| 2361 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2362 | |
| 2363 | return testList |
| 2364 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2365 | def serializeTest( |
| 2366 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2367 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2368 | try: |
| 2369 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2370 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2371 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2372 | |
| 2373 | # Create a serializer |
| 2374 | self.createSerializer(opName, testStr) |
| 2375 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2376 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2377 | if "error_if_validators" in op: |
| 2378 | error_if_validators = op["error_if_validators"] |
| 2379 | else: |
| 2380 | error_if_validators = None |
| 2381 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2382 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2383 | num_operands = pCount + cCount |
| 2384 | |
| 2385 | if isinstance(dtype_or_dtypeList, list): |
| 2386 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2387 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2388 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2389 | else: |
| 2390 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2391 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2392 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2393 | assert ( |
| 2394 | len(shapeList) == num_operands |
| 2395 | ), "shapeList length {} must match number of operands {}".format( |
| 2396 | len(shapeList), num_operands |
| 2397 | ) |
| 2398 | assert ( |
| 2399 | len(dtypeList) == num_operands |
| 2400 | ), "dtypeList length {} must match number of operands {}".format( |
| 2401 | len(dtypeList), num_operands |
| 2402 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2403 | |
| 2404 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2405 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2406 | except KeyError: |
| 2407 | qgen = None |
| 2408 | |
| 2409 | # Build the random tensor operands and the test |
| 2410 | tens = [] |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2411 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2412 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2413 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2414 | else: |
| 2415 | qinfo = None |
| 2416 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 2417 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2418 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2419 | try: |
| 2420 | if error_if_validators is None: |
| 2421 | if qinfo is not None: |
| 2422 | resultName = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2423 | else: |
| 2424 | resultName = build_fcn(self, op, *tens, *testArgs) |
| 2425 | else: |
| 2426 | if qinfo is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2427 | resultName = build_fcn( |
| 2428 | self, |
| 2429 | op, |
| 2430 | *tens, |
| 2431 | *testArgs, |
| 2432 | validator_fcns=error_if_validators, |
| 2433 | error_name=error_name, |
| 2434 | qinfo=qinfo, |
| 2435 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2436 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2437 | resultName = build_fcn( |
| 2438 | self, |
| 2439 | op, |
| 2440 | *tens, |
| 2441 | *testArgs, |
| 2442 | validator_fcns=error_if_validators, |
| 2443 | error_name=error_name, |
| 2444 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2445 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2446 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2447 | raise e |
| 2448 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2449 | if resultName: |
| 2450 | # The test is valid, serialize it |
| 2451 | self.serialize("test") |
| 2452 | else: |
| 2453 | # The test is not valid |
| 2454 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2455 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2456 | def createDynamicOpLists(self): |
| 2457 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2458 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2459 | # Already created these lists (can occur when class is initialized more than once) |
| 2460 | return |
| 2461 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2462 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2463 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2464 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2465 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2466 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2467 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2468 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2469 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2470 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2471 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2472 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2473 | "depthwise_conv2d_TEMPLATE" |
| 2474 | ].copy() |
| 2475 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2476 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2477 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2478 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2479 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2480 | "transpose_conv2d_TEMPLATE" |
| 2481 | ].copy() |
| 2482 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2483 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2484 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2485 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2486 | for k in KERNELS_3D: |
| 2487 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2488 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2489 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2490 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2491 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2492 | # Delete any templates after having created any dynamic ops |
| 2493 | # This is a two-pass operation because it's bad practice to delete |
| 2494 | # keys from dictionaries while iterating |
| 2495 | keyList = [] |
| 2496 | for k in self.TOSA_OP_LIST: |
| 2497 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2498 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2499 | keyList.append(k) |
| 2500 | continue |
| 2501 | except KeyError: |
| 2502 | pass |
| 2503 | |
| 2504 | for k in keyList: |
| 2505 | del self.TOSA_OP_LIST[k] |
| 2506 | |
| 2507 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2508 | """Fill in default fields for ops if they aren't already specified. |
| 2509 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2510 | for op in self.TOSA_OP_LIST: |
| 2511 | |
| 2512 | # Required fields |
| 2513 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2514 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2515 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2516 | raise Exception( |
| 2517 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2518 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2519 | |
| 2520 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2521 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2522 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2523 | raise Exception( |
| 2524 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2525 | op |
| 2526 | ) |
| 2527 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2528 | |
| 2529 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2530 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2531 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2532 | raise Exception( |
| 2533 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2534 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2535 | |
| 2536 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2537 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2538 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2539 | raise Exception( |
| 2540 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2541 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2542 | |
| 2543 | # Put in default rank range, if missing |
| 2544 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2545 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2546 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2547 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2548 | |
| 2549 | # Tensor operator list |
| 2550 | # 'op': op name |
| 2551 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2552 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2553 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2554 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2555 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2556 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2557 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2558 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2559 | TYPE_INT_FP = [ |
| 2560 | DType.INT8, |
| 2561 | DType.INT16, |
| 2562 | DType.INT32, |
| 2563 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2564 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2565 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2566 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2567 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2568 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2569 | TYPE_FI32 = [ |
| 2570 | DType.FP32, |
| 2571 | DType.FP16, |
| 2572 | DType.BF16, |
| 2573 | DType.INT32, |
| 2574 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2575 | TYPE_FIB = [ |
| 2576 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2577 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2578 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2579 | DType.INT8, |
| 2580 | DType.INT16, |
| 2581 | DType.INT32, |
| 2582 | DType.BOOL, |
| 2583 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2584 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2585 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2586 | 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] | 2587 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2588 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2589 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2590 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2591 | [DType.INT8, DType.INT8, DType.INT32], |
| 2592 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2593 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2594 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2595 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2596 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2597 | ] |
| 2598 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2599 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2600 | |
| 2601 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2602 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2603 | "argmax": { |
| 2604 | "op": Op.ARGMAX, |
| 2605 | "operands": (1, 0), |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 2606 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2607 | "build_fcn": ( |
| 2608 | build_argmax, |
| 2609 | TosaTensorGen.tgBasic, |
| 2610 | TosaTensorValuesGen.tvgDefault, |
| 2611 | TosaArgGen.agAxis, |
| 2612 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2613 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2614 | "error_if_validators": ( |
| 2615 | TosaErrorValidator.evAxisSmallerZero, |
| 2616 | TosaErrorValidator.evAxisLargerRank, |
| 2617 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2618 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2619 | TosaErrorValidator.evWrongRank, |
| 2620 | TosaErrorValidator.evWrongInputType, |
| 2621 | TosaErrorValidator.evWrongOutputType, |
| 2622 | TosaErrorValidator.evWrongInputList, |
| 2623 | TosaErrorValidator.evWrongOutputList, |
| 2624 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2625 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2626 | "avg_pool2d": { |
| 2627 | "op": Op.AVG_POOL2D, |
| 2628 | "operands": (1, 0), |
| 2629 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2630 | "build_fcn": ( |
| 2631 | build_pool2d, |
| 2632 | TosaTensorGen.tgNHWC, |
| 2633 | TosaTensorValuesGen.tvgDefault, |
| 2634 | TosaArgGen.agPooling, |
| 2635 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2636 | "qgen": TosaQuantGen.qgUnary, |
| 2637 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2638 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2639 | "error_if_validators": ( |
| 2640 | TosaErrorValidator.evKernelSmallerOne, |
| 2641 | TosaErrorValidator.evStrideSmallerOne, |
| 2642 | TosaErrorValidator.evPadSmallerZero, |
| 2643 | TosaErrorValidator.evWrongRank, |
| 2644 | TosaErrorValidator.evWrongInputType, |
| 2645 | TosaErrorValidator.evWrongOutputType, |
| 2646 | TosaErrorValidator.evWrongInputList, |
| 2647 | TosaErrorValidator.evWrongOutputList, |
| 2648 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2649 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2650 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2651 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2652 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2653 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2654 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2655 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2656 | "conv2d_TEMPLATE": { |
| 2657 | "op": Op.CONV2D, |
| 2658 | "operands": (1, 2), |
| 2659 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2660 | "build_fcn": ( |
| 2661 | build_conv2d, |
| 2662 | TosaTensorGen.tgConv2D, |
| 2663 | TosaTensorValuesGen.tvgDefault, |
| 2664 | TosaArgGen.agConv, |
| 2665 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2666 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2667 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2668 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2669 | "error_if_validators": ( |
| 2670 | TosaErrorValidator.evWrongInputType, |
| 2671 | TosaErrorValidator.evWrongOutputType, |
| 2672 | TosaErrorValidator.evWrongInputList, |
| 2673 | TosaErrorValidator.evWrongOutputList, |
| 2674 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2675 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2676 | TosaErrorValidator.evPadSmallerZero, |
| 2677 | TosaErrorValidator.evStrideSmallerOne, |
| 2678 | TosaErrorValidator.evDilationSmallerOne, |
| 2679 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2680 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2681 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2682 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2683 | "template": True, |
| 2684 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2685 | # Templated operator. Filled in by createDynamicOpLists |
| 2686 | "conv3d_TEMPLATE": { |
| 2687 | "op": Op.CONV3D, |
| 2688 | "operands": (1, 2), |
| 2689 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2690 | "build_fcn": ( |
| 2691 | build_conv3d, |
| 2692 | TosaTensorGen.tgConv3D, |
| 2693 | TosaTensorValuesGen.tvgDefault, |
| 2694 | TosaArgGen.agConv, |
| 2695 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2696 | "qgen": TosaQuantGen.qgConv, |
| 2697 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2698 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2699 | "error_if_validators": ( |
| 2700 | TosaErrorValidator.evWrongInputType, |
| 2701 | TosaErrorValidator.evWrongOutputType, |
| 2702 | TosaErrorValidator.evWrongInputList, |
| 2703 | TosaErrorValidator.evWrongOutputList, |
| 2704 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2705 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2706 | TosaErrorValidator.evPadSmallerZero, |
| 2707 | TosaErrorValidator.evStrideSmallerOne, |
| 2708 | TosaErrorValidator.evDilationSmallerOne, |
| 2709 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2710 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2711 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2712 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2713 | "template": True, |
| 2714 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2715 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2716 | "depthwise_conv2d_TEMPLATE": { |
| 2717 | "op": Op.DEPTHWISE_CONV2D, |
| 2718 | "operands": (1, 2), |
| 2719 | "filter": [1, 1], |
| 2720 | "rank": (4, 4), |
| 2721 | "build_fcn": ( |
| 2722 | build_depthwise_conv2d, |
| 2723 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2724 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2725 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2726 | ), |
| 2727 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2728 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2729 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2730 | "error_if_validators": ( |
| 2731 | TosaErrorValidator.evWrongInputType, |
| 2732 | TosaErrorValidator.evWrongOutputType, |
| 2733 | TosaErrorValidator.evWrongInputList, |
| 2734 | TosaErrorValidator.evWrongOutputList, |
| 2735 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2736 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2737 | TosaErrorValidator.evPadSmallerZero, |
| 2738 | TosaErrorValidator.evStrideSmallerOne, |
| 2739 | TosaErrorValidator.evDilationSmallerOne, |
| 2740 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2741 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2742 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2743 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2744 | "template": True, |
| 2745 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2746 | "fully_connected": { |
| 2747 | "op": Op.FULLY_CONNECTED, |
| 2748 | "operands": (1, 2), |
| 2749 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2750 | "build_fcn": ( |
| 2751 | build_fully_connected, |
| 2752 | TosaTensorGen.tgFullyConnected, |
| 2753 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2754 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2755 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2756 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2757 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2758 | "error_if_validators": ( |
| 2759 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2760 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2761 | TosaErrorValidator.evWrongRank, |
| 2762 | TosaErrorValidator.evWrongInputType, |
| 2763 | TosaErrorValidator.evWrongOutputType, |
| 2764 | TosaErrorValidator.evWrongInputList, |
| 2765 | TosaErrorValidator.evWrongOutputList, |
| 2766 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2767 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2768 | "matmul": { |
| 2769 | "op": Op.MATMUL, |
| 2770 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2771 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2772 | "build_fcn": ( |
| 2773 | build_matmul, |
| 2774 | TosaTensorGen.tgMatmul, |
| 2775 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2776 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2777 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2778 | "qgen": TosaQuantGen.qgMatmul, |
| 2779 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2780 | "error_if_validators": ( |
| 2781 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2782 | TosaErrorValidator.evWrongRank, |
| 2783 | TosaErrorValidator.evWrongInputType, |
| 2784 | TosaErrorValidator.evWrongOutputType, |
| 2785 | TosaErrorValidator.evWrongInputList, |
| 2786 | TosaErrorValidator.evWrongOutputList, |
| 2787 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2788 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2789 | "max_pool2d": { |
| 2790 | "op": Op.MAX_POOL2D, |
| 2791 | "operands": (1, 0), |
| 2792 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2793 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2794 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2795 | TosaTensorGen.tgNHWC, |
| 2796 | TosaTensorValuesGen.tvgDefault, |
| 2797 | TosaArgGen.agPooling, |
| 2798 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2799 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2800 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2801 | "error_if_validators": ( |
| 2802 | TosaErrorValidator.evKernelSmallerOne, |
| 2803 | TosaErrorValidator.evStrideSmallerOne, |
| 2804 | TosaErrorValidator.evPadSmallerZero, |
| 2805 | TosaErrorValidator.evWrongRank, |
| 2806 | TosaErrorValidator.evWrongInputType, |
| 2807 | TosaErrorValidator.evWrongOutputType, |
| 2808 | TosaErrorValidator.evWrongInputList, |
| 2809 | TosaErrorValidator.evWrongOutputList, |
| 2810 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2811 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2812 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2813 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2814 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2815 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2816 | "transpose_conv2d_TEMPLATE": { |
| 2817 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2818 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2819 | "rank": (4, 4), |
| 2820 | "build_fcn": ( |
| 2821 | build_transpose_conv2d, |
| 2822 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2823 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2824 | TosaArgGen.agTransposeConv2D, |
| 2825 | ), |
| 2826 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2827 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2828 | "invalid_test_validators": ( |
| 2829 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 2830 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 2831 | ), |
| 2832 | "error_if_validators": ( |
| 2833 | TosaErrorValidator.evWrongInputType, |
| 2834 | TosaErrorValidator.evWrongOutputType, |
| 2835 | TosaErrorValidator.evWrongInputList, |
| 2836 | TosaErrorValidator.evWrongOutputList, |
| 2837 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2838 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 2839 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2840 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2841 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2842 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2843 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2844 | "template": True, |
| 2845 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2846 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2847 | "clamp": { |
| 2848 | "op": Op.CLAMP, |
| 2849 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2850 | "build_fcn": ( |
| 2851 | build_clamp, |
| 2852 | TosaTensorGen.tgBasic, |
| 2853 | TosaTensorValuesGen.tvgDefault, |
| 2854 | None, |
| 2855 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2856 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2857 | "error_if_validators": ( |
| 2858 | TosaErrorValidator.evMaxSmallerMin, |
| 2859 | TosaErrorValidator.evWrongInputType, |
| 2860 | TosaErrorValidator.evWrongOutputType, |
| 2861 | TosaErrorValidator.evWrongInputList, |
| 2862 | TosaErrorValidator.evWrongOutputList, |
| 2863 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2864 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2865 | "sigmoid": { |
| 2866 | "op": Op.SIGMOID, |
| 2867 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2868 | "build_fcn": ( |
| 2869 | build_sigmoid, |
| 2870 | TosaTensorGen.tgBasic, |
| 2871 | TosaTensorValuesGen.tvgDefault, |
| 2872 | None, |
| 2873 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2874 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2875 | "error_if_validators": ( |
| 2876 | TosaErrorValidator.evWrongInputType, |
| 2877 | TosaErrorValidator.evWrongOutputType, |
| 2878 | TosaErrorValidator.evWrongInputList, |
| 2879 | TosaErrorValidator.evWrongOutputList, |
| 2880 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2881 | }, |
| 2882 | "tanh": { |
| 2883 | "op": Op.TANH, |
| 2884 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2885 | "build_fcn": ( |
| 2886 | build_tanh, |
| 2887 | TosaTensorGen.tgBasic, |
| 2888 | TosaTensorValuesGen.tvgDefault, |
| 2889 | None, |
| 2890 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2891 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2892 | "error_if_validators": ( |
| 2893 | TosaErrorValidator.evWrongInputType, |
| 2894 | TosaErrorValidator.evWrongOutputType, |
| 2895 | TosaErrorValidator.evWrongInputList, |
| 2896 | TosaErrorValidator.evWrongOutputList, |
| 2897 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2898 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2899 | # Elementwise Binary Operators |
| 2900 | "add": { |
| 2901 | "op": Op.ADD, |
| 2902 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2903 | "build_fcn": ( |
| 2904 | build_binary_broadcast, |
| 2905 | TosaTensorGen.tgBroadcastFuzz, |
| 2906 | TosaTensorValuesGen.tvgAddSub, |
| 2907 | None, |
| 2908 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2909 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2910 | "error_if_validators": ( |
| 2911 | TosaErrorValidator.evRankMismatch, |
| 2912 | TosaErrorValidator.evWrongInputType, |
| 2913 | TosaErrorValidator.evWrongOutputType, |
| 2914 | TosaErrorValidator.evWrongInputList, |
| 2915 | TosaErrorValidator.evWrongOutputList, |
| 2916 | TosaErrorValidator.evDimensionMismatch, |
| 2917 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2918 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2919 | "arithmetic_right_shift": { |
| 2920 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 2921 | "operands": (2, 0), |
| 2922 | "build_fcn": ( |
| 2923 | build_arithmetic_right_shift, |
| 2924 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2925 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2926 | TosaArgGen.agArithmeticRightShift, |
| 2927 | ), |
| 2928 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2929 | "error_if_validators": ( |
| 2930 | TosaErrorValidator.evRankMismatch, |
| 2931 | TosaErrorValidator.evWrongInputType, |
| 2932 | TosaErrorValidator.evWrongOutputType, |
| 2933 | TosaErrorValidator.evWrongInputList, |
| 2934 | TosaErrorValidator.evWrongOutputList, |
| 2935 | TosaErrorValidator.evDimensionMismatch, |
| 2936 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2937 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2938 | "bitwise_and": { |
| 2939 | "op": Op.BITWISE_AND, |
| 2940 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2941 | "build_fcn": ( |
| 2942 | build_binary_broadcast, |
| 2943 | TosaTensorGen.tgBroadcastFuzz, |
| 2944 | TosaTensorValuesGen.tvgDefault, |
| 2945 | None, |
| 2946 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2947 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2948 | "error_if_validators": ( |
| 2949 | TosaErrorValidator.evRankMismatch, |
| 2950 | TosaErrorValidator.evWrongInputType, |
| 2951 | TosaErrorValidator.evWrongOutputType, |
| 2952 | TosaErrorValidator.evWrongInputList, |
| 2953 | TosaErrorValidator.evWrongOutputList, |
| 2954 | TosaErrorValidator.evDimensionMismatch, |
| 2955 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2956 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2957 | "bitwise_or": { |
| 2958 | "op": Op.BITWISE_OR, |
| 2959 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2960 | "build_fcn": ( |
| 2961 | build_binary_broadcast, |
| 2962 | TosaTensorGen.tgBroadcastFuzz, |
| 2963 | TosaTensorValuesGen.tvgDefault, |
| 2964 | None, |
| 2965 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2966 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2967 | "error_if_validators": ( |
| 2968 | TosaErrorValidator.evRankMismatch, |
| 2969 | TosaErrorValidator.evWrongInputType, |
| 2970 | TosaErrorValidator.evWrongOutputType, |
| 2971 | TosaErrorValidator.evWrongInputList, |
| 2972 | TosaErrorValidator.evWrongOutputList, |
| 2973 | TosaErrorValidator.evDimensionMismatch, |
| 2974 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2975 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2976 | "bitwise_xor": { |
| 2977 | "op": Op.BITWISE_XOR, |
| 2978 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2979 | "build_fcn": ( |
| 2980 | build_binary_broadcast, |
| 2981 | TosaTensorGen.tgBroadcastFuzz, |
| 2982 | TosaTensorValuesGen.tvgDefault, |
| 2983 | None, |
| 2984 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2985 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2986 | "error_if_validators": ( |
| 2987 | TosaErrorValidator.evRankMismatch, |
| 2988 | TosaErrorValidator.evWrongInputType, |
| 2989 | TosaErrorValidator.evWrongOutputType, |
| 2990 | TosaErrorValidator.evWrongInputList, |
| 2991 | TosaErrorValidator.evWrongOutputList, |
| 2992 | TosaErrorValidator.evDimensionMismatch, |
| 2993 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2994 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 2995 | "intdiv": { |
| 2996 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2997 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2998 | "build_fcn": ( |
| 2999 | build_binary_broadcast, |
| 3000 | TosaTensorGen.tgBroadcastFuzz, |
| 3001 | TosaTensorValuesGen.tvgIntDiv, |
| 3002 | None, |
| 3003 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3004 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3005 | "error_if_validators": ( |
| 3006 | TosaErrorValidator.evRankMismatch, |
| 3007 | TosaErrorValidator.evWrongInputType, |
| 3008 | TosaErrorValidator.evWrongOutputType, |
| 3009 | TosaErrorValidator.evWrongInputList, |
| 3010 | TosaErrorValidator.evWrongOutputList, |
| 3011 | TosaErrorValidator.evDimensionMismatch, |
| 3012 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3013 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3014 | "logical_and": { |
| 3015 | "op": Op.LOGICAL_AND, |
| 3016 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3017 | "build_fcn": ( |
| 3018 | build_binary_broadcast, |
| 3019 | TosaTensorGen.tgBroadcastFuzz, |
| 3020 | TosaTensorValuesGen.tvgDefault, |
| 3021 | None, |
| 3022 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3023 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3024 | "error_if_validators": ( |
| 3025 | TosaErrorValidator.evRankMismatch, |
| 3026 | TosaErrorValidator.evWrongInputType, |
| 3027 | TosaErrorValidator.evWrongOutputType, |
| 3028 | TosaErrorValidator.evWrongInputList, |
| 3029 | TosaErrorValidator.evWrongOutputList, |
| 3030 | TosaErrorValidator.evDimensionMismatch, |
| 3031 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3032 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3033 | "logical_left_shift": { |
| 3034 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3035 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3036 | "build_fcn": ( |
| 3037 | build_binary_broadcast, |
| 3038 | TosaTensorGen.tgBroadcastFuzz, |
| 3039 | TosaTensorValuesGen.tvgLogicalShift, |
| 3040 | None, |
| 3041 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3042 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3043 | "error_if_validators": ( |
| 3044 | TosaErrorValidator.evRankMismatch, |
| 3045 | TosaErrorValidator.evWrongInputType, |
| 3046 | TosaErrorValidator.evWrongOutputType, |
| 3047 | TosaErrorValidator.evWrongInputList, |
| 3048 | TosaErrorValidator.evWrongOutputList, |
| 3049 | TosaErrorValidator.evDimensionMismatch, |
| 3050 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3051 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3052 | "logical_right_shift": { |
| 3053 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3054 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3055 | "build_fcn": ( |
| 3056 | build_binary_broadcast, |
| 3057 | TosaTensorGen.tgBroadcastFuzz, |
| 3058 | TosaTensorValuesGen.tvgLogicalShift, |
| 3059 | None, |
| 3060 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3061 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3062 | "error_if_validators": ( |
| 3063 | TosaErrorValidator.evRankMismatch, |
| 3064 | TosaErrorValidator.evWrongInputType, |
| 3065 | TosaErrorValidator.evWrongOutputType, |
| 3066 | TosaErrorValidator.evWrongInputList, |
| 3067 | TosaErrorValidator.evWrongOutputList, |
| 3068 | TosaErrorValidator.evDimensionMismatch, |
| 3069 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3070 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3071 | "logical_or": { |
| 3072 | "op": Op.LOGICAL_OR, |
| 3073 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3074 | "build_fcn": ( |
| 3075 | build_binary_broadcast, |
| 3076 | TosaTensorGen.tgBroadcastFuzz, |
| 3077 | TosaTensorValuesGen.tvgDefault, |
| 3078 | None, |
| 3079 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3080 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3081 | "error_if_validators": ( |
| 3082 | TosaErrorValidator.evRankMismatch, |
| 3083 | TosaErrorValidator.evWrongInputType, |
| 3084 | TosaErrorValidator.evWrongOutputType, |
| 3085 | TosaErrorValidator.evWrongInputList, |
| 3086 | TosaErrorValidator.evWrongOutputList, |
| 3087 | TosaErrorValidator.evDimensionMismatch, |
| 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 | "logical_xor": { |
| 3091 | "op": Op.LOGICAL_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_BOOL, |
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, |
| 3107 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3108 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3109 | "maximum": { |
| 3110 | "op": Op.MAXIMUM, |
| 3111 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3112 | "build_fcn": ( |
| 3113 | build_binary_broadcast, |
| 3114 | TosaTensorGen.tgBroadcastFuzz, |
| 3115 | TosaTensorValuesGen.tvgDefault, |
| 3116 | None, |
| 3117 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3118 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3119 | "error_if_validators": ( |
| 3120 | TosaErrorValidator.evRankMismatch, |
| 3121 | TosaErrorValidator.evWrongInputType, |
| 3122 | TosaErrorValidator.evWrongOutputType, |
| 3123 | TosaErrorValidator.evWrongInputList, |
| 3124 | TosaErrorValidator.evWrongOutputList, |
| 3125 | TosaErrorValidator.evDimensionMismatch, |
| 3126 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3127 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3128 | "minimum": { |
| 3129 | "op": Op.MINIMUM, |
| 3130 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3131 | "build_fcn": ( |
| 3132 | build_binary_broadcast, |
| 3133 | TosaTensorGen.tgBroadcastFuzz, |
| 3134 | TosaTensorValuesGen.tvgDefault, |
| 3135 | None, |
| 3136 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3137 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3138 | "error_if_validators": ( |
| 3139 | TosaErrorValidator.evRankMismatch, |
| 3140 | TosaErrorValidator.evWrongInputType, |
| 3141 | TosaErrorValidator.evWrongOutputType, |
| 3142 | TosaErrorValidator.evWrongInputList, |
| 3143 | TosaErrorValidator.evWrongOutputList, |
| 3144 | TosaErrorValidator.evDimensionMismatch, |
| 3145 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3146 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3147 | "mul": { |
| 3148 | "op": Op.MUL, |
| 3149 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3150 | "build_fcn": ( |
| 3151 | build_mul, |
| 3152 | TosaTensorGen.tgBroadcastFuzz, |
| 3153 | TosaTensorValuesGen.tvgMul, |
| 3154 | TosaArgGen.agMul, |
| 3155 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3156 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3157 | "error_if_validators": ( |
| 3158 | TosaErrorValidator.evWrongInputType, |
| 3159 | TosaErrorValidator.evWrongOutputType, |
| 3160 | TosaErrorValidator.evWrongInputList, |
| 3161 | TosaErrorValidator.evWrongOutputList, |
| 3162 | TosaErrorValidator.evRankMismatch, |
| 3163 | TosaErrorValidator.evDimensionMismatch, |
| 3164 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3165 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3166 | "pow": { |
| 3167 | "op": Op.POW, |
| 3168 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3169 | "build_fcn": ( |
| 3170 | build_binary_broadcast, |
| 3171 | TosaTensorGen.tgBroadcastFuzz, |
| 3172 | TosaTensorValuesGen.tvgDefault, |
| 3173 | None, |
| 3174 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3175 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3176 | "error_if_validators": ( |
| 3177 | TosaErrorValidator.evRankMismatch, |
| 3178 | TosaErrorValidator.evWrongInputType, |
| 3179 | TosaErrorValidator.evWrongOutputType, |
| 3180 | TosaErrorValidator.evWrongInputList, |
| 3181 | TosaErrorValidator.evWrongOutputList, |
| 3182 | TosaErrorValidator.evDimensionMismatch, |
| 3183 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3184 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3185 | "sub": { |
| 3186 | "op": Op.SUB, |
| 3187 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3188 | "build_fcn": ( |
| 3189 | build_binary_broadcast, |
| 3190 | TosaTensorGen.tgBroadcastFuzz, |
| 3191 | TosaTensorValuesGen.tvgAddSub, |
| 3192 | None, |
| 3193 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3194 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3195 | "error_if_validators": ( |
| 3196 | TosaErrorValidator.evRankMismatch, |
| 3197 | TosaErrorValidator.evWrongInputType, |
| 3198 | TosaErrorValidator.evWrongOutputType, |
| 3199 | TosaErrorValidator.evWrongInputList, |
| 3200 | TosaErrorValidator.evWrongOutputList, |
| 3201 | TosaErrorValidator.evDimensionMismatch, |
| 3202 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3203 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3204 | "table": { |
| 3205 | "op": Op.TABLE, |
| 3206 | # Use the automatic generation functions to create the input array |
| 3207 | # but create the table tensor in the build function, as it may be |
| 3208 | # a different type from the input |
| 3209 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3210 | "build_fcn": ( |
| 3211 | build_table, |
| 3212 | TosaTensorGen.tgBasic, |
| 3213 | TosaTensorValuesGen.tvgDefault, |
| 3214 | TosaArgGen.agTable, |
| 3215 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3216 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3217 | "error_if_validators": ( |
| 3218 | TosaErrorValidator.evWrongInputType, |
| 3219 | TosaErrorValidator.evWrongOutputType, |
| 3220 | TosaErrorValidator.evWrongInputList, |
| 3221 | TosaErrorValidator.evWrongOutputList, |
| 3222 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3223 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3224 | # Elementwise Unary operators |
| 3225 | "abs": { |
| 3226 | "op": Op.ABS, |
| 3227 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3228 | "build_fcn": ( |
| 3229 | build_unary, |
| 3230 | TosaTensorGen.tgBasic, |
| 3231 | TosaTensorValuesGen.tvgDefault, |
| 3232 | None, |
| 3233 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3234 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3235 | "error_if_validators": ( |
| 3236 | TosaErrorValidator.evWrongInputType, |
| 3237 | TosaErrorValidator.evWrongOutputType, |
| 3238 | TosaErrorValidator.evWrongInputList, |
| 3239 | TosaErrorValidator.evWrongOutputList, |
| 3240 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3241 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3242 | "bitwise_not": { |
| 3243 | "op": Op.BITWISE_NOT, |
| 3244 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3245 | "build_fcn": ( |
| 3246 | build_unary, |
| 3247 | TosaTensorGen.tgBasic, |
| 3248 | TosaTensorValuesGen.tvgDefault, |
| 3249 | None, |
| 3250 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3251 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3252 | "error_if_validators": ( |
| 3253 | TosaErrorValidator.evWrongInputType, |
| 3254 | TosaErrorValidator.evWrongOutputType, |
| 3255 | TosaErrorValidator.evWrongInputList, |
| 3256 | TosaErrorValidator.evWrongOutputList, |
| 3257 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3258 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3259 | "ceil": { |
| 3260 | "op": Op.CEIL, |
| 3261 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3262 | "build_fcn": ( |
| 3263 | build_unary, |
| 3264 | TosaTensorGen.tgBasic, |
| 3265 | TosaTensorValuesGen.tvgDefault, |
| 3266 | None, |
| 3267 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3268 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3269 | "error_if_validators": ( |
| 3270 | TosaErrorValidator.evWrongInputType, |
| 3271 | TosaErrorValidator.evWrongOutputType, |
| 3272 | TosaErrorValidator.evWrongInputList, |
| 3273 | TosaErrorValidator.evWrongOutputList, |
| 3274 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3275 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3276 | "clz": { |
| 3277 | "op": Op.CLZ, |
| 3278 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3279 | "build_fcn": ( |
| 3280 | build_unary, |
| 3281 | TosaTensorGen.tgBasic, |
| 3282 | TosaTensorValuesGen.tvgDefault, |
| 3283 | None, |
| 3284 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3285 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3286 | "error_if_validators": ( |
| 3287 | TosaErrorValidator.evWrongInputType, |
| 3288 | TosaErrorValidator.evWrongOutputType, |
| 3289 | TosaErrorValidator.evWrongInputList, |
| 3290 | TosaErrorValidator.evWrongOutputList, |
| 3291 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3292 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3293 | "exp": { |
| 3294 | "op": Op.EXP, |
| 3295 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3296 | "build_fcn": ( |
| 3297 | build_unary, |
| 3298 | TosaTensorGen.tgBasic, |
| 3299 | TosaTensorValuesGen.tvgDefault, |
| 3300 | None, |
| 3301 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3302 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3303 | "error_if_validators": ( |
| 3304 | TosaErrorValidator.evWrongInputType, |
| 3305 | TosaErrorValidator.evWrongOutputType, |
| 3306 | TosaErrorValidator.evWrongInputList, |
| 3307 | TosaErrorValidator.evWrongOutputList, |
| 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 | "floor": { |
| 3311 | "op": Op.FLOOR, |
| 3312 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3313 | "build_fcn": ( |
| 3314 | build_unary, |
| 3315 | TosaTensorGen.tgBasic, |
| 3316 | TosaTensorValuesGen.tvgDefault, |
| 3317 | None, |
| 3318 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3319 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3320 | "error_if_validators": ( |
| 3321 | TosaErrorValidator.evWrongInputType, |
| 3322 | TosaErrorValidator.evWrongOutputType, |
| 3323 | TosaErrorValidator.evWrongInputList, |
| 3324 | TosaErrorValidator.evWrongOutputList, |
| 3325 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3326 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3327 | "log": { |
| 3328 | "op": Op.LOG, |
| 3329 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3330 | "build_fcn": ( |
| 3331 | build_unary, |
| 3332 | TosaTensorGen.tgBasic, |
| 3333 | TosaTensorValuesGen.tvgDefault, |
| 3334 | None, |
| 3335 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3336 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3337 | "error_if_validators": ( |
| 3338 | TosaErrorValidator.evWrongInputType, |
| 3339 | TosaErrorValidator.evWrongOutputType, |
| 3340 | TosaErrorValidator.evWrongInputList, |
| 3341 | TosaErrorValidator.evWrongOutputList, |
| 3342 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3343 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3344 | "logical_not": { |
| 3345 | "op": Op.LOGICAL_NOT, |
| 3346 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3347 | "build_fcn": ( |
| 3348 | build_unary, |
| 3349 | TosaTensorGen.tgBasic, |
| 3350 | TosaTensorValuesGen.tvgDefault, |
| 3351 | None, |
| 3352 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3353 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3354 | "error_if_validators": ( |
| 3355 | TosaErrorValidator.evWrongInputType, |
| 3356 | TosaErrorValidator.evWrongOutputType, |
| 3357 | TosaErrorValidator.evWrongInputList, |
| 3358 | TosaErrorValidator.evWrongOutputList, |
| 3359 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3360 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3361 | "negate": { |
| 3362 | "op": Op.NEGATE, |
| 3363 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3364 | "build_fcn": ( |
| 3365 | build_unary, |
| 3366 | TosaTensorGen.tgBasic, |
| 3367 | TosaTensorValuesGen.tvgNegate, |
| 3368 | None, |
| 3369 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3370 | "qgen": TosaQuantGen.qgUnary, |
| 3371 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3372 | "error_if_validators": ( |
| 3373 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3374 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3375 | TosaErrorValidator.evWrongInputType, |
| 3376 | TosaErrorValidator.evWrongOutputType, |
| 3377 | TosaErrorValidator.evWrongInputList, |
| 3378 | TosaErrorValidator.evWrongOutputList, |
| 3379 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3380 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3381 | "reciprocal": { |
| 3382 | "op": Op.RECIPROCAL, |
| 3383 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3384 | "build_fcn": ( |
| 3385 | build_unary, |
| 3386 | TosaTensorGen.tgBasic, |
| 3387 | TosaTensorValuesGen.tvgDefault, |
| 3388 | None, |
| 3389 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3390 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3391 | "error_if_validators": ( |
| 3392 | TosaErrorValidator.evWrongInputType, |
| 3393 | TosaErrorValidator.evWrongOutputType, |
| 3394 | TosaErrorValidator.evWrongInputList, |
| 3395 | TosaErrorValidator.evWrongOutputList, |
| 3396 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3397 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3398 | "rsqrt": { |
| 3399 | "op": Op.RSQRT, |
| 3400 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3401 | "build_fcn": ( |
| 3402 | build_unary, |
| 3403 | TosaTensorGen.tgBasic, |
| 3404 | TosaTensorValuesGen.tvgDefault, |
| 3405 | None, |
| 3406 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3407 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3408 | "error_if_validators": ( |
| 3409 | TosaErrorValidator.evWrongInputType, |
| 3410 | TosaErrorValidator.evWrongOutputType, |
| 3411 | TosaErrorValidator.evWrongInputList, |
| 3412 | TosaErrorValidator.evWrongOutputList, |
| 3413 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3414 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3415 | # Elementwise Ternary operators |
| 3416 | "select": { |
| 3417 | "op": Op.SELECT, |
| 3418 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3419 | "build_fcn": ( |
| 3420 | build_select, |
| 3421 | TosaTensorGen.tgBroadcastFuzz, |
| 3422 | TosaTensorValuesGen.tvgSelect, |
| 3423 | None, |
| 3424 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3425 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3426 | "error_if_validators": ( |
| 3427 | TosaErrorValidator.evRankMismatch, |
| 3428 | TosaErrorValidator.evWrongInputType, |
| 3429 | TosaErrorValidator.evWrongOutputType, |
| 3430 | TosaErrorValidator.evWrongInputList, |
| 3431 | TosaErrorValidator.evWrongOutputList, |
| 3432 | TosaErrorValidator.evDimensionMismatch, |
| 3433 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3434 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3435 | # Comparison operators |
| 3436 | "equal": { |
| 3437 | "op": Op.EQUAL, |
| 3438 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3439 | "build_fcn": ( |
| 3440 | build_comparison, |
| 3441 | TosaTensorGen.tgBroadcastFuzz, |
| 3442 | TosaTensorValuesGen.tvgEqual, |
| 3443 | None, |
| 3444 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3445 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3446 | "error_if_validators": ( |
| 3447 | TosaErrorValidator.evRankMismatch, |
| 3448 | TosaErrorValidator.evWrongInputType, |
| 3449 | TosaErrorValidator.evWrongOutputType, |
| 3450 | TosaErrorValidator.evWrongInputList, |
| 3451 | TosaErrorValidator.evWrongOutputList, |
| 3452 | TosaErrorValidator.evDimensionMismatch, |
| 3453 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3454 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3455 | "greater_equal": { |
| 3456 | "op": Op.GREATER_EQUAL, |
| 3457 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3458 | "build_fcn": ( |
| 3459 | build_comparison, |
| 3460 | TosaTensorGen.tgBroadcastFuzz, |
| 3461 | TosaTensorValuesGen.tvgDefault, |
| 3462 | None, |
| 3463 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3464 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3465 | "error_if_validators": ( |
| 3466 | TosaErrorValidator.evRankMismatch, |
| 3467 | TosaErrorValidator.evWrongInputType, |
| 3468 | TosaErrorValidator.evWrongOutputType, |
| 3469 | TosaErrorValidator.evWrongInputList, |
| 3470 | TosaErrorValidator.evWrongOutputList, |
| 3471 | TosaErrorValidator.evDimensionMismatch, |
| 3472 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3473 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3474 | "greater": { |
| 3475 | "op": Op.GREATER, |
| 3476 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3477 | "build_fcn": ( |
| 3478 | build_comparison, |
| 3479 | TosaTensorGen.tgBroadcastFuzz, |
| 3480 | TosaTensorValuesGen.tvgDefault, |
| 3481 | None, |
| 3482 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3483 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3484 | "error_if_validators": ( |
| 3485 | TosaErrorValidator.evRankMismatch, |
| 3486 | TosaErrorValidator.evWrongInputType, |
| 3487 | TosaErrorValidator.evWrongOutputType, |
| 3488 | TosaErrorValidator.evWrongInputList, |
| 3489 | TosaErrorValidator.evWrongOutputList, |
| 3490 | TosaErrorValidator.evDimensionMismatch, |
| 3491 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3492 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3493 | # Reduction operators |
| 3494 | "reduce_all": { |
| 3495 | "op": Op.REDUCE_ALL, |
| 3496 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3497 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3498 | "build_fcn": ( |
| 3499 | build_reduce, |
| 3500 | TosaTensorGen.tgBasic, |
| 3501 | TosaTensorValuesGen.tvgDefault, |
| 3502 | TosaArgGen.agAxis, |
| 3503 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3504 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3505 | "error_if_validators": ( |
| 3506 | TosaErrorValidator.evAxisLargerRank, |
| 3507 | TosaErrorValidator.evAxisSmallerZero, |
| 3508 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3509 | TosaErrorValidator.evWrongInputType, |
| 3510 | TosaErrorValidator.evWrongOutputType, |
| 3511 | TosaErrorValidator.evWrongRank, |
| 3512 | TosaErrorValidator.evWrongInputList, |
| 3513 | TosaErrorValidator.evWrongOutputList, |
| 3514 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3515 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3516 | "reduce_any": { |
| 3517 | "op": Op.REDUCE_ANY, |
| 3518 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3519 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3520 | "build_fcn": ( |
| 3521 | build_reduce, |
| 3522 | TosaTensorGen.tgBasic, |
| 3523 | TosaTensorValuesGen.tvgDefault, |
| 3524 | TosaArgGen.agAxis, |
| 3525 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3526 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3527 | "error_if_validators": ( |
| 3528 | TosaErrorValidator.evAxisLargerRank, |
| 3529 | TosaErrorValidator.evAxisSmallerZero, |
| 3530 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3531 | TosaErrorValidator.evWrongInputType, |
| 3532 | TosaErrorValidator.evWrongOutputType, |
| 3533 | TosaErrorValidator.evWrongRank, |
| 3534 | TosaErrorValidator.evWrongInputList, |
| 3535 | TosaErrorValidator.evWrongOutputList, |
| 3536 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3537 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3538 | "reduce_max": { |
| 3539 | "op": Op.REDUCE_MAX, |
| 3540 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3541 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3542 | "build_fcn": ( |
| 3543 | build_reduce, |
| 3544 | TosaTensorGen.tgBasic, |
| 3545 | TosaTensorValuesGen.tvgDefault, |
| 3546 | TosaArgGen.agAxis, |
| 3547 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3548 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3549 | "error_if_validators": ( |
| 3550 | TosaErrorValidator.evAxisLargerRank, |
| 3551 | TosaErrorValidator.evAxisSmallerZero, |
| 3552 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3553 | TosaErrorValidator.evWrongInputType, |
| 3554 | TosaErrorValidator.evWrongOutputType, |
| 3555 | TosaErrorValidator.evWrongRank, |
| 3556 | TosaErrorValidator.evWrongInputList, |
| 3557 | TosaErrorValidator.evWrongOutputList, |
| 3558 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3559 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3560 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3561 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3562 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3563 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3564 | "build_fcn": ( |
| 3565 | build_reduce, |
| 3566 | TosaTensorGen.tgBasic, |
| 3567 | TosaTensorValuesGen.tvgDefault, |
| 3568 | TosaArgGen.agAxis, |
| 3569 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3570 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3571 | "error_if_validators": ( |
| 3572 | TosaErrorValidator.evAxisLargerRank, |
| 3573 | TosaErrorValidator.evAxisSmallerZero, |
| 3574 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3575 | TosaErrorValidator.evWrongInputType, |
| 3576 | TosaErrorValidator.evWrongOutputType, |
| 3577 | TosaErrorValidator.evWrongRank, |
| 3578 | TosaErrorValidator.evWrongInputList, |
| 3579 | TosaErrorValidator.evWrongOutputList, |
| 3580 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3581 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3582 | "reduce_product": { |
| 3583 | "op": Op.REDUCE_PRODUCT, |
| 3584 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3585 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3586 | "build_fcn": ( |
| 3587 | build_reduce, |
| 3588 | TosaTensorGen.tgBasic, |
| 3589 | TosaTensorValuesGen.tvgDefault, |
| 3590 | TosaArgGen.agAxis, |
| 3591 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3592 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3593 | "error_if_validators": ( |
| 3594 | TosaErrorValidator.evAxisLargerRank, |
| 3595 | TosaErrorValidator.evAxisSmallerZero, |
| 3596 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3597 | TosaErrorValidator.evWrongInputType, |
| 3598 | TosaErrorValidator.evWrongOutputType, |
| 3599 | TosaErrorValidator.evWrongRank, |
| 3600 | TosaErrorValidator.evWrongInputList, |
| 3601 | TosaErrorValidator.evWrongOutputList, |
| 3602 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3603 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3604 | "reduce_sum": { |
| 3605 | "op": Op.REDUCE_SUM, |
| 3606 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3607 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3608 | "build_fcn": ( |
| 3609 | build_reduce, |
| 3610 | TosaTensorGen.tgBasic, |
| 3611 | TosaTensorValuesGen.tvgReduceSum, |
| 3612 | TosaArgGen.agAxis, |
| 3613 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3614 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3615 | "error_if_validators": ( |
| 3616 | TosaErrorValidator.evAxisLargerRank, |
| 3617 | TosaErrorValidator.evAxisSmallerZero, |
| 3618 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3619 | TosaErrorValidator.evWrongInputType, |
| 3620 | TosaErrorValidator.evWrongOutputType, |
| 3621 | TosaErrorValidator.evWrongRank, |
| 3622 | TosaErrorValidator.evWrongInputList, |
| 3623 | TosaErrorValidator.evWrongOutputList, |
| 3624 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3625 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3626 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3627 | "concat": { |
| 3628 | "op": Op.CONCAT, |
| 3629 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3630 | "build_fcn": ( |
| 3631 | build_concat, |
| 3632 | TosaTensorGen.tgConcat, |
| 3633 | TosaTensorValuesGen.tvgConcat, |
| 3634 | TosaArgGen.agAxis, |
| 3635 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3636 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3637 | "error_if_validators": ( |
| 3638 | TosaErrorValidator.evAxisLargerRank, |
| 3639 | TosaErrorValidator.evAxisSmallerZero, |
| 3640 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3641 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3642 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3643 | TosaErrorValidator.evWrongInputType, |
| 3644 | TosaErrorValidator.evWrongOutputType, |
| 3645 | TosaErrorValidator.evWrongOutputList, |
| 3646 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3647 | }, |
| 3648 | "pad": { |
| 3649 | "op": Op.PAD, |
| 3650 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3651 | "build_fcn": ( |
| 3652 | build_pad, |
| 3653 | TosaTensorGen.tgBasic, |
| 3654 | TosaTensorValuesGen.tvgDefault, |
| 3655 | TosaArgGen.agPad, |
| 3656 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3657 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3658 | "error_if_validators": ( |
| 3659 | TosaErrorValidator.evWrongInputType, |
| 3660 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3661 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3662 | TosaErrorValidator.evWrongOutputType, |
| 3663 | TosaErrorValidator.evWrongInputList, |
| 3664 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3665 | TosaErrorValidator.evRankMismatch, |
| 3666 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3667 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3668 | }, |
| 3669 | "reshape": { |
| 3670 | "op": Op.RESHAPE, |
| 3671 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3672 | "build_fcn": ( |
| 3673 | build_reshape, |
| 3674 | TosaTensorGen.tgBasic, |
| 3675 | TosaTensorValuesGen.tvgDefault, |
| 3676 | TosaArgGen.agReshape, |
| 3677 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3678 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3679 | "error_if_validators": ( |
| 3680 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3681 | TosaErrorValidator.evWrongInputType, |
| 3682 | TosaErrorValidator.evWrongOutputType, |
| 3683 | TosaErrorValidator.evWrongInputList, |
| 3684 | TosaErrorValidator.evWrongOutputList, |
| 3685 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3686 | }, |
| 3687 | "reverse": { |
| 3688 | "op": Op.REVERSE, |
| 3689 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3690 | "build_fcn": ( |
| 3691 | build_reverse, |
| 3692 | TosaTensorGen.tgBasic, |
| 3693 | TosaTensorValuesGen.tvgDefault, |
| 3694 | TosaArgGen.agAxis, |
| 3695 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3696 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3697 | "error_if_validators": ( |
| 3698 | TosaErrorValidator.evAxisSmallerZero, |
| 3699 | TosaErrorValidator.evAxisLargerRank, |
| 3700 | TosaErrorValidator.evWrongInputType, |
| 3701 | TosaErrorValidator.evWrongOutputType, |
| 3702 | TosaErrorValidator.evWrongInputList, |
| 3703 | TosaErrorValidator.evWrongOutputList, |
| 3704 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3705 | }, |
| 3706 | "slice": { |
| 3707 | "op": Op.SLICE, |
| 3708 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3709 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3710 | "build_fcn": ( |
| 3711 | build_slice, |
| 3712 | TosaTensorGen.tgBasic, |
| 3713 | TosaTensorValuesGen.tvgDefault, |
| 3714 | TosaArgGen.agSlice, |
| 3715 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3716 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3717 | "error_if_validators": ( |
| 3718 | TosaErrorValidator.evStartSmallerZero, |
| 3719 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3720 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3721 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3722 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3723 | TosaErrorValidator.evWrongRank, |
| 3724 | TosaErrorValidator.evWrongInputType, |
| 3725 | TosaErrorValidator.evWrongOutputType, |
| 3726 | TosaErrorValidator.evWrongInputList, |
| 3727 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3728 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3729 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3730 | }, |
| 3731 | "tile": { |
| 3732 | "op": Op.TILE, |
| 3733 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3734 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3735 | "build_fcn": ( |
| 3736 | build_tile, |
| 3737 | TosaTensorGen.tgBasic, |
| 3738 | TosaTensorValuesGen.tvgDefault, |
| 3739 | TosaArgGen.agTile, |
| 3740 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3741 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3742 | "error_if_validators": ( |
| 3743 | TosaErrorValidator.evWrongInputType, |
| 3744 | TosaErrorValidator.evWrongOutputType, |
| 3745 | TosaErrorValidator.evWrongInputList, |
| 3746 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3747 | TosaErrorValidator.evRankMismatch, |
| 3748 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3749 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3750 | }, |
| 3751 | "transpose": { |
| 3752 | "op": Op.TRANSPOSE, |
| 3753 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3754 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3755 | "build_fcn": ( |
| 3756 | build_transpose, |
| 3757 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3758 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3759 | TosaArgGen.agTranspose, |
| 3760 | ), |
| 3761 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3762 | "error_if_validators": ( |
| 3763 | TosaErrorValidator.evIndexOutsideBounds, |
| 3764 | TosaErrorValidator.evIndexUsedTwice, |
| 3765 | TosaErrorValidator.evWrongInputType, |
| 3766 | TosaErrorValidator.evWrongOutputType, |
| 3767 | TosaErrorValidator.evWrongInputList, |
| 3768 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 3769 | TosaErrorValidator.evWrongRank, |
| 3770 | TosaErrorValidator.evRankMismatch, |
| 3771 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3772 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3773 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3774 | # Data nodes |
| 3775 | "const": { |
| 3776 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 3777 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3778 | "build_fcn": ( |
| 3779 | build_const, |
| 3780 | TosaTensorGen.tgBasic, |
| 3781 | TosaTensorValuesGen.tvgDefault, |
| 3782 | None, |
| 3783 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 3784 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3785 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3786 | "identity": { |
| 3787 | "op": Op.IDENTITY, |
| 3788 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | "build_fcn": ( |
| 3790 | build_unary, |
| 3791 | TosaTensorGen.tgBasic, |
| 3792 | TosaTensorValuesGen.tvgDefault, |
| 3793 | None, |
| 3794 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3795 | "types": TYPE_FIB, |
| 3796 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3797 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3798 | "gather": { |
| 3799 | "op": Op.GATHER, |
| 3800 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 3801 | "operands": (1, 0), |
| 3802 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3803 | "build_fcn": ( |
| 3804 | build_gather, |
| 3805 | TosaTensorGen.tgBasic, |
| 3806 | TosaTensorValuesGen.tvgDefault, |
| 3807 | None, |
| 3808 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3809 | "types": ( |
| 3810 | DType.INT8, |
| 3811 | DType.INT16, |
| 3812 | DType.INT32, |
| 3813 | DType.FP16, |
| 3814 | DType.BF16, |
| 3815 | DType.FP32, |
| 3816 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3817 | "error_if_validators": ( |
| 3818 | TosaErrorValidator.evWrongInputType, |
| 3819 | TosaErrorValidator.evWrongOutputType, |
| 3820 | TosaErrorValidator.evWrongInputList, |
| 3821 | TosaErrorValidator.evWrongOutputList, |
| 3822 | TosaErrorValidator.evWrongRank, |
| 3823 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3824 | }, |
| 3825 | "scatter": { |
| 3826 | "op": Op.SCATTER, |
| 3827 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3828 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3829 | "operands": (2, 0), |
| 3830 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3831 | "build_fcn": ( |
| 3832 | build_scatter, |
| 3833 | TosaTensorGen.tgScatter, |
| 3834 | TosaTensorValuesGen.tvgDefault, |
| 3835 | None, |
| 3836 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3837 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3838 | "error_if_validators": ( |
| 3839 | TosaErrorValidator.evWrongInputType, |
| 3840 | TosaErrorValidator.evWrongOutputType, |
| 3841 | TosaErrorValidator.evWrongInputList, |
| 3842 | TosaErrorValidator.evWrongOutputList, |
| 3843 | TosaErrorValidator.evWrongRank, |
| 3844 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3845 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3846 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3847 | "resize": { |
| 3848 | "op": Op.RESIZE, |
| 3849 | "operands": (1, 0), |
| 3850 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3851 | "build_fcn": ( |
| 3852 | build_resize, |
| 3853 | TosaTensorGen.tgNHWC, |
| 3854 | TosaTensorValuesGen.tvgDefault, |
| 3855 | TosaArgGen.agResize, |
| 3856 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3857 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3858 | "invalid_test_validators": ( |
| 3859 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3860 | ), |
| 3861 | "error_if_validators": ( |
| 3862 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3863 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 3864 | TosaErrorValidator.evScaleNLargerMax, |
| 3865 | TosaErrorValidator.evScaleDLargerMax, |
| 3866 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3867 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3868 | TosaErrorValidator.evBorderSmallerMin, |
| 3869 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3870 | TosaErrorValidator.evWrongInputType, |
| 3871 | TosaErrorValidator.evWrongOutputType, |
| 3872 | TosaErrorValidator.evWrongRank, |
| 3873 | TosaErrorValidator.evWrongInputList, |
| 3874 | TosaErrorValidator.evWrongOutputList, |
| 3875 | TosaErrorValidator.evBatchMismatch, |
| 3876 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3877 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 3878 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3879 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3880 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3881 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3882 | "cast": { |
| 3883 | "op": Op.CAST, |
| 3884 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3885 | "build_fcn": ( |
| 3886 | build_cast, |
| 3887 | TosaTensorGen.tgBasic, |
| 3888 | TosaTensorValuesGen.tvgDefault, |
| 3889 | TosaArgGen.agCast, |
| 3890 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3891 | "types": ( |
| 3892 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3893 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3894 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3895 | DType.INT8, |
| 3896 | DType.INT16, |
| 3897 | DType.INT32, |
| 3898 | DType.BOOL, |
| 3899 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3900 | "error_if_validators": ( |
| 3901 | TosaErrorValidator.evWrongInputType, |
| 3902 | TosaErrorValidator.evWrongOutputType, |
| 3903 | TosaErrorValidator.evWrongInputList, |
| 3904 | TosaErrorValidator.evWrongOutputList, |
| 3905 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3906 | }, |
| 3907 | "rescale": { |
| 3908 | "op": Op.RESCALE, |
| 3909 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3910 | "build_fcn": ( |
| 3911 | build_rescale, |
| 3912 | TosaTensorGen.tgBasic, |
| 3913 | TosaTensorValuesGen.tvgDefault, |
| 3914 | TosaArgGen.agRescale, |
| 3915 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3916 | "types": [ |
| 3917 | DType.UINT8, |
| 3918 | DType.INT8, |
| 3919 | DType.INT16, |
| 3920 | DType.INT32, |
| 3921 | DType.INT48, |
| 3922 | DType.UINT16, |
| 3923 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3924 | "error_if_validators": ( |
| 3925 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3926 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3927 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 3928 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3929 | TosaErrorValidator.evScaleTrue, |
| 3930 | TosaErrorValidator.evScaleNotTrue, |
| 3931 | TosaErrorValidator.evWrongInputType, |
| 3932 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3933 | TosaErrorValidator.evWrongInputList, |
| 3934 | TosaErrorValidator.evWrongOutputList, |
| 3935 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3936 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3937 | # Custom |
| 3938 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3939 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3940 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 3941 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 3942 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3943 | "cond_if_const": { |
| 3944 | "op": Op.COND_IF, |
| 3945 | "operands": (0, 2), |
| 3946 | "build_fcn": ( |
| 3947 | build_cond_if_const, |
| 3948 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3949 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3950 | TosaArgGen.agCondIf, |
| 3951 | ), |
| 3952 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3953 | "error_if_validators": ( |
| 3954 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3955 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 3956 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 3957 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3958 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3959 | }, |
| 3960 | "cond_if_binary": { |
| 3961 | "op": Op.COND_IF, |
| 3962 | "operands": (2, 0), |
| 3963 | "build_fcn": ( |
| 3964 | build_cond_if_binary, |
| 3965 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3966 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3967 | TosaArgGen.agCondIf, |
| 3968 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 3969 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3970 | "error_if_validators": ( |
| 3971 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 3972 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 3973 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3974 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 3975 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 3976 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3977 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3978 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3979 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3980 | "while_loop": { |
| 3981 | "op": Op.WHILE_LOOP, |
| 3982 | "operands": (0, 1), |
| 3983 | "build_fcn": ( |
| 3984 | build_while_loop, |
| 3985 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3986 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3987 | TosaArgGen.agWhileLoop, |
| 3988 | ), |
| 3989 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3990 | "error_if_validators": ( |
| 3991 | TosaErrorValidator.evInputListOutputListMismatch, |
| 3992 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 3993 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 3994 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 3995 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 3996 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3997 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3998 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 3999 | "fft2d": { |
| 4000 | "op": Op.FFT2D, |
| 4001 | "operands": (2, 0), |
| 4002 | "rank": (3, 3), |
| 4003 | "build_fcn": ( |
| 4004 | build_fft2d, |
| 4005 | TosaTensorGen.tgFFT2d, |
| 4006 | TosaTensorValuesGen.tvgDefault, |
| 4007 | TosaArgGen.agFFT2d, |
| 4008 | ), |
| 4009 | "types": [DType.FP32], |
| 4010 | "error_if_validators": ( |
| 4011 | TosaErrorValidator.evWrongInputType, |
| 4012 | TosaErrorValidator.evWrongOutputType, |
| 4013 | TosaErrorValidator.evWrongInputList, |
| 4014 | TosaErrorValidator.evWrongOutputList, |
| 4015 | TosaErrorValidator.evWrongRank, |
| 4016 | TosaErrorValidator.evBatchMismatch, |
| 4017 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4018 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4019 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4020 | ), |
| 4021 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4022 | "rfft2d": { |
| 4023 | "op": Op.RFFT2D, |
| 4024 | "operands": (1, 0), |
| 4025 | "rank": (3, 3), |
| 4026 | "build_fcn": ( |
| 4027 | build_rfft2d, |
| 4028 | TosaTensorGen.tgRFFT2d, |
| 4029 | TosaTensorValuesGen.tvgDefault, |
| 4030 | TosaArgGen.agNone, |
| 4031 | ), |
| 4032 | "types": [DType.FP32], |
| 4033 | "error_if_validators": ( |
| 4034 | TosaErrorValidator.evWrongInputType, |
| 4035 | TosaErrorValidator.evWrongOutputType, |
| 4036 | TosaErrorValidator.evWrongInputList, |
| 4037 | TosaErrorValidator.evWrongOutputList, |
| 4038 | TosaErrorValidator.evWrongRank, |
| 4039 | TosaErrorValidator.evBatchMismatch, |
| 4040 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4041 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4042 | ), |
| 4043 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4044 | } |
| 4045 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4046 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4047 | class OutputShaper: |
| 4048 | # Methods in this class compute the expected output shape and datatype |
| 4049 | # for common classes of operations |
| 4050 | def __init__(self): |
| 4051 | pass |
| 4052 | |
| 4053 | # These methods return arguments that can be used for |
| 4054 | # creating a new output tensor |
| 4055 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4056 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4057 | if error_name != ErrorIf.RankMismatch: |
| 4058 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4059 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4060 | |
| 4061 | shape = [] |
| 4062 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4063 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4064 | shape.append(b.shape[i]) |
| 4065 | else: |
| 4066 | shape.append(a.shape[i]) |
| 4067 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4068 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4069 | all_dtypes = [ |
| 4070 | DType.INT8, |
| 4071 | DType.INT16, |
| 4072 | DType.INT32, |
| 4073 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4074 | DType.FP16, |
| 4075 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4076 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4077 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4078 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4079 | outputDType = rng.choice(wrong_dtypes) |
| 4080 | else: |
| 4081 | outputDType = a.dtype |
| 4082 | |
| 4083 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4084 | |
| 4085 | @staticmethod |
| 4086 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4087 | assert len(a.shape) == len(b.shape) |
| 4088 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4089 | |
| 4090 | shape = [] |
| 4091 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4092 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4093 | shape.append(a.shape[i]) |
| 4094 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4095 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4096 | |
| 4097 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4098 | def unaryOp(ser, rng, a, error_name=None): |
| 4099 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4100 | all_dtypes = [ |
| 4101 | DType.INT8, |
| 4102 | DType.INT16, |
| 4103 | DType.INT32, |
| 4104 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4105 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4106 | DType.FP16, |
| 4107 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4108 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4109 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4110 | outputDType = rng.choice(wrong_dtypes) |
| 4111 | else: |
| 4112 | outputDType = a.dtype |
| 4113 | |
| 4114 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4115 | |
| 4116 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4117 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4118 | if error_name != ErrorIf.RankMismatch: |
| 4119 | 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] | 4120 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4121 | |
| 4122 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4123 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4124 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4125 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4126 | else: |
| 4127 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4128 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4129 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4130 | all_dtypes = [ |
| 4131 | DType.INT8, |
| 4132 | DType.INT16, |
| 4133 | DType.INT32, |
| 4134 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4135 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4136 | DType.FP16, |
| 4137 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4138 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4139 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4140 | outputDType = rng.choice(wrong_dtypes) |
| 4141 | else: |
| 4142 | outputDType = a.dtype |
| 4143 | |
| 4144 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4145 | |
| 4146 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4147 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4148 | if error_name != ErrorIf.RankMismatch: |
| 4149 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4150 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4151 | |
| 4152 | # Do broadcast |
| 4153 | shape = [] |
| 4154 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4155 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4156 | shape.append(b.shape[i]) |
| 4157 | else: |
| 4158 | shape.append(a.shape[i]) |
| 4159 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4160 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4161 | wrong_dtypes = [ |
| 4162 | DType.INT8, |
| 4163 | DType.INT16, |
| 4164 | DType.INT32, |
| 4165 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4166 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4167 | DType.FP16, |
| 4168 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4169 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4170 | outputDType = rng.choice(wrong_dtypes) |
| 4171 | else: |
| 4172 | outputDType = DType.BOOL |
| 4173 | |
| 4174 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4175 | |
| 4176 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4177 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4178 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4179 | if error_name not in [ |
| 4180 | ErrorIf.AxisSmallerZero, |
| 4181 | ErrorIf.AxisLargerRank, |
| 4182 | ErrorIf.ShapeOfAxisNotOne, |
| 4183 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4184 | shape[axis] = 1 |
| 4185 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4186 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4187 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4188 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4189 | all_dtypes = [ |
| 4190 | DType.INT8, |
| 4191 | DType.INT16, |
| 4192 | DType.INT32, |
| 4193 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4194 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4195 | DType.FP16, |
| 4196 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4197 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4198 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4199 | outputDType = rng.choice(wrong_dtypes) |
| 4200 | else: |
| 4201 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4202 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4203 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4204 | |
| 4205 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4206 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4207 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4208 | |
| 4209 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4210 | del shape[axis] |
| 4211 | |
| 4212 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4213 | remove = rng.choice([True, False]) |
| 4214 | if remove and len(shape) > 1: |
| 4215 | del shape[0] |
| 4216 | else: |
| 4217 | shape.append(1) |
| 4218 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4219 | for i in range(len(shape)): |
| 4220 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4221 | |
| 4222 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4223 | all_dtypes = [ |
| 4224 | DType.INT8, |
| 4225 | DType.INT16, |
| 4226 | DType.INT32, |
| 4227 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4228 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4229 | DType.FP16, |
| 4230 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4231 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4232 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4233 | outputDType = rng.choice(wrong_dtypes) |
| 4234 | else: |
| 4235 | outputDType = DType.INT32 |
| 4236 | |
| 4237 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4238 | |
| 4239 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4240 | def conv2dOp( |
| 4241 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4242 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4243 | |
| 4244 | # IFM: NHWC |
| 4245 | # Filter: OHWI |
| 4246 | # OFM: NHWC |
| 4247 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4248 | h = ( |
| 4249 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4250 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4251 | + padding[0] |
| 4252 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4253 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4254 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4255 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4256 | w = ( |
| 4257 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4258 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4259 | + padding[2] |
| 4260 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4261 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4262 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4263 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4264 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4265 | choices = [1, 2, 3] |
| 4266 | change = rng.choice(choices) |
| 4267 | # increment in multiples of stride to not hit non-integer error case |
| 4268 | if change in [1, 3]: |
| 4269 | h = h + (rng.choice(choices) * strides[0]) |
| 4270 | if change in [2, 3]: |
| 4271 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4272 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4273 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4274 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4275 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4276 | # Pick some potentially correct output dtype if input type is incorrect |
| 4277 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4278 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4279 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4280 | |
| 4281 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4282 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4283 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4284 | else: |
| 4285 | excludes = [out_dtype] |
| 4286 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4287 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4288 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4289 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4290 | |
| 4291 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4292 | def conv3dOp( |
| 4293 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4294 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4295 | |
| 4296 | # IFM: NDHWC |
| 4297 | # Filter: ODHWI |
| 4298 | # OFM: NDHWC |
| 4299 | |
| 4300 | d = ( |
| 4301 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4302 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4303 | + padding[0] |
| 4304 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4305 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4306 | ) // strides[0] + 1 |
| 4307 | |
| 4308 | h = ( |
| 4309 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4310 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4311 | + padding[2] |
| 4312 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4313 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4314 | ) // strides[1] + 1 |
| 4315 | |
| 4316 | w = ( |
| 4317 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4318 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4319 | + padding[4] |
| 4320 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4321 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4322 | ) // strides[2] + 1 |
| 4323 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4324 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4325 | choices = [1, 2, 3, 4] |
| 4326 | change = rng.choice(choices) |
| 4327 | # increment in multiples of stride to not hit non-integer error case |
| 4328 | if change in [1, 4]: |
| 4329 | d = d + (rng.choice(choices) * strides[0]) |
| 4330 | if change in [2, 4]: |
| 4331 | h = h + (rng.choice(choices) * strides[1]) |
| 4332 | if change in [3, 4]: |
| 4333 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4334 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4335 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4336 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4337 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4338 | # Pick some potentially correct output dtype if input type is incorrect |
| 4339 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4340 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4341 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4342 | |
| 4343 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4344 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4345 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4346 | else: |
| 4347 | excludes = [out_dtype] |
| 4348 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4349 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4350 | |
| 4351 | return ser.addOutput(ofm_shape, out_dtype) |
| 4352 | |
| 4353 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4354 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4355 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4356 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4357 | # IFM: NHWC |
| 4358 | # Filter: HWCM |
| 4359 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4360 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4361 | h = ( |
| 4362 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4363 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4364 | + padding[0] |
| 4365 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4366 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4367 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4368 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4369 | w = ( |
| 4370 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4371 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4372 | + padding[2] |
| 4373 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4374 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4375 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4376 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4377 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4378 | choices = [1, 2, 3] |
| 4379 | change = rng.choice(choices) |
| 4380 | # increment in multiples of stride to not hit non-integer error case |
| 4381 | if change in [1, 3]: |
| 4382 | h = h + (rng.choice(choices) * strides[0]) |
| 4383 | if change in [2, 3]: |
| 4384 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4385 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4386 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4387 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4388 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4389 | # Pick some potentially correct output dtype if input type is incorrect |
| 4390 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4391 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4392 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4393 | |
| 4394 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4395 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4396 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4397 | else: |
| 4398 | excludes = [out_dtype] |
| 4399 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4400 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4401 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4402 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4403 | |
| 4404 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4405 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4406 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4407 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4408 | # 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] | 4409 | h = 1 |
| 4410 | w = 1 |
| 4411 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4412 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4413 | 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] | 4414 | |
| 4415 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4416 | choices = [1, 2, 3] |
| 4417 | change = rng.choice(choices) |
| 4418 | # increment in multiples of stride to not hit non-integer error case |
| 4419 | if change in [1, 3]: |
| 4420 | h = h + (rng.choice(choices) * stride[0]) |
| 4421 | if change in [2, 3]: |
| 4422 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4423 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4424 | |
| 4425 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4426 | all_dtypes = [ |
| 4427 | DType.INT8, |
| 4428 | DType.INT16, |
| 4429 | DType.INT32, |
| 4430 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4431 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4432 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4433 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4434 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4435 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4436 | outputDType = rng.choice(wrong_dtypes) |
| 4437 | else: |
| 4438 | outputDType = ifm.dtype |
| 4439 | |
| 4440 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4441 | |
| 4442 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4443 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4444 | # input: N, IC |
| 4445 | # filter: OC, IC |
| 4446 | # output: N, OC |
| 4447 | |
| 4448 | output_shape = [input.shape[0], filter.shape[0]] |
| 4449 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4450 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4451 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4452 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4453 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4454 | |
| 4455 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4456 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4457 | # a: N, H, C |
| 4458 | # b: N, C, W |
| 4459 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4460 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4461 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4462 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4463 | if error_name == ErrorIf.WrongOutputType: |
| 4464 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4465 | incorrect_types = ( |
| 4466 | DType.INT4, |
| 4467 | DType.INT8, |
| 4468 | DType.INT16, |
| 4469 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4470 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4471 | DType.FP16, |
| 4472 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4473 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4474 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4475 | incorrect_types = ( |
| 4476 | DType.INT4, |
| 4477 | DType.INT8, |
| 4478 | DType.INT16, |
| 4479 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4480 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4481 | DType.FP16, |
| 4482 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4483 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4484 | elif ( |
| 4485 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4486 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4487 | incorrect_types = ( |
| 4488 | DType.INT4, |
| 4489 | DType.INT8, |
| 4490 | DType.INT16, |
| 4491 | DType.INT32, |
| 4492 | DType.INT48, |
| 4493 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4494 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4495 | elif error_name == ErrorIf.WrongInputType: |
| 4496 | # Pick some potentially correct output dtype if input type is incorrect |
| 4497 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4498 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4499 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4500 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4501 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4502 | |
| 4503 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4504 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4505 | input1 = a[0] |
| 4506 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4507 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4508 | # 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] | 4509 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4510 | if not ( |
| 4511 | # unable to concat tensors of different ranks |
| 4512 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4513 | # unable to concat tensors along an invalid axis |
| 4514 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4515 | ): |
| 4516 | for tensor in remaining_inputs: |
| 4517 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4518 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4519 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4520 | output_shape[axis] += rng.integers(5, 10) |
| 4521 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4522 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4523 | all_dtypes = { |
| 4524 | DType.INT8, |
| 4525 | DType.INT16, |
| 4526 | DType.INT32, |
| 4527 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4528 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4529 | DType.FP16, |
| 4530 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4531 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4532 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4533 | outputDType = rng.choice(wrong_dtypes) |
| 4534 | else: |
| 4535 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4536 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4537 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4538 | |
| 4539 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4540 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4541 | |
| 4542 | output_shape = a.shape.copy() |
| 4543 | |
| 4544 | for i in range(len(output_shape)): |
| 4545 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4546 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4547 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4548 | bad_dim = rng.choice(range(len(output_shape))) |
| 4549 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4550 | elif error_name == ErrorIf.RankMismatch: |
| 4551 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4552 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4553 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4554 | all_dtypes = [ |
| 4555 | DType.INT8, |
| 4556 | DType.INT16, |
| 4557 | DType.INT32, |
| 4558 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4559 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4560 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4561 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4562 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4563 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4564 | outputDType = rng.choice(wrong_dtypes) |
| 4565 | else: |
| 4566 | outputDType = a.dtype |
| 4567 | |
| 4568 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4569 | |
| 4570 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4571 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4572 | output_shape = shape.copy() |
| 4573 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4574 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4575 | for i in range(len(output_shape)): |
| 4576 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4577 | |
| 4578 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4579 | all_dtypes = [ |
| 4580 | DType.INT8, |
| 4581 | DType.INT16, |
| 4582 | DType.INT32, |
| 4583 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4584 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4585 | DType.FP16, |
| 4586 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4587 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4588 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4589 | outputDType = rng.choice(wrong_dtypes) |
| 4590 | else: |
| 4591 | outputDType = a.dtype |
| 4592 | |
| 4593 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4594 | |
| 4595 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4596 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4597 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4598 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4599 | all_dtypes = [ |
| 4600 | DType.INT8, |
| 4601 | DType.INT16, |
| 4602 | DType.INT32, |
| 4603 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4604 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4605 | DType.FP16, |
| 4606 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4607 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4608 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4609 | outputDType = rng.choice(wrong_dtypes) |
| 4610 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4611 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4612 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4613 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4614 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4615 | for index in range(len(output_shape)): |
| 4616 | if output_shape[index] <= 2: |
| 4617 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4618 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4619 | output_shape[index] = output_shape[index] + rng.choice( |
| 4620 | [-2, -1, 1, 2] |
| 4621 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4622 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 4623 | output_shape = input.shape.copy() |
| 4624 | elif error_name == ErrorIf.RankMismatch: |
| 4625 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4626 | |
| 4627 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4628 | |
| 4629 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4630 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4631 | |
| 4632 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4633 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4634 | |
| 4635 | for i in range(len(output_shape)): |
| 4636 | output_shape[i] = a.shape[i] * multiples[i] |
| 4637 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4638 | if error_name == ErrorIf.RankMismatch: |
| 4639 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
| 4640 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4641 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4642 | all_dtypes = [ |
| 4643 | DType.INT8, |
| 4644 | DType.INT16, |
| 4645 | DType.INT32, |
| 4646 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4647 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4648 | DType.FP16, |
| 4649 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4650 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4651 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4652 | outputDType = rng.choice(wrong_dtypes) |
| 4653 | else: |
| 4654 | outputDType = a.dtype |
| 4655 | |
| 4656 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4657 | |
| 4658 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4659 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4660 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4661 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4662 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4663 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4664 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4665 | for i in range(len(output_shape)): |
| 4666 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4667 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4668 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4669 | for i in range(len(output_shape)): |
| 4670 | output_shape[i] += rng.integers(1, 10) |
| 4671 | elif error_name == ErrorIf.RankMismatch: |
| 4672 | output_shape = get_rank_mismatch_shape(rng, output_shape) |
| 4673 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4674 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4675 | all_dtypes = [ |
| 4676 | DType.INT8, |
| 4677 | DType.INT16, |
| 4678 | DType.INT32, |
| 4679 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4680 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4681 | DType.FP16, |
| 4682 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4683 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4684 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4685 | outputDType = rng.choice(wrong_dtypes) |
| 4686 | else: |
| 4687 | outputDType = a.dtype |
| 4688 | |
| 4689 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4690 | |
| 4691 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4692 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4693 | if error_name != ErrorIf.WrongRank: |
| 4694 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4695 | assert len(indices.shape) == 2 |
| 4696 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4697 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4698 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4699 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4700 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4701 | all_dtypes = [ |
| 4702 | DType.INT8, |
| 4703 | DType.INT16, |
| 4704 | DType.INT32, |
| 4705 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4706 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4707 | DType.FP16, |
| 4708 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4709 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4710 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 4711 | outputDType = rng.choice(wrong_dtypes) |
| 4712 | else: |
| 4713 | outputDType = values.dtype |
| 4714 | |
| 4715 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4716 | |
| 4717 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4718 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4719 | if error_name != ErrorIf.WrongRank: |
| 4720 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4721 | assert len(indices.shape) == 2 |
| 4722 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4723 | assert values_in.shape[0] == indices.shape[0] # N |
| 4724 | assert input.shape[1] == indices.shape[1] # W |
| 4725 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4726 | |
| 4727 | output_shape = values_in.shape |
| 4728 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4729 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4730 | all_dtypes = [ |
| 4731 | DType.INT8, |
| 4732 | DType.INT16, |
| 4733 | DType.INT32, |
| 4734 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4735 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4736 | DType.FP16, |
| 4737 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4738 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4739 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 4740 | outputDType = rng.choice(wrong_dtypes) |
| 4741 | else: |
| 4742 | outputDType = values_in.dtype |
| 4743 | |
| 4744 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4745 | |
| 4746 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4747 | def tableOp(ser, rng, input, error_name=None): |
| 4748 | # Same shape as the input, dtype dependent on input dtype |
| 4749 | if error_name != ErrorIf.WrongInputType: |
| 4750 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 4751 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4752 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4753 | wrong_dtypes = [ |
| 4754 | DType.INT8, |
| 4755 | DType.INT16, |
| 4756 | DType.INT32, |
| 4757 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4758 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4759 | DType.FP16, |
| 4760 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4761 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4762 | wrong_dtypes.remove(output_dtype) |
| 4763 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4764 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4765 | |
| 4766 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4767 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4768 | serializer, |
| 4769 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4770 | input, |
| 4771 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4772 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4773 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4774 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4775 | input_dtype, |
| 4776 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4777 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4778 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4779 | # Calculate OH, OW |
| 4780 | scale_y_n = scale[0] |
| 4781 | scale_y_d = scale[1] |
| 4782 | scale_x_n = scale[2] |
| 4783 | scale_x_d = scale[3] |
| 4784 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 4785 | scale_y_n = max(scale_y_n, 1) |
| 4786 | scale_y_d = max(scale_y_d, 1) |
| 4787 | scale_x_n = max(scale_x_n, 1) |
| 4788 | scale_x_d = max(scale_x_d, 1) |
| 4789 | |
| 4790 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 4791 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 4792 | |
| 4793 | if error_name is not None: |
| 4794 | # Make sure the output tensor is valid, which can occur when |
| 4795 | # scale, offset or border have been changed for ERROR_IFs |
| 4796 | oh = max(oh, 1) |
| 4797 | ow = max(ow, 1) |
| 4798 | if error_name != ErrorIf.MaxDimExceeded: |
| 4799 | oh = min(oh, MAX_RESIZE_DIMENSION - 1) |
| 4800 | ow = min(ow, MAX_RESIZE_DIMENSION - 1) |
| 4801 | |
| 4802 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 4803 | choices = [1, 2, 3] |
| 4804 | change = rng.choice(choices) |
| 4805 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 4806 | if change in [1, 3]: |
| 4807 | if oh + scale_y_d >= MAX_RESIZE_DIMENSION: |
| 4808 | oh -= scale_y_d |
| 4809 | assert oh > 0 # Should have been caught in agResize |
| 4810 | else: |
| 4811 | oh += scale_y_d |
| 4812 | if change in [2, 3]: |
| 4813 | if ow + scale_x_d >= MAX_RESIZE_DIMENSION: |
| 4814 | ow -= scale_x_d |
| 4815 | assert ow > 0 # Should have been caught in agResize |
| 4816 | else: |
| 4817 | ow += scale_x_d |
| 4818 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4819 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4820 | output_dims = [ |
| 4821 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4822 | oh, |
| 4823 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4824 | input.shape[0], |
| 4825 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4826 | elif error_name == ErrorIf.BatchMismatch: |
| 4827 | output_dims = [ |
| 4828 | input.shape[0] + rng.integers(1, 10), |
| 4829 | oh, |
| 4830 | ow, |
| 4831 | input.shape[3], |
| 4832 | ] |
| 4833 | elif error_name == ErrorIf.ChannelMismatch: |
| 4834 | output_dims = [ |
| 4835 | input.shape[0], |
| 4836 | oh, |
| 4837 | ow, |
| 4838 | input.shape[3] + rng.integers(1, 10), |
| 4839 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4840 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4841 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4842 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4843 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4844 | |
| 4845 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4846 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4847 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4848 | |
| 4849 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4850 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4851 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4852 | choices = [1, 2, 3] |
| 4853 | change = rng.choice(choices) |
| 4854 | if change in [1, 3]: |
| 4855 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 4856 | if change in [2, 3]: |
| 4857 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 4858 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4859 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4860 | # Pick some potentially correct output dtype if input type is incorrect |
| 4861 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4862 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4863 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4864 | |
| 4865 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4866 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4867 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4868 | else: |
| 4869 | excludes = [out_dtype] |
| 4870 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4871 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4872 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4873 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4874 | |
| 4875 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4876 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 4877 | outputs = [] |
| 4878 | |
| 4879 | assert ifm1.dtype == ifm2.dtype |
| 4880 | input_dtype = ifm1.dtype |
| 4881 | |
| 4882 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 4883 | assert ifm1.shape == ifm2.shape |
| 4884 | |
| 4885 | input_shape = ifm1.shape |
| 4886 | if error_name != ErrorIf.WrongRank: |
| 4887 | assert len(input_shape) == 3 |
| 4888 | |
| 4889 | output_shape = input_shape.copy() |
| 4890 | output_dtype = input_dtype |
| 4891 | |
| 4892 | if error_name == ErrorIf.WrongOutputType: |
| 4893 | excludes = [DType.FP32] |
| 4894 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 4895 | output_dtype = rng.choice(wrong_dtypes) |
| 4896 | elif error_name == ErrorIf.BatchMismatch: |
| 4897 | output_shape[0] += rng.integers(1, 10) |
| 4898 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 4899 | modify_dim = rng.choice([1, 2]) |
| 4900 | output_shape[modify_dim] += rng.integers(1, 10) |
| 4901 | |
| 4902 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4903 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4904 | return outputs |
| 4905 | |
| 4906 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4907 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 4908 | outputs = [] |
| 4909 | |
| 4910 | input_shape = value.shape |
| 4911 | if error_name != ErrorIf.WrongRank: |
| 4912 | assert len(input_shape) == 3 |
| 4913 | |
| 4914 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 4915 | |
| 4916 | output_dtype = value.dtype |
| 4917 | if error_name == ErrorIf.WrongOutputType: |
| 4918 | excludes = [DType.FP32] |
| 4919 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 4920 | output_dtype = rng.choice(wrong_dtypes) |
| 4921 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4922 | output_shape[0] += rng.integers(1, 10) |
| 4923 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 4924 | modify_dim = rng.choice([1, 2]) |
| 4925 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4926 | |
| 4927 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4928 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4929 | return outputs |