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 |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 17 | from generator.tosa_utils import get_wrong_output_type |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 18 | from generator.tosa_utils import MAX_RESIZE_DIMENSION |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 19 | from generator.tosa_utils import usableDTypes |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 20 | from generator.tosa_utils import vect_f32_to_bf16 |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 21 | from tosa.DType import DType |
| 22 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 23 | |
| 24 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 25 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 26 | # Maximum rank of tensor supported by test generator. |
| 27 | TOSA_TENSOR_MAX_RANK = 6 |
| 28 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 29 | def __init__(self, args): |
| 30 | self.args = args |
| 31 | self.basePath = args.output_dir |
| 32 | self.random_seed = args.random_seed |
| 33 | self.ser = None |
| 34 | self.rng = np.random.default_rng(self.random_seed) |
| 35 | self.createDynamicOpLists() |
| 36 | self.initOpListDefaults() |
| 37 | self.quantGen = TosaQuantGen() |
| 38 | # Force makeShape to do a specific starting shape |
| 39 | self.targetted_shape = None |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 40 | # Work out floating point range |
| 41 | self.random_fp_low = min(args.tensor_fp_value_range) |
| 42 | self.random_fp_high = max(args.tensor_fp_value_range) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 43 | |
| 44 | def createSerializer(self, opName, testPath): |
| 45 | self.testPath = os.path.join(opName, testPath) |
| 46 | |
| 47 | fullPath = os.path.join(self.basePath, self.testPath) |
| 48 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | a0848c6 | 2022-09-15 15:01:30 +0100 | [diff] [blame] | 49 | self.ser = ts.TosaSerializer(fullPath, saveConstsToFile=self.args.dump_consts) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 50 | |
| 51 | def getSerializer(self): |
| 52 | return self.ser |
| 53 | |
| 54 | def serialize(self, testName): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 55 | with open( |
| 56 | os.path.join(self.basePath, self.testPath, "{}.tosa".format(testName)), "wb" |
| 57 | ) as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 58 | fd.write(self.ser.serialize()) |
| 59 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 60 | with open(os.path.join(self.basePath, self.testPath, "desc.json"), "w") as fd: |
| 61 | fd.write(self.ser.writeJson("{}.tosa".format(testName))) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 62 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 63 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 64 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 65 | seed = self.random_seed + 1 |
| 66 | self.rng = np.random.default_rng(seed) |
| 67 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 68 | def getRandTensor(self, shape, dtype): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 69 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 70 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 71 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 72 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 73 | return np.int32(self.rng.integers(low=-7, high=8, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 74 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 75 | return np.int32(self.rng.integers(low=-128, high=128, size=shape)) |
| 76 | elif dtype == DType.UINT8: |
| 77 | return np.int32(self.rng.integers(low=0, high=256, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 78 | elif dtype == DType.INT16: |
| 79 | return np.int32(self.rng.integers(low=-32768, high=32768, size=shape)) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 80 | elif dtype == DType.UINT16: |
| 81 | return np.int32(self.rng.integers(low=0, high=65536, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 82 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 83 | return np.int32( |
| 84 | self.rng.integers(low=-(1 << 31), high=(1 << 31), size=shape) |
| 85 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 86 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 87 | return np.int64( |
| 88 | self.rng.integers(low=-(1 << 47), high=(1 << 47), size=shape) |
| 89 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 90 | elif dtype == DType.FP16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 91 | return np.float16( |
| 92 | self.rng.uniform( |
| 93 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 94 | ) |
| 95 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 96 | elif dtype == DType.BF16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 97 | f32_tensor = np.float32( |
| 98 | self.rng.uniform( |
| 99 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 100 | ) |
| 101 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 102 | # Floor the last 16 bits of each f32 value |
| 103 | return np.float32(vect_f32_to_bf16(f32_tensor)) |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 104 | elif dtype == DType.FP32: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 105 | return np.float32( |
| 106 | self.rng.uniform( |
| 107 | low=self.random_fp_low, high=self.random_fp_high, size=shape |
| 108 | ) |
| 109 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 110 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 111 | raise Exception("Unrecognized Dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 112 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 113 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 114 | placeholders = [] |
| 115 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 116 | assert len(shape_list) == len(dtype_list) |
| 117 | |
| 118 | for idx, shape in enumerate(shape_list): |
| 119 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 120 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 121 | |
| 122 | return placeholders |
| 123 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 124 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 125 | consts = [] |
| 126 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 127 | assert len(shape_list) == len(dtype_list) |
| 128 | |
| 129 | for idx, shape in enumerate(shape_list): |
| 130 | arr = self.getRandTensor(shape, dtype_list[idx]) |
| 131 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 132 | |
| 133 | return consts |
| 134 | |
| 135 | def makeShape(self, rank): |
| 136 | if self.targetted_shape: |
| 137 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 138 | return np.int32( |
| 139 | self.rng.integers( |
| 140 | low=self.args.tensor_shape_range[0], |
| 141 | high=self.args.tensor_shape_range[1], |
| 142 | size=rank, |
| 143 | ) |
| 144 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | |
| 146 | def setTargetShape(self, shape): |
| 147 | self.targetted_shape = shape |
| 148 | |
| 149 | def randInt(self, low=0, high=256): |
| 150 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 151 | |
| 152 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 153 | if dtype == DType.FP32: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 154 | return np.float32( |
| 155 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 156 | ) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 157 | elif dtype == DType.FP16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 158 | return np.float16( |
| 159 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 160 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 161 | elif dtype == DType.BF16: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 162 | rand_f32 = np.float32( |
| 163 | self.rng.uniform(low=self.random_fp_low, high=self.random_fp_high) |
| 164 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 165 | return vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 166 | elif dtype == DType.BOOL: |
| 167 | return self.rng.choice([False, True]) |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 168 | # TOSA specific INT4 weight range from -7 to 7 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 169 | elif dtype == DType.INT4: |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 170 | low, high = (-7, 8) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 171 | elif dtype == DType.INT8: |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 172 | low, high = (-128, 128) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 173 | elif dtype == DType.INT16: |
| 174 | low, high = (-32768, 32768) |
| 175 | elif dtype == DType.INT32: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 176 | low, high = (-(1 << 31), (1 << 31)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 177 | elif dtype == DType.INT48: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 178 | low, high = (-(1 << 47), (1 << 47)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 179 | # Special size |
| 180 | return np.int64(self.rng.integers(low, high, size=1))[0] |
| 181 | else: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 182 | raise Exception("Unknown dtype: {}".format(dtype)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 183 | |
| 184 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 185 | |
| 186 | def shapeStr(self, shape): |
| 187 | |
| 188 | sStr = [] |
| 189 | # Convert to strings |
| 190 | for i in shape: |
| 191 | sStr.append(str(i)) |
| 192 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 193 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 194 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 195 | def typeStr(self, dtype): |
| 196 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 197 | assert len(dtype) >= 2 |
| 198 | strs = [self.typeStr(t) for t in dtype] |
| 199 | # Limit types to the first 2 as the 3rd is the accumulator |
| 200 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 201 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 202 | if dtype in DTYPE_ATTRIBUTES: |
| 203 | return DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 204 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 205 | raise Exception( |
| 206 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 207 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 208 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 209 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 210 | """Get the datatype width for data types""" |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 211 | if dtype in DTYPE_ATTRIBUTES: |
| 212 | return DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 213 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 214 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 216 | def constrictBatchSize(self, shape): |
| 217 | # Limit the batch size unless an explicit target shape set |
| 218 | if self.args.max_batch_size and not self.args.target_shapes: |
| 219 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 220 | return shape |
| 221 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 222 | # Argument generators |
| 223 | # Returns a list of tuples (stringDescriptor, [build_fcn_arg_list]) |
| 224 | # Where the string descriptor is used to generate the test name and |
| 225 | # The build_fcn_arg_list is expanded and passed to the operator test |
| 226 | # build function |
| 227 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 228 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 229 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 230 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 231 | # build_placeholder returns an int, ABS/other ops does not |
| 232 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 233 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 234 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 235 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 236 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 237 | return result_tens |
| 238 | |
| 239 | # Ensure new output type has correct qinfo |
| 240 | if error_name == ErrorIf.WrongOutputType: |
| 241 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 242 | qinfo = [ |
| 243 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 244 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 245 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 246 | |
| 247 | # Invalidate Input/Output list for error if checks. |
| 248 | input_list = [a.name] |
| 249 | output_list = [result_tens.name] |
| 250 | pCount, cCount = op["operands"] |
| 251 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 252 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 253 | self, error_name, input_list, output_list |
| 254 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 255 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 256 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 257 | self.ser, |
| 258 | validator_fcns, |
| 259 | error_name, |
| 260 | op=op, |
| 261 | input_dtype=a.dtype, |
| 262 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 263 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 264 | result_tensors=[result_tens], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 265 | input_list=input_list, |
| 266 | output_list=output_list, |
| 267 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 268 | ): |
| 269 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 270 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 271 | attr = None |
| 272 | if op["op"] == Op.NEGATE: |
| 273 | attr = ts.TosaSerializerAttribute() |
| 274 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 275 | |
| 276 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 277 | return result_tens |
| 278 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 279 | 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] | 280 | result_tens = OutputShaper.binaryBroadcastOp( |
| 281 | self.ser, self.rng, a, b, error_name |
| 282 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 283 | |
| 284 | # Invalidate Input/Output list for error if checks. |
| 285 | input_list = [a.name, b.name] |
| 286 | output_list = [result_tens.name] |
| 287 | pCount, cCount = op["operands"] |
| 288 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 289 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 290 | self, error_name, input_list, output_list |
| 291 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 292 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 293 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 294 | self.ser, |
| 295 | validator_fcns, |
| 296 | error_name, |
| 297 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 298 | input1=a, |
| 299 | input2=b, |
| 300 | input_dtype=a.dtype, |
| 301 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 302 | result_tensors=[result_tens], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 303 | input_list=input_list, |
| 304 | output_list=output_list, |
| 305 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 306 | ): |
| 307 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 308 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 309 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 310 | return result_tens |
| 311 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 312 | 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] | 313 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 314 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 315 | return result_tens |
| 316 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 317 | def build_arithmetic_right_shift( |
| 318 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 319 | ): |
| 320 | result_tens = OutputShaper.binaryBroadcastOp( |
| 321 | self.ser, self.rng, a, b, error_name |
| 322 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 323 | |
| 324 | # Invalidate Input/Output list for error if checks. |
| 325 | input_list = [a.name, b.name] |
| 326 | output_list = [result_tens.name] |
| 327 | pCount, cCount = op["operands"] |
| 328 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 329 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 330 | self, error_name, input_list, output_list |
| 331 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 332 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 333 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 334 | self.ser, |
| 335 | validator_fcns, |
| 336 | error_name, |
| 337 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 338 | input1=a, |
| 339 | input2=b, |
| 340 | input_dtype=a.dtype, |
| 341 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 342 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 343 | input_list=input_list, |
| 344 | output_list=output_list, |
| 345 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 346 | ): |
| 347 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 348 | |
| 349 | attr = ts.TosaSerializerAttribute() |
| 350 | attr.ArithmeticRightShiftAttribute(round) |
| 351 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 352 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 353 | return result_tens |
| 354 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 355 | 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] | 356 | result_tens = OutputShaper.binaryBroadcastOp( |
| 357 | self.ser, self.rng, a, b, error_name |
| 358 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 359 | |
| 360 | # Special for multiply: |
| 361 | # Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 362 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 363 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 364 | if error_name == ErrorIf.WrongOutputType: |
| 365 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 366 | outputDType = self.rng.choice(all_dtypes) |
| 367 | result_tens.setDtype(outputDType) |
| 368 | |
| 369 | # Invalidate Input/Output list for error if checks. |
| 370 | input_list = [a.name, b.name] |
| 371 | output_list = [result_tens.name] |
| 372 | pCount, cCount = op["operands"] |
| 373 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 374 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 375 | self, error_name, input_list, output_list |
| 376 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 377 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 378 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 379 | self.ser, |
| 380 | validator_fcns, |
| 381 | error_name, |
| 382 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 383 | input1=a, |
| 384 | input2=b, |
| 385 | input_dtype=a.dtype, |
| 386 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 387 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 388 | input_list=input_list, |
| 389 | output_list=output_list, |
| 390 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 391 | ): |
| 392 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 393 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 394 | attr = ts.TosaSerializerAttribute() |
| 395 | attr.MulAttribute(shift) |
| 396 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 397 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 398 | return result_tens |
| 399 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 400 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 401 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 402 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 403 | attr = ts.TosaSerializerAttribute() |
| 404 | attr.TableAttribute(table) |
| 405 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 406 | # Invalidate Input/Output list for error if checks. |
| 407 | input_list = [a.name] |
| 408 | output_list = [result_tens.name] |
| 409 | pCount, cCount = op["operands"] |
| 410 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 411 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 412 | self, error_name, input_list, output_list |
| 413 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 414 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 415 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 416 | self.ser, |
| 417 | validator_fcns, |
| 418 | error_name, |
| 419 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 420 | input_shape=a.shape, |
| 421 | input_dtype=a.dtype, |
| 422 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 423 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 424 | input_list=input_list, |
| 425 | output_list=output_list, |
| 426 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 427 | ): |
| 428 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 429 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 430 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 431 | |
| 432 | return result_tens |
| 433 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 434 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 435 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 436 | |
| 437 | # Invalidate Input/Output list for error if checks. |
| 438 | input_list = [cond.name, a.name, b.name] |
| 439 | output_list = [result_tens.name] |
| 440 | pCount, cCount = op["operands"] |
| 441 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 442 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 443 | self, error_name, input_list, output_list |
| 444 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 445 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 446 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 447 | self.ser, |
| 448 | validator_fcns, |
| 449 | error_name, |
| 450 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 451 | input1=cond, |
| 452 | input2=a, |
| 453 | input3=b, |
| 454 | input_shape=a.shape, |
| 455 | input_dtype=a.dtype, |
| 456 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 457 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 458 | input_list=input_list, |
| 459 | output_list=output_list, |
| 460 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 461 | ): |
| 462 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 463 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 464 | self.ser.addOperator( |
| 465 | op["op"], |
| 466 | input_list, |
| 467 | output_list, |
| 468 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 469 | return result_tens |
| 470 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 471 | 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] | 472 | result_tens = OutputShaper.binaryComparisonOp( |
| 473 | self.ser, self.rng, a, b, error_name |
| 474 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 475 | |
| 476 | # Invalidate Input/Output list for error if checks. |
| 477 | input_list = [a.name, b.name] |
| 478 | output_list = [result_tens.name] |
| 479 | pCount, cCount = op["operands"] |
| 480 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 481 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 482 | self, error_name, input_list, output_list |
| 483 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 484 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 485 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 486 | self.ser, |
| 487 | validator_fcns, |
| 488 | error_name, |
| 489 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 490 | input1=a, |
| 491 | input2=b, |
| 492 | input_shape=a.shape, |
| 493 | input_dtype=a.dtype, |
| 494 | output_shape=result_tens.shape, |
| 495 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 496 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 497 | input_list=input_list, |
| 498 | output_list=output_list, |
| 499 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 500 | ): |
| 501 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 502 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 503 | self.ser.addOperator( |
| 504 | op["op"], |
| 505 | input_list, |
| 506 | output_list, |
| 507 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 508 | return result_tens |
| 509 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 510 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 511 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 512 | |
| 513 | # Invalidate Input/Output list for error if checks. |
| 514 | input_list = [a.name] |
| 515 | output_list = [result_tens.name] |
| 516 | pCount, cCount = op["operands"] |
| 517 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 518 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 519 | self, error_name, input_list, output_list |
| 520 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 521 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 522 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 523 | self.ser, |
| 524 | validator_fcns, |
| 525 | error_name, |
| 526 | op=op, |
| 527 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 528 | input_shape=a.shape, |
| 529 | input_dtype=a.dtype, |
| 530 | output_shape=result_tens.shape, |
| 531 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 532 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 533 | input_list=input_list, |
| 534 | output_list=output_list, |
| 535 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 536 | ): |
| 537 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 538 | |
| 539 | attr = ts.TosaSerializerAttribute() |
| 540 | attr.AxisAttribute(axis) |
| 541 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 542 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 543 | return result_tens |
| 544 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 545 | def build_pool2d( |
| 546 | self, |
| 547 | op, |
| 548 | input, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 549 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 550 | stride, |
| 551 | pad, |
| 552 | kernel, |
| 553 | validator_fcns=None, |
| 554 | error_name=None, |
| 555 | qinfo=None, |
| 556 | ): |
| 557 | result_tens = OutputShaper.pool2dOp( |
| 558 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 559 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 560 | |
| 561 | # Ensure new output type has correct qinfo |
| 562 | if error_name == ErrorIf.WrongInputType: |
| 563 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 564 | qinfo = [ |
| 565 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 566 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 567 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 568 | |
| 569 | # Invalidate Input/Output list for error if checks. |
| 570 | input_list = [input.name] |
| 571 | output_list = [result_tens.name] |
| 572 | pCount, cCount = op["operands"] |
| 573 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 574 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 575 | self, error_name, input_list, output_list |
| 576 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 577 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 578 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 579 | self.ser, |
| 580 | validator_fcns, |
| 581 | error_name, |
| 582 | op=op, |
| 583 | input_shape=input.shape, |
| 584 | input_dtype=input.dtype, |
| 585 | output_shape=result_tens.shape, |
| 586 | output_dtype=result_tens.dtype, |
| 587 | kernel=kernel, |
| 588 | stride=stride, |
| 589 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 590 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 591 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 592 | input_list=input_list, |
| 593 | output_list=output_list, |
| 594 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 595 | ): |
| 596 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 597 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 598 | if qinfo is None: |
| 599 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 600 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 601 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 602 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 603 | |
| 604 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 605 | return result_tens |
| 606 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 607 | def build_maxpool2d( |
| 608 | self, |
| 609 | op, |
| 610 | input, |
| 611 | stride, |
| 612 | pad, |
| 613 | kernel, |
| 614 | validator_fcns=None, |
| 615 | error_name=None, |
| 616 | qinfo=None, |
| 617 | ): |
| 618 | # Same as build_pool2d but manually sets accum_dtype value |
| 619 | # (maxpool has no accum_dtype) |
| 620 | return self.build_pool2d( |
| 621 | op, |
| 622 | input, |
| 623 | DType.UNKNOWN, |
| 624 | stride, |
| 625 | pad, |
| 626 | kernel, |
| 627 | validator_fcns, |
| 628 | error_name, |
| 629 | qinfo, |
| 630 | ) |
| 631 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 632 | def build_conv2d( |
| 633 | self, |
| 634 | op, |
| 635 | ifm, |
| 636 | filter, |
| 637 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 638 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 639 | strides, |
| 640 | padding, |
| 641 | dilations, |
| 642 | validator_fcns=None, |
| 643 | error_name=None, |
| 644 | qinfo=None, |
| 645 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 646 | assert len(padding) == 4 |
| 647 | result_tens = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 648 | self.ser, |
| 649 | self.rng, |
| 650 | ifm, |
| 651 | filter, |
| 652 | accum_dtype, |
| 653 | strides, |
| 654 | padding, |
| 655 | dilations, |
| 656 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 657 | ) |
| 658 | |
| 659 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 660 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 661 | DType.INT8, |
| 662 | DType.UINT8, |
| 663 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 664 | qinfo = [ |
| 665 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 666 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 667 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 668 | |
| 669 | # Invalidate Input/Output list for error_if checks. |
| 670 | input_list = [ifm.name, filter.name, bias.name] |
| 671 | output_list = [result_tens.name] |
| 672 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 673 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 674 | self, error_name, input_list, output_list |
| 675 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 676 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 677 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 678 | self.ser, |
| 679 | validator_fcns, |
| 680 | error_name, |
| 681 | op=op, |
| 682 | input_dtype=ifm.dtype, |
| 683 | weight_dtype=filter.dtype, |
| 684 | output_dtype=result_tens.dtype, |
| 685 | qinfo=qinfo, |
| 686 | input_list=input_list, |
| 687 | num_operands=num_operands, |
| 688 | output_list=output_list, |
| 689 | pad=padding, |
| 690 | stride=strides, |
| 691 | dilation=dilations, |
| 692 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 693 | weight_shape=filter.shape, |
| 694 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 695 | ): |
| 696 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 697 | |
| 698 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 699 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 700 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 701 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 702 | return result_tens |
| 703 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 704 | def build_conv3d( |
| 705 | self, |
| 706 | op, |
| 707 | ifm, |
| 708 | filter, |
| 709 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 710 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 711 | strides, |
| 712 | padding, |
| 713 | dilations, |
| 714 | validator_fcns=None, |
| 715 | error_name=None, |
| 716 | qinfo=None, |
| 717 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 718 | assert len(padding) == 6 |
| 719 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 720 | self.ser, |
| 721 | self.rng, |
| 722 | ifm, |
| 723 | filter, |
| 724 | accum_dtype, |
| 725 | strides, |
| 726 | padding, |
| 727 | dilations, |
| 728 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 729 | ) |
| 730 | |
| 731 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 732 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 733 | DType.INT8, |
| 734 | DType.UINT8, |
| 735 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 736 | qinfo = [ |
| 737 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 738 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 739 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 740 | |
| 741 | # Invalidate Input/Output list for error_if checks. |
| 742 | input_list = [ifm.name, filter.name, bias.name] |
| 743 | output_list = [result_tens.name] |
| 744 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 745 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 746 | self, error_name, input_list, output_list |
| 747 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 748 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 749 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 750 | self.ser, |
| 751 | validator_fcns, |
| 752 | error_name, |
| 753 | op=op, |
| 754 | input_dtype=ifm.dtype, |
| 755 | weight_dtype=filter.dtype, |
| 756 | output_dtype=result_tens.dtype, |
| 757 | qinfo=qinfo, |
| 758 | input_list=input_list, |
| 759 | num_operands=num_operands, |
| 760 | output_list=output_list, |
| 761 | pad=padding, |
| 762 | stride=strides, |
| 763 | dilation=dilations, |
| 764 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 765 | weight_shape=filter.shape, |
| 766 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 767 | ): |
| 768 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 769 | |
| 770 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 771 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 772 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 773 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 774 | return result_tens |
| 775 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 776 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 777 | self, |
| 778 | op, |
| 779 | ifm, |
| 780 | filter, |
| 781 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 782 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 783 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 784 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 785 | output_shape, |
| 786 | validator_fcns=None, |
| 787 | error_name=None, |
| 788 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 789 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 790 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 791 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 792 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 793 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 794 | |
| 795 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 796 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 797 | DType.INT8, |
| 798 | DType.UINT8, |
| 799 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 800 | qinfo = [ |
| 801 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 802 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 803 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 804 | |
| 805 | # Invalidate Input/Output list for error_if checks. |
| 806 | input_list = [ifm.name, filter.name, bias.name] |
| 807 | output_list = [result_tens.name] |
| 808 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 809 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 810 | self, error_name, input_list, output_list |
| 811 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 812 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 813 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 814 | self.ser, |
| 815 | validator_fcns, |
| 816 | error_name, |
| 817 | op=op, |
| 818 | input_dtype=ifm.dtype, |
| 819 | weight_dtype=filter.dtype, |
| 820 | output_dtype=result_tens.dtype, |
| 821 | qinfo=qinfo, |
| 822 | input_list=input_list, |
| 823 | num_operands=num_operands, |
| 824 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 825 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 826 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 827 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 828 | weight_shape=filter.shape, |
| 829 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 830 | ): |
| 831 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 832 | |
| 833 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 834 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 835 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 836 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 837 | return result_tens |
| 838 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 839 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 840 | self, |
| 841 | op, |
| 842 | ifm, |
| 843 | filter, |
| 844 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 845 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 846 | strides, |
| 847 | padding, |
| 848 | dilations, |
| 849 | validator_fcns=None, |
| 850 | error_name=None, |
| 851 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 852 | ): |
| 853 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 854 | self.ser, |
| 855 | self.rng, |
| 856 | ifm, |
| 857 | filter, |
| 858 | accum_dtype, |
| 859 | strides, |
| 860 | padding, |
| 861 | dilations, |
| 862 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 863 | ) |
| 864 | |
| 865 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 866 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 867 | DType.INT8, |
| 868 | DType.UINT8, |
| 869 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 870 | qinfo = [ |
| 871 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 872 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 873 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 874 | |
| 875 | # Invalidate Input/Output list for error_if checks. |
| 876 | input_list = [ifm.name, filter.name, bias.name] |
| 877 | output_list = [result_tens.name] |
| 878 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 879 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 880 | self, error_name, input_list, output_list |
| 881 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 882 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 883 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 884 | self.ser, |
| 885 | validator_fcns, |
| 886 | error_name, |
| 887 | op=op, |
| 888 | input_dtype=ifm.dtype, |
| 889 | weight_dtype=filter.dtype, |
| 890 | output_dtype=result_tens.dtype, |
| 891 | qinfo=qinfo, |
| 892 | input_list=input_list, |
| 893 | num_operands=num_operands, |
| 894 | output_list=output_list, |
| 895 | pad=padding, |
| 896 | stride=strides, |
| 897 | dilation=dilations, |
| 898 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 899 | weight_shape=filter.shape, |
| 900 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 901 | ): |
| 902 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 903 | |
| 904 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 905 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 906 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 907 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 908 | return result_tens |
| 909 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 910 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 911 | self, |
| 912 | op, |
| 913 | ifm, |
| 914 | filter, |
| 915 | bias, |
| 916 | accum_dtype, |
| 917 | validator_fcns=None, |
| 918 | error_name=None, |
| 919 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 920 | ): |
| 921 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 922 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 923 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 924 | |
| 925 | # Invalidate Input/Output list for error if checks. |
| 926 | input_list = [ifm.name, filter.name, bias.name] |
| 927 | output_list = [result_tens.name] |
| 928 | pCount, cCount = op["operands"] |
| 929 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 930 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 931 | self, error_name, input_list, output_list |
| 932 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 933 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 934 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 935 | self.ser, |
| 936 | validator_fcns, |
| 937 | error_name, |
| 938 | op=op, |
| 939 | input_shape=ifm.shape, |
| 940 | input_dtype=ifm.dtype, |
| 941 | weight_dtype=filter.dtype, |
| 942 | output_shape=result_tens.shape, |
| 943 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 944 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 945 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 946 | input_list=input_list, |
| 947 | output_list=output_list, |
| 948 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 949 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 950 | ): |
| 951 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 952 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 953 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 954 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 955 | |
| 956 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 957 | return result_tens |
| 958 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 959 | def build_matmul( |
| 960 | self, op, a, b, accum_dtype, validator_fcns=None, error_name=None, qinfo=None |
| 961 | ): |
| 962 | result_tens = OutputShaper.matmulOp( |
| 963 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 964 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 965 | |
| 966 | # Invalidate Input/Output list for error if checks. |
| 967 | input_list = [a.name, b.name] |
| 968 | output_list = [result_tens.name] |
| 969 | pCount, cCount = op["operands"] |
| 970 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 971 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 972 | self, error_name, input_list, output_list |
| 973 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 974 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 975 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 976 | self.ser, |
| 977 | validator_fcns, |
| 978 | error_name, |
| 979 | op=op, |
| 980 | input_shape=a.shape, |
| 981 | input_dtype=a.dtype, |
| 982 | input2_shape=b.shape, |
| 983 | input2_dtype=b.dtype, |
| 984 | output_shape=result_tens.shape, |
| 985 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 986 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 987 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 988 | input_list=input_list, |
| 989 | output_list=output_list, |
| 990 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 991 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 992 | ): |
| 993 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 994 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 995 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 996 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 997 | |
| 998 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 999 | return result_tens |
| 1000 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1001 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 1002 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 1003 | |
| 1004 | # Invalidate Input/Output list for error if checks. |
| 1005 | input_list = [a.name] |
| 1006 | output_list = [result_tens.name] |
| 1007 | pCount, cCount = op["operands"] |
| 1008 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1009 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1010 | self, error_name, input_list, output_list |
| 1011 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1012 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1013 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1014 | self.ser, |
| 1015 | validator_fcns, |
| 1016 | error_name, |
| 1017 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1018 | axis=axis, |
| 1019 | input_shape=a.shape, |
| 1020 | output_shape=result_tens.shape, |
| 1021 | input_dtype=a.dtype, |
| 1022 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1023 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1024 | input_list=input_list, |
| 1025 | output_list=output_list, |
| 1026 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1027 | ): |
| 1028 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1029 | |
| 1030 | attr = ts.TosaSerializerAttribute() |
| 1031 | attr.AxisAttribute(axis) |
| 1032 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1033 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1034 | return result_tens |
| 1035 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1036 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1037 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1038 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1039 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1040 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1041 | if error_name == ErrorIf.MaxSmallerMin: |
| 1042 | # Make sure the numbers are different to invoke this error |
| 1043 | while v[0] == v[1]: |
| 1044 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1045 | max_val = min(v) |
| 1046 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1047 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1048 | max_val = max(v) |
| 1049 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1050 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1051 | # Invalidate Input/Output list for error if checks. |
| 1052 | input_list = [a.name] |
| 1053 | output_list = [result_tens.name] |
| 1054 | pCount, cCount = op["operands"] |
| 1055 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1056 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1057 | self, error_name, input_list, output_list |
| 1058 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1059 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1060 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1061 | self.ser, |
| 1062 | validator_fcns, |
| 1063 | error_name, |
| 1064 | op=op, |
| 1065 | max_val=max_val, |
| 1066 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1067 | input_shape=a.shape, |
| 1068 | output_shape=result_tens.shape, |
| 1069 | input_dtype=a.dtype, |
| 1070 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1071 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1072 | input_list=input_list, |
| 1073 | output_list=output_list, |
| 1074 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1075 | ): |
| 1076 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1077 | |
| 1078 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1079 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1080 | if a.dtype == DType.FP16: |
| 1081 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1082 | min_val = min_val.astype(np.float32) |
| 1083 | max_val = max_val.astype(np.float32) |
| 1084 | |
| 1085 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1086 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1087 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1088 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1089 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1090 | return result_tens |
| 1091 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1092 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1093 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1094 | attr = ts.TosaSerializerAttribute() |
| 1095 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1096 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1097 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1098 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1099 | return result_tens |
| 1100 | |
| 1101 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1102 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1103 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
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]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1106 | return result_tens |
| 1107 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1108 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1109 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1110 | |
| 1111 | # Invalidate Input/Output list for error if checks. |
| 1112 | input_list = [a.name] |
| 1113 | output_list = [result_tens.name] |
| 1114 | pCount, cCount = op["operands"] |
| 1115 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1116 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1117 | self, error_name, input_list, output_list |
| 1118 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1119 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1120 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1121 | self.ser, |
| 1122 | validator_fcns, |
| 1123 | error_name, |
| 1124 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1125 | input_shape=a.shape, |
| 1126 | output_shape=result_tens.shape, |
| 1127 | input_dtype=a.dtype, |
| 1128 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1129 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1130 | input_list=input_list, |
| 1131 | output_list=output_list, |
| 1132 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1133 | ): |
| 1134 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1135 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1136 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1137 | return result_tens |
| 1138 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1139 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1140 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1141 | |
| 1142 | # Invalidate Input/Output list for error if checks. |
| 1143 | input_list = [a.name] |
| 1144 | output_list = [result_tens.name] |
| 1145 | pCount, cCount = op["operands"] |
| 1146 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1147 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1148 | self, error_name, input_list, output_list |
| 1149 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1150 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1151 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1152 | self.ser, |
| 1153 | validator_fcns, |
| 1154 | error_name, |
| 1155 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1156 | input_shape=a.shape, |
| 1157 | output_shape=result_tens.shape, |
| 1158 | input_dtype=a.dtype, |
| 1159 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1160 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1161 | input_list=input_list, |
| 1162 | output_list=output_list, |
| 1163 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1164 | ): |
| 1165 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1166 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1167 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1168 | return result_tens |
| 1169 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1170 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1171 | if error_name != ErrorIf.WrongInputType: |
| 1172 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1173 | |
| 1174 | # To store variable length list of input tensors we need to store axis along with it |
| 1175 | axis = a[-1] |
| 1176 | a = a[:-1] |
| 1177 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1178 | result_tens = OutputShaper.concatOp( |
| 1179 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1180 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1181 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1182 | input_tensor_names = [] |
| 1183 | for tensor in a: |
| 1184 | input_tensor_names.append(tensor.name) |
| 1185 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1186 | # Invalidate Input/Output list for error if checks. |
| 1187 | input_list = input_tensor_names |
| 1188 | output_list = [result_tens.name] |
| 1189 | pCount, cCount = op["operands"] |
| 1190 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1191 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1192 | self, error_name, input_list, output_list |
| 1193 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1194 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1195 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1196 | self.ser, |
| 1197 | validator_fcns, |
| 1198 | error_name, |
| 1199 | op=op, |
| 1200 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1201 | input_shape=a[0].shape, |
| 1202 | output_shape=result_tens.shape, |
| 1203 | input_dtype=a[0].dtype, |
| 1204 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1205 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1206 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1207 | input_list=input_list, |
| 1208 | output_list=output_list, |
| 1209 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1210 | ): |
| 1211 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1212 | |
| 1213 | attr = ts.TosaSerializerAttribute() |
| 1214 | attr.AxisAttribute(axis) |
| 1215 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1216 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1217 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1218 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1219 | def build_pad( |
| 1220 | self, |
| 1221 | op, |
| 1222 | a, |
| 1223 | padding, |
| 1224 | pad_const_int, |
| 1225 | pad_const_float, |
| 1226 | validator_fcns=None, |
| 1227 | error_name=None, |
| 1228 | qinfo=None, |
| 1229 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1230 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1231 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1232 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1233 | attr.PadAttribute( |
| 1234 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1235 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1236 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1237 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1238 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1239 | output_list = [result_tens.name] |
| 1240 | pCount, cCount = op["operands"] |
| 1241 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1242 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1243 | self, error_name, input_list, output_list |
| 1244 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1245 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1246 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1247 | self.ser, |
| 1248 | validator_fcns, |
| 1249 | error_name, |
| 1250 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1251 | input_shape=a.shape, |
| 1252 | output_shape=result_tens.shape, |
| 1253 | input_dtype=a.dtype, |
| 1254 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1255 | pad=padding, |
| 1256 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1257 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1258 | input_list=input_list, |
| 1259 | output_list=output_list, |
| 1260 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1261 | ): |
| 1262 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1263 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1264 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1265 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1266 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1267 | 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] | 1268 | result_tens = OutputShaper.reshapeOp( |
| 1269 | self.ser, self.rng, a, newShape, error_name |
| 1270 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1271 | |
| 1272 | # Invalidate Input/Output list for error if checks. |
| 1273 | input_list = [a.name] |
| 1274 | output_list = [result_tens.name] |
| 1275 | pCount, cCount = op["operands"] |
| 1276 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1277 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1278 | self, error_name, input_list, output_list |
| 1279 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1280 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1281 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1282 | self.ser, |
| 1283 | validator_fcns, |
| 1284 | error_name, |
| 1285 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1286 | input_shape=a.shape, |
| 1287 | output_shape=result_tens.shape, |
| 1288 | input_dtype=a.dtype, |
| 1289 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1290 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1291 | input_list=input_list, |
| 1292 | output_list=output_list, |
| 1293 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1294 | ): |
| 1295 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1296 | |
| 1297 | attr = ts.TosaSerializerAttribute() |
| 1298 | attr.ReshapeAttribute(newShape) |
| 1299 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1300 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1301 | return result_tens |
| 1302 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1303 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1304 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1305 | |
| 1306 | # Invalidate Input/Output list for error if checks. |
| 1307 | input_list = [a.name] |
| 1308 | output_list = [result_tens.name] |
| 1309 | pCount, cCount = op["operands"] |
| 1310 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1311 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1312 | self, error_name, input_list, output_list |
| 1313 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1314 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1315 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1316 | self.ser, |
| 1317 | validator_fcns, |
| 1318 | error_name, |
| 1319 | op=op, |
| 1320 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1321 | input_shape=a.shape, |
| 1322 | output_shape=result_tens.shape, |
| 1323 | input_dtype=a.dtype, |
| 1324 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1325 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1326 | input_list=input_list, |
| 1327 | output_list=output_list, |
| 1328 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1329 | ): |
| 1330 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1331 | |
| 1332 | attr = ts.TosaSerializerAttribute() |
| 1333 | attr.AxisAttribute(axis) |
| 1334 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1335 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1336 | return result_tens |
| 1337 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1338 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1339 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1340 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1341 | attr = ts.TosaSerializerAttribute() |
| 1342 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1343 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1344 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1345 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1346 | output_list = [result_tens.name] |
| 1347 | pCount, cCount = op["operands"] |
| 1348 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1349 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1350 | self, error_name, input_list, output_list |
| 1351 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1352 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1353 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1354 | self.ser, |
| 1355 | validator_fcns, |
| 1356 | error_name, |
| 1357 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1358 | input_shape=a.shape, |
| 1359 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1360 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1361 | input_dtype=a.dtype, |
| 1362 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1363 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1364 | input_list=input_list, |
| 1365 | output_list=output_list, |
| 1366 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1367 | ): |
| 1368 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1369 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1370 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1371 | return result_tens |
| 1372 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1373 | 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] | 1374 | result_tens = OutputShaper.sliceOp( |
| 1375 | self.ser, self.rng, a, start, size, error_name |
| 1376 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1377 | |
| 1378 | # Invalidate Input/Output list for error if checks. |
| 1379 | input_list = [a.name] |
| 1380 | output_list = [result_tens.name] |
| 1381 | pCount, cCount = op["operands"] |
| 1382 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1383 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1384 | self, error_name, input_list, output_list |
| 1385 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1386 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1387 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1388 | self.ser, |
| 1389 | validator_fcns, |
| 1390 | error_name, |
| 1391 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1392 | input_shape=a.shape, |
| 1393 | output_shape=result_tens.shape, |
| 1394 | input_dtype=a.dtype, |
| 1395 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1396 | start=start, |
| 1397 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1398 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1399 | input_list=input_list, |
| 1400 | output_list=output_list, |
| 1401 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1402 | ): |
| 1403 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1404 | |
| 1405 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1406 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1407 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1408 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1409 | return result_tens |
| 1410 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1411 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1412 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1413 | |
| 1414 | # Invalidate Input/Output list for error if checks. |
| 1415 | input_list = [a.name] |
| 1416 | output_list = [result_tens.name] |
| 1417 | pCount, cCount = op["operands"] |
| 1418 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1419 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1420 | self, error_name, input_list, output_list |
| 1421 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1422 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1423 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1424 | self.ser, |
| 1425 | validator_fcns, |
| 1426 | error_name, |
| 1427 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1428 | input_shape=a.shape, |
| 1429 | output_shape=result_tens.shape, |
| 1430 | input_dtype=a.dtype, |
| 1431 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1432 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1433 | input_list=input_list, |
| 1434 | output_list=output_list, |
| 1435 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1436 | ): |
| 1437 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1438 | |
| 1439 | attr = ts.TosaSerializerAttribute() |
| 1440 | attr.TileAttribute(multiples) |
| 1441 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1442 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1443 | return result_tens |
| 1444 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1445 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1446 | |
| 1447 | # Create a new indicies tensor |
| 1448 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1449 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1450 | K = values.shape[1] # K |
| 1451 | W = self.randInt( |
| 1452 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1453 | ) # W |
| 1454 | indicies_arr = np.int32( |
| 1455 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1456 | ) # (N, W) |
| 1457 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1458 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1459 | result_tens = OutputShaper.gatherOp( |
| 1460 | self.ser, self.rng, values, indicies, error_name |
| 1461 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1462 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1463 | # Invalidate Input/Output list for error if checks. |
| 1464 | input_list = [values.name, indicies.name] |
| 1465 | output_list = [result_tens.name] |
| 1466 | pCount, cCount = op["operands"] |
| 1467 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1468 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1469 | self, error_name, input_list, output_list |
| 1470 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1471 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1472 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1473 | self.ser, |
| 1474 | validator_fcns, |
| 1475 | error_name, |
| 1476 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1477 | input_shape=values.shape, |
| 1478 | output_shape=result_tens.shape, |
| 1479 | input_dtype=values.dtype, |
| 1480 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1481 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1482 | input_list=input_list, |
| 1483 | output_list=output_list, |
| 1484 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1485 | ): |
| 1486 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1487 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1488 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1489 | |
| 1490 | return result_tens |
| 1491 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1492 | 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] | 1493 | |
| 1494 | # Create a new indicies tensor |
| 1495 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1496 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1497 | K = values_in.shape[1] # K |
| 1498 | W = input.shape[1] # W |
| 1499 | indicies_arr = np.int32( |
| 1500 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1501 | ) # (N, W) |
| 1502 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1503 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1504 | result_tens = OutputShaper.scatterOp( |
| 1505 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1506 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1507 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1508 | # Invalidate Input/Output list for error if checks. |
| 1509 | input_list = [values_in.name, indicies.name, input.name] |
| 1510 | output_list = [result_tens.name] |
| 1511 | pCount, cCount = op["operands"] |
| 1512 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1513 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1514 | self, error_name, input_list, output_list |
| 1515 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1516 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1517 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1518 | self.ser, |
| 1519 | validator_fcns, |
| 1520 | error_name, |
| 1521 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1522 | input_shape=values_in.shape, |
| 1523 | output_shape=result_tens.shape, |
| 1524 | input_dtype=values_in.dtype, |
| 1525 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1526 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1527 | input_list=input_list, |
| 1528 | output_list=output_list, |
| 1529 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1530 | ): |
| 1531 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1532 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1533 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1534 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1535 | return result_tens |
| 1536 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1537 | def build_resize( |
| 1538 | self, |
| 1539 | op, |
| 1540 | input, |
| 1541 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1542 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1543 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1544 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1545 | input_dtype, |
| 1546 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1547 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1548 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1549 | ): |
| 1550 | result_tens = OutputShaper.resizeOp( |
| 1551 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1552 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1553 | input, |
| 1554 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1555 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1556 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1557 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1558 | input_dtype, |
| 1559 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1560 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1561 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1562 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1563 | # Invalidate Input/Output list for error if checks. |
| 1564 | input_list = [input.name] |
| 1565 | output_list = [result_tens.name] |
| 1566 | pCount, cCount = op["operands"] |
| 1567 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1568 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1569 | self, error_name, input_list, output_list |
| 1570 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1571 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1572 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1573 | self.ser, |
| 1574 | validator_fcns, |
| 1575 | error_name, |
| 1576 | op=op, |
| 1577 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1578 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1579 | input_dtype=input_dtype, |
| 1580 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1581 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1582 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1583 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1584 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1585 | input_list=input_list, |
| 1586 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1587 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1588 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1589 | ): |
| 1590 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1591 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1592 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1593 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1594 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1595 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1596 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1597 | return result_tens |
| 1598 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1599 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1600 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1601 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1602 | self.ser.addOperator( |
| 1603 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1604 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1605 | return result_tens |
| 1606 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1607 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1608 | self.ser.addOutputTensor(val) |
| 1609 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1610 | |
| 1611 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1612 | 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] | 1613 | result_tens = OutputShaper.typeConversionOp( |
| 1614 | self.ser, self.rng, val, out_dtype, error_name |
| 1615 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1616 | |
| 1617 | # Invalidate Input/Output list for error if checks. |
| 1618 | input_list = [val.name] |
| 1619 | output_list = [result_tens.name] |
| 1620 | pCount, cCount = op["operands"] |
| 1621 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1622 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1623 | self, error_name, input_list, output_list |
| 1624 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1625 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1626 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1627 | self.ser, |
| 1628 | validator_fcns, |
| 1629 | error_name, |
| 1630 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1631 | input_shape=val.shape, |
| 1632 | output_shape=result_tens.shape, |
| 1633 | input_dtype=val.dtype, |
| 1634 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1635 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1636 | input_list=input_list, |
| 1637 | output_list=output_list, |
| 1638 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1639 | ): |
| 1640 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1641 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1642 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1643 | return result_tens |
| 1644 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1645 | def build_rescale( |
| 1646 | self, |
| 1647 | op, |
| 1648 | val, |
| 1649 | out_dtype, |
| 1650 | scale32, |
| 1651 | double_round, |
| 1652 | per_channel, |
| 1653 | validator_fcns, |
| 1654 | error_name, |
| 1655 | ): |
| 1656 | result_tens = OutputShaper.typeConversionOp( |
| 1657 | self.ser, self.rng, val, out_dtype, error_name |
| 1658 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1659 | |
| 1660 | if per_channel: |
| 1661 | nc = val.shape[-1] |
| 1662 | else: |
| 1663 | nc = 1 |
| 1664 | |
| 1665 | in_type_width = self.typeWidth(val.dtype) |
| 1666 | out_type_width = self.typeWidth(out_dtype) |
| 1667 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1668 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1669 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1670 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1671 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1672 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1673 | in_type_width += 1 |
| 1674 | elif error_name in [ |
| 1675 | ErrorIf.InputZeroPointNotZero, |
| 1676 | ErrorIf.U16InputZeroPointNotValid, |
| 1677 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1678 | input_zp = self.randInt(-128, 128) |
| 1679 | if input_zp == 0: |
| 1680 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1681 | in_type_width += 1 |
| 1682 | elif val.dtype == DType.UINT16: |
| 1683 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1684 | input_zp = self.rng.choice([0, 32768]) |
| 1685 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1686 | else: |
| 1687 | input_zp = 0 |
| 1688 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1689 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1690 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1691 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1692 | elif out_dtype == DType.UINT8: |
| 1693 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1694 | out_type_width += 1 |
| 1695 | elif error_name in [ |
| 1696 | ErrorIf.OutputZeroPointNotZero, |
| 1697 | ErrorIf.U16OutputZeroPointNotValid, |
| 1698 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1699 | output_zp = self.randInt(-128, 128) |
| 1700 | if output_zp == 0: |
| 1701 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1702 | out_type_width += 1 |
| 1703 | elif out_dtype == DType.UINT16: |
| 1704 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1705 | output_zp = self.rng.choice([0, 32768]) |
| 1706 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1707 | else: |
| 1708 | output_zp = 0 |
| 1709 | |
| 1710 | # Calculate scale based on: |
| 1711 | # scale = a *(2^output_width)/(2^input_width)) |
| 1712 | |
| 1713 | a = np.float32(self.rng.random(size=[nc])) |
| 1714 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1715 | |
| 1716 | if scale32: |
| 1717 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1718 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1719 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1720 | else: |
| 1721 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1722 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1723 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1724 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1725 | |
| 1726 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1727 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1728 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1729 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1730 | |
| 1731 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1732 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1733 | scale_arr[i], scale32 |
| 1734 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1735 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1736 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1737 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1738 | # 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] | 1739 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1740 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1741 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1742 | assert val.placeholderFilename |
| 1743 | values = np.load( |
| 1744 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1745 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1746 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1747 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1748 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1749 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1750 | if not np.all(np.array_equal(values, val_adj)): |
| 1751 | # Values changed so overwrite file with new values |
| 1752 | np.save( |
| 1753 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1754 | val_adj, |
| 1755 | False, |
| 1756 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1757 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1758 | # Invalidate Input/Output list for error if checks. |
| 1759 | input_list = [val.name] |
| 1760 | output_list = [result_tens.name] |
| 1761 | pCount, cCount = op["operands"] |
| 1762 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1763 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1764 | self, error_name, input_list, output_list |
| 1765 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1766 | |
| 1767 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1768 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1769 | self.ser, |
| 1770 | validator_fcns, |
| 1771 | error_name, |
| 1772 | op=op, |
| 1773 | input_dtype=val.dtype, |
| 1774 | output_dtype=out_dtype, |
| 1775 | input_shape=val.shape, |
| 1776 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1777 | scale32=scale32, |
| 1778 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1779 | input_list=input_list, |
| 1780 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1781 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1782 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1783 | ): |
| 1784 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1785 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1786 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1787 | attr.RescaleAttribute( |
| 1788 | input_zp, |
| 1789 | output_zp, |
| 1790 | multiplier_arr, |
| 1791 | shift_arr, |
| 1792 | scale32, |
| 1793 | double_round, |
| 1794 | per_channel, |
| 1795 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1796 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1797 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1798 | return result_tens |
| 1799 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1800 | def _get_condition_tensor(self, op, cond, error_name): |
| 1801 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
| 1802 | cond_type = get_wrong_output_type(op, self.rng, DType.BOOL) |
| 1803 | else: |
| 1804 | cond_type = DType.BOOL |
| 1805 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 1806 | choice = self.rng.choice([1, 2]) |
| 1807 | if choice == 1: |
| 1808 | cond_shape = [2] |
| 1809 | else: |
| 1810 | cond_shape = [1, 2] |
| 1811 | else: |
| 1812 | # Must be of size 1 (rank 0) |
| 1813 | cond_shape = [] |
| 1814 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 1815 | return cond_tens |
| 1816 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1817 | def build_cond_if_const( |
| 1818 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 1819 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1820 | # 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] | 1821 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1822 | # and fill them with const nodes for the body. |
| 1823 | |
| 1824 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1825 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1826 | |
| 1827 | # Make then/else tensors |
| 1828 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1829 | |
| 1830 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1831 | if error_name in [ |
| 1832 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1833 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1834 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1835 | incorrect_shape = deepcopy(then_tens.shape) |
| 1836 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1837 | incorrect_shape[i] += ( |
| 1838 | self.rng.choice([-3, -2, 2, 3]) |
| 1839 | if incorrect_shape[i] > 3 |
| 1840 | else self.rng.choice([1, 2, 4]) |
| 1841 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1842 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 1843 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1844 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 1845 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1846 | |
| 1847 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1848 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1849 | |
| 1850 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1851 | then_block = "THEN_BLOCK" |
| 1852 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1853 | attr = ts.TosaSerializerAttribute() |
| 1854 | attr.CondIfAttribute(then_block, else_block) |
| 1855 | |
| 1856 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1857 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1858 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1859 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1860 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1861 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 1862 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1863 | else: |
| 1864 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1865 | self.ser.addOutputTensor(then_tens) |
| 1866 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1867 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1868 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 1869 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1870 | else: |
| 1871 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1872 | self.ser.addOutputTensor(else_tens) |
| 1873 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1874 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1875 | self.ser, |
| 1876 | validator_fcns, |
| 1877 | error_name, |
| 1878 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1879 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1880 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1881 | ): |
| 1882 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1883 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1884 | return result_tens |
| 1885 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1886 | def build_cond_if_binary( |
| 1887 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 1888 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1889 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 1890 | # alternately add or subtract them based on the condition |
| 1891 | |
| 1892 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1893 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1894 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1895 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1896 | |
| 1897 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1898 | then_block = "THEN_BLOCK" |
| 1899 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1900 | attr = ts.TosaSerializerAttribute() |
| 1901 | attr.CondIfAttribute(then_block, else_block) |
| 1902 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1903 | if error_name in [ |
| 1904 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 1905 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 1906 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1907 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1908 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1909 | incorrect_shape = a.shape.copy() |
| 1910 | for i in range(len(incorrect_shape)): |
| 1911 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1912 | incorrect_block_input = deepcopy(a) |
| 1913 | incorrect_block_input.shape = incorrect_shape |
| 1914 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1915 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1916 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1917 | 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] | 1918 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1919 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 1920 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1921 | then_op, else_op = Op.ADD, Op.SUB |
| 1922 | elif a.dtype in (DType.INT8, DType.INT16): |
| 1923 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 1924 | else: |
| 1925 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1926 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1927 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1928 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1929 | if ( |
| 1930 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 1931 | and block == then_block |
| 1932 | ) or ( |
| 1933 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 1934 | and block == else_block |
| 1935 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1936 | self.ser.addInputTensor(incorrect_block_input) |
| 1937 | self.ser.addInputTensor(b) |
| 1938 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1939 | elif ( |
| 1940 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 1941 | and block == then_block |
| 1942 | ) or ( |
| 1943 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 1944 | and block == else_block |
| 1945 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1946 | self.ser.addInputTensor(a) |
| 1947 | self.ser.addInputTensor(b) |
| 1948 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 1949 | else: |
| 1950 | self.ser.addInputTensor(a) |
| 1951 | self.ser.addInputTensor(b) |
| 1952 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1953 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1954 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1955 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1956 | self.ser, |
| 1957 | validator_fcns, |
| 1958 | error_name, |
| 1959 | op=op, |
| 1960 | a=a, |
| 1961 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1962 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1963 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1964 | ): |
| 1965 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1966 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1967 | return result_tens |
| 1968 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1969 | 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] | 1970 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1971 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1972 | cond_block = "COND_BLOCK" |
| 1973 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1974 | |
| 1975 | attr = ts.TosaSerializerAttribute() |
| 1976 | attr.WhileLoopAttribute(cond_block, body_block) |
| 1977 | |
| 1978 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1979 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1980 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1981 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1982 | |
| 1983 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1984 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 1985 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1986 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 1987 | incorrect_acc = deepcopy(acc) |
| 1988 | for i in range(len(incorrect_acc.shape)): |
| 1989 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1990 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 1991 | else: |
| 1992 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1993 | |
| 1994 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1995 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1996 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1997 | [iter.name, a.name, acc.name], |
| 1998 | [iter_out.name, a_out.name, acc_out.name], |
| 1999 | attr, |
| 2000 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2001 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2002 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2003 | if error_name in [ |
| 2004 | ErrorIf.InputListCondGraphMismatch, |
| 2005 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2006 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2007 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2008 | incorrect_iter = deepcopy(iter) |
| 2009 | for i in range(len(incorrect_iter.shape)): |
| 2010 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2011 | if len(incorrect_iter.shape) == 0: |
| 2012 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2013 | |
| 2014 | incorrect_acc = deepcopy(acc) |
| 2015 | for i in range(len(incorrect_acc.shape)): |
| 2016 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2017 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2018 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2019 | self.ser.addBasicBlock(cond_block) |
| 2020 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2021 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2022 | self.ser.addInputTensor(incorrect_iter) |
| 2023 | self.ser.addInputTensor(a) |
| 2024 | self.ser.addInputTensor(incorrect_acc) |
| 2025 | else: |
| 2026 | self.ser.addInputTensor(iter) |
| 2027 | self.ser.addInputTensor(a) |
| 2028 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2029 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2030 | |
| 2031 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2032 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2033 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2034 | cond_type = DType.BOOL |
| 2035 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2036 | choice = self.rng.choice([1, 2]) |
| 2037 | if choice == 1: |
| 2038 | cond_shape = [3] |
| 2039 | else: |
| 2040 | cond_shape = [1, 2] |
| 2041 | else: |
| 2042 | cond_shape = [] |
| 2043 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2044 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2045 | 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] | 2046 | |
| 2047 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2048 | # 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] | 2049 | self.ser.addBasicBlock(body_block) |
| 2050 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2051 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2052 | self.ser.addInputTensor(incorrect_iter) |
| 2053 | self.ser.addInputTensor(a) |
| 2054 | self.ser.addInputTensor(incorrect_acc) |
| 2055 | else: |
| 2056 | self.ser.addInputTensor(iter) |
| 2057 | self.ser.addInputTensor(a) |
| 2058 | self.ser.addInputTensor(acc) |
| 2059 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2060 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2061 | |
| 2062 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2063 | iter_body_out = self.ser.addIntermediate( |
| 2064 | incorrect_iter.shape, incorrect_iter.dtype |
| 2065 | ) |
| 2066 | acc_body_out = self.ser.addIntermediate( |
| 2067 | incorrect_acc.shape, incorrect_acc.dtype |
| 2068 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2069 | else: |
| 2070 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2071 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2072 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2073 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2074 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2075 | self.ser.addOutputTensor(iter_body_out) |
| 2076 | self.ser.addOutputTensor(a) |
| 2077 | self.ser.addOutputTensor(acc_body_out) |
| 2078 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2079 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2080 | self.ser, |
| 2081 | validator_fcns, |
| 2082 | error_name, |
| 2083 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2084 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2085 | ): |
| 2086 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2087 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2088 | return acc_out |
| 2089 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2090 | def build_fft2d( |
| 2091 | self, op, val1, val2, inverse, validator_fcns=None, error_name=None |
| 2092 | ): |
| 2093 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2094 | |
| 2095 | input_names = [val1.name, val2.name] |
| 2096 | pCount, cCount = op["operands"] |
| 2097 | num_operands = pCount + cCount |
| 2098 | |
| 2099 | output_names = [res.name for res in results] |
| 2100 | output_shapes = [res.shape for res in results] |
| 2101 | output_dtypes = [res.dtype for res in results] |
| 2102 | |
| 2103 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2104 | self, error_name, input_names, output_names |
| 2105 | ) |
| 2106 | |
| 2107 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2108 | self.ser, |
| 2109 | validator_fcns, |
| 2110 | error_name, |
| 2111 | op=op, |
| 2112 | inverse=inverse, |
| 2113 | input1=val1, |
| 2114 | input2=val2, |
| 2115 | input_shape=val1.shape, |
| 2116 | input_dtype=val1.dtype, |
| 2117 | output_shape=output_shapes, |
| 2118 | output_dtype=output_dtypes, |
| 2119 | result_tensors=results, |
| 2120 | input_list=input_names, |
| 2121 | output_list=output_names, |
| 2122 | num_operands=num_operands, |
| 2123 | ): |
| 2124 | return None |
| 2125 | |
| 2126 | attr = ts.TosaSerializerAttribute() |
| 2127 | attr.FFTAttribute(inverse) |
| 2128 | |
| 2129 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2130 | return results |
| 2131 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2132 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2133 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2134 | |
| 2135 | input_names = [val.name] |
| 2136 | pCount, cCount = op["operands"] |
| 2137 | num_operands = pCount + cCount |
| 2138 | |
| 2139 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2140 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2141 | output_dtypes = [res.dtype for res in results] |
| 2142 | |
| 2143 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2144 | self, error_name, input_names, output_names |
| 2145 | ) |
| 2146 | |
| 2147 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2148 | self.ser, |
| 2149 | validator_fcns, |
| 2150 | error_name, |
| 2151 | op=op, |
| 2152 | input_shape=val.shape, |
| 2153 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2154 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2155 | output_dtype=output_dtypes, |
| 2156 | result_tensors=results, |
| 2157 | input_list=input_names, |
| 2158 | output_list=output_names, |
| 2159 | num_operands=num_operands, |
| 2160 | ): |
| 2161 | return None |
| 2162 | |
| 2163 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2164 | return results |
| 2165 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2166 | def create_filter_lists( |
| 2167 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2168 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2169 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2170 | default_test_rank_range = range(1, 5) |
| 2171 | if not shapeFilter: |
| 2172 | shapeFilter = [None] |
| 2173 | |
| 2174 | # Calculate the filters based on what is requested and what the operator allows |
| 2175 | rmin, rmax = op["rank"] |
| 2176 | if rankFilter is not None: |
| 2177 | cleanRankFilter = [] |
| 2178 | # Ensure rankFilter values are allowed by operator |
| 2179 | for rank in rankFilter: |
| 2180 | if rank >= rmin and rank <= rmax: |
| 2181 | cleanRankFilter.append(rank) |
| 2182 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2183 | # Ensure default behaviour is bounded by default range or by operator, |
| 2184 | # whichever is the smaller range of ranks. |
| 2185 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2186 | cleanRankFilter = ( |
| 2187 | opRankRange |
| 2188 | if len(opRankRange) <= len(default_test_rank_range) |
| 2189 | else default_test_rank_range |
| 2190 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2191 | else: |
| 2192 | cleanRankFilter = range(rmin, rmax + 1) |
| 2193 | |
| 2194 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2195 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2196 | if dtypeFilter is not None: |
| 2197 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2198 | # Create list of operator dtypes filtered by requested dtypes |
| 2199 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2200 | if dtype in dtypeFilter or ( |
| 2201 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2202 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2203 | cleanDtypeFilter.append(dtype) |
| 2204 | else: |
| 2205 | cleanDtypeFilter = dtypes |
| 2206 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2207 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2208 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2209 | "shapeFilter": shapeFilter, |
| 2210 | "rankFilter": cleanRankFilter, |
| 2211 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2212 | } |
| 2213 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2214 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2215 | if validator is not None: |
| 2216 | validator_info = validator(check=False, op=op) |
| 2217 | else: |
| 2218 | return None |
| 2219 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2220 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2221 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2222 | # Set parameters as required |
| 2223 | if error_arguments["rank"] is not None: |
| 2224 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2225 | else: |
| 2226 | rankFilter = cleanRankFilter |
| 2227 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2228 | if error_arguments["dtype"] is not None: |
| 2229 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2230 | else: |
| 2231 | dtypeFilter = cleanDtypeFilter |
| 2232 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2233 | if error_arguments["shape"] is not None: |
| 2234 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2235 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2236 | shapeFilter = shapeFilter[ |
| 2237 | :2 |
| 2238 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2239 | |
| 2240 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2241 | "shapeFilter": shapeFilter, |
| 2242 | "rankFilter": rankFilter, |
| 2243 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2244 | } |
| 2245 | return filterDict |
| 2246 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2247 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2248 | self, |
| 2249 | opName, |
| 2250 | shapeFilter=[None], |
| 2251 | rankFilter=None, |
| 2252 | dtypeFilter=None, |
| 2253 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2254 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2255 | |
| 2256 | try: |
| 2257 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2258 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2259 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2260 | |
| 2261 | # Initialize a new random number generator |
| 2262 | self.rng = np.random.default_rng(self.random_seed) |
| 2263 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2264 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2265 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2266 | # Test list consists of a tuple of: |
| 2267 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2268 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2269 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2270 | error_if_validators = op["error_if_validators"] |
| 2271 | else: |
| 2272 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2273 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2274 | for validator in error_if_validators: |
| 2275 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2276 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2277 | else: |
| 2278 | error_name = None |
| 2279 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2280 | filterDict = self.create_filter_lists( |
| 2281 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2282 | ) |
| 2283 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2284 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2285 | cleanRankFilter = filterDict["rankFilter"] |
| 2286 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2287 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2288 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2289 | |
| 2290 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2291 | for t in cleanDtypeFilter: |
| 2292 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2293 | # Filter out by rank |
| 2294 | if shape is not None and len(shape) != r: |
| 2295 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2296 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2297 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2298 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2299 | shapeStr = self.shapeStr(shapeList[0]) |
| 2300 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2301 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2302 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2303 | argList = [] |
| 2304 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2305 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2306 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2307 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2308 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2309 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2310 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2311 | if argStr: |
| 2312 | testStr = "{}_{}_{}_{}".format( |
| 2313 | opName, shapeStr, typeStr, argStr |
| 2314 | ) |
| 2315 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2316 | testStr = "{}_{}_{}".format( |
| 2317 | opName, shapeStr, typeStr |
| 2318 | ) |
| 2319 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2320 | if argStr: |
| 2321 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2322 | opName, error_name, shapeStr, typeStr, argStr |
| 2323 | ) |
| 2324 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2325 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2326 | opName, error_name, shapeStr, typeStr |
| 2327 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2328 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2329 | testList.append( |
| 2330 | (opName, testStr, t, error_name, shapeList, args) |
| 2331 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2332 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2333 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2334 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2335 | if "invalid_test_validators" in op: |
| 2336 | invalid_test_validators = op["invalid_test_validators"] |
| 2337 | clean_testList = [] |
| 2338 | for test in testList: |
| 2339 | for validator_fcn in invalid_test_validators: |
| 2340 | remove_test = False |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2341 | if validator_fcn( |
| 2342 | opName=test[0], |
| 2343 | input_dtype=test[2], |
| 2344 | shapeList=test[4], |
| 2345 | args=test[5], |
| 2346 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2347 | remove_test = True |
| 2348 | if not remove_test: |
| 2349 | clean_testList.append(test) |
| 2350 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2351 | |
| 2352 | return testList |
| 2353 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2354 | def serializeTest( |
| 2355 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2356 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2357 | try: |
| 2358 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2359 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2360 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2361 | |
| 2362 | # Create a serializer |
| 2363 | self.createSerializer(opName, testStr) |
| 2364 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2365 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2366 | if "error_if_validators" in op: |
| 2367 | error_if_validators = op["error_if_validators"] |
| 2368 | else: |
| 2369 | error_if_validators = None |
| 2370 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2371 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2372 | num_operands = pCount + cCount |
| 2373 | |
| 2374 | if isinstance(dtype_or_dtypeList, list): |
| 2375 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2376 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2377 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2378 | else: |
| 2379 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2380 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2381 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2382 | assert ( |
| 2383 | len(shapeList) == num_operands |
| 2384 | ), "shapeList length {} must match number of operands {}".format( |
| 2385 | len(shapeList), num_operands |
| 2386 | ) |
| 2387 | assert ( |
| 2388 | len(dtypeList) == num_operands |
| 2389 | ), "dtypeList length {} must match number of operands {}".format( |
| 2390 | len(dtypeList), num_operands |
| 2391 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2392 | |
| 2393 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2394 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2395 | except KeyError: |
| 2396 | qgen = None |
| 2397 | |
| 2398 | # Build the random tensor operands and the test |
| 2399 | tens = [] |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2400 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2401 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2402 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2403 | else: |
| 2404 | qinfo = None |
| 2405 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 2406 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2407 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2408 | try: |
| 2409 | if error_if_validators is None: |
| 2410 | if qinfo is not None: |
| 2411 | resultName = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2412 | else: |
| 2413 | resultName = build_fcn(self, op, *tens, *testArgs) |
| 2414 | else: |
| 2415 | if qinfo is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2416 | resultName = build_fcn( |
| 2417 | self, |
| 2418 | op, |
| 2419 | *tens, |
| 2420 | *testArgs, |
| 2421 | validator_fcns=error_if_validators, |
| 2422 | error_name=error_name, |
| 2423 | qinfo=qinfo, |
| 2424 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2425 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2426 | resultName = build_fcn( |
| 2427 | self, |
| 2428 | op, |
| 2429 | *tens, |
| 2430 | *testArgs, |
| 2431 | validator_fcns=error_if_validators, |
| 2432 | error_name=error_name, |
| 2433 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2434 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2435 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2436 | raise e |
| 2437 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2438 | if resultName: |
| 2439 | # The test is valid, serialize it |
| 2440 | self.serialize("test") |
| 2441 | else: |
| 2442 | # The test is not valid |
| 2443 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2444 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2445 | def createDynamicOpLists(self): |
| 2446 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2447 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2448 | # Already created these lists (can occur when class is initialized more than once) |
| 2449 | return |
| 2450 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2451 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2452 | 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] | 2453 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2454 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2455 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2456 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2457 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2458 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2459 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2460 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2461 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2462 | "depthwise_conv2d_TEMPLATE" |
| 2463 | ].copy() |
| 2464 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2465 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2466 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2467 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2468 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2469 | "transpose_conv2d_TEMPLATE" |
| 2470 | ].copy() |
| 2471 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2472 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2473 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2474 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2475 | for k in KERNELS_3D: |
| 2476 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2477 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2478 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2479 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2480 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2481 | # Delete any templates after having created any dynamic ops |
| 2482 | # This is a two-pass operation because it's bad practice to delete |
| 2483 | # keys from dictionaries while iterating |
| 2484 | keyList = [] |
| 2485 | for k in self.TOSA_OP_LIST: |
| 2486 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2487 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2488 | keyList.append(k) |
| 2489 | continue |
| 2490 | except KeyError: |
| 2491 | pass |
| 2492 | |
| 2493 | for k in keyList: |
| 2494 | del self.TOSA_OP_LIST[k] |
| 2495 | |
| 2496 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2497 | """Fill in default fields for ops if they aren't already specified. |
| 2498 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2499 | for op in self.TOSA_OP_LIST: |
| 2500 | |
| 2501 | # Required fields |
| 2502 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2503 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2504 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2505 | raise Exception( |
| 2506 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2507 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2508 | |
| 2509 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2510 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2511 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2512 | raise Exception( |
| 2513 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2514 | op |
| 2515 | ) |
| 2516 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2517 | |
| 2518 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2519 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2520 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2521 | raise Exception( |
| 2522 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2523 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2524 | |
| 2525 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2526 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2527 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2528 | raise Exception( |
| 2529 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2530 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2531 | |
| 2532 | # Put in default rank range, if missing |
| 2533 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2534 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2535 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2536 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2537 | |
| 2538 | # Tensor operator list |
| 2539 | # 'op': op name |
| 2540 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2541 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2542 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2543 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2544 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2545 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2546 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2547 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2548 | TYPE_INT_FP = [ |
| 2549 | DType.INT8, |
| 2550 | DType.INT16, |
| 2551 | DType.INT32, |
| 2552 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2553 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2554 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2555 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2556 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2557 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2558 | TYPE_FI32 = [ |
| 2559 | DType.FP32, |
| 2560 | DType.FP16, |
| 2561 | DType.BF16, |
| 2562 | DType.INT32, |
| 2563 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2564 | TYPE_FIB = [ |
| 2565 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2566 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2567 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2568 | DType.INT8, |
| 2569 | DType.INT16, |
| 2570 | DType.INT32, |
| 2571 | DType.BOOL, |
| 2572 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2573 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2574 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2575 | 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] | 2576 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2577 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2578 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2579 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2580 | [DType.INT8, DType.INT8, DType.INT32], |
| 2581 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2582 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2583 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2584 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2585 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2586 | ] |
| 2587 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2588 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2589 | |
| 2590 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2591 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2592 | "argmax": { |
| 2593 | "op": Op.ARGMAX, |
| 2594 | "operands": (1, 0), |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 2595 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2596 | "build_fcn": ( |
| 2597 | build_argmax, |
| 2598 | TosaTensorGen.tgBasic, |
| 2599 | TosaTensorValuesGen.tvgDefault, |
| 2600 | TosaArgGen.agAxis, |
| 2601 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2602 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2603 | "error_if_validators": ( |
| 2604 | TosaErrorValidator.evAxisSmallerZero, |
| 2605 | TosaErrorValidator.evAxisLargerRank, |
| 2606 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2607 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2608 | TosaErrorValidator.evWrongRank, |
| 2609 | TosaErrorValidator.evWrongInputType, |
| 2610 | TosaErrorValidator.evWrongOutputType, |
| 2611 | TosaErrorValidator.evWrongInputList, |
| 2612 | TosaErrorValidator.evWrongOutputList, |
| 2613 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2614 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2615 | "avg_pool2d": { |
| 2616 | "op": Op.AVG_POOL2D, |
| 2617 | "operands": (1, 0), |
| 2618 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2619 | "build_fcn": ( |
| 2620 | build_pool2d, |
| 2621 | TosaTensorGen.tgNHWC, |
| 2622 | TosaTensorValuesGen.tvgDefault, |
| 2623 | TosaArgGen.agPooling, |
| 2624 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2625 | "qgen": TosaQuantGen.qgUnary, |
| 2626 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2627 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2628 | "error_if_validators": ( |
| 2629 | TosaErrorValidator.evKernelSmallerOne, |
| 2630 | TosaErrorValidator.evStrideSmallerOne, |
| 2631 | TosaErrorValidator.evPadSmallerZero, |
| 2632 | TosaErrorValidator.evWrongRank, |
| 2633 | TosaErrorValidator.evWrongInputType, |
| 2634 | TosaErrorValidator.evWrongOutputType, |
| 2635 | TosaErrorValidator.evWrongInputList, |
| 2636 | TosaErrorValidator.evWrongOutputList, |
| 2637 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2638 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2639 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2640 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2641 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2642 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2643 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2644 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2645 | "conv2d_TEMPLATE": { |
| 2646 | "op": Op.CONV2D, |
| 2647 | "operands": (1, 2), |
| 2648 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2649 | "build_fcn": ( |
| 2650 | build_conv2d, |
| 2651 | TosaTensorGen.tgConv2D, |
| 2652 | TosaTensorValuesGen.tvgDefault, |
| 2653 | TosaArgGen.agConv, |
| 2654 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2655 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2656 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2657 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2658 | "error_if_validators": ( |
| 2659 | TosaErrorValidator.evWrongInputType, |
| 2660 | TosaErrorValidator.evWrongOutputType, |
| 2661 | TosaErrorValidator.evWrongInputList, |
| 2662 | TosaErrorValidator.evWrongOutputList, |
| 2663 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2664 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2665 | TosaErrorValidator.evPadSmallerZero, |
| 2666 | TosaErrorValidator.evStrideSmallerOne, |
| 2667 | TosaErrorValidator.evDilationSmallerOne, |
| 2668 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2669 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2670 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2671 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2672 | "template": True, |
| 2673 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2674 | # Templated operator. Filled in by createDynamicOpLists |
| 2675 | "conv3d_TEMPLATE": { |
| 2676 | "op": Op.CONV3D, |
| 2677 | "operands": (1, 2), |
| 2678 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2679 | "build_fcn": ( |
| 2680 | build_conv3d, |
| 2681 | TosaTensorGen.tgConv3D, |
| 2682 | TosaTensorValuesGen.tvgDefault, |
| 2683 | TosaArgGen.agConv, |
| 2684 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2685 | "qgen": TosaQuantGen.qgConv, |
| 2686 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2687 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2688 | "error_if_validators": ( |
| 2689 | TosaErrorValidator.evWrongInputType, |
| 2690 | TosaErrorValidator.evWrongOutputType, |
| 2691 | TosaErrorValidator.evWrongInputList, |
| 2692 | TosaErrorValidator.evWrongOutputList, |
| 2693 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2694 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2695 | TosaErrorValidator.evPadSmallerZero, |
| 2696 | TosaErrorValidator.evStrideSmallerOne, |
| 2697 | TosaErrorValidator.evDilationSmallerOne, |
| 2698 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2699 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2700 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2701 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2702 | "template": True, |
| 2703 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2704 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2705 | "depthwise_conv2d_TEMPLATE": { |
| 2706 | "op": Op.DEPTHWISE_CONV2D, |
| 2707 | "operands": (1, 2), |
| 2708 | "filter": [1, 1], |
| 2709 | "rank": (4, 4), |
| 2710 | "build_fcn": ( |
| 2711 | build_depthwise_conv2d, |
| 2712 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2713 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2714 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2715 | ), |
| 2716 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2717 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2718 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2719 | "error_if_validators": ( |
| 2720 | TosaErrorValidator.evWrongInputType, |
| 2721 | TosaErrorValidator.evWrongOutputType, |
| 2722 | TosaErrorValidator.evWrongInputList, |
| 2723 | TosaErrorValidator.evWrongOutputList, |
| 2724 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2725 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2726 | TosaErrorValidator.evPadSmallerZero, |
| 2727 | TosaErrorValidator.evStrideSmallerOne, |
| 2728 | TosaErrorValidator.evDilationSmallerOne, |
| 2729 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2730 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2731 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2732 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2733 | "template": True, |
| 2734 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2735 | "fully_connected": { |
| 2736 | "op": Op.FULLY_CONNECTED, |
| 2737 | "operands": (1, 2), |
| 2738 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2739 | "build_fcn": ( |
| 2740 | build_fully_connected, |
| 2741 | TosaTensorGen.tgFullyConnected, |
| 2742 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2743 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2744 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2745 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2746 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2747 | "error_if_validators": ( |
| 2748 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2749 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2750 | TosaErrorValidator.evWrongRank, |
| 2751 | TosaErrorValidator.evWrongInputType, |
| 2752 | TosaErrorValidator.evWrongOutputType, |
| 2753 | TosaErrorValidator.evWrongInputList, |
| 2754 | TosaErrorValidator.evWrongOutputList, |
| 2755 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2756 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2757 | "matmul": { |
| 2758 | "op": Op.MATMUL, |
| 2759 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2760 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2761 | "build_fcn": ( |
| 2762 | build_matmul, |
| 2763 | TosaTensorGen.tgMatmul, |
| 2764 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2765 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2766 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2767 | "qgen": TosaQuantGen.qgMatmul, |
| 2768 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2769 | "error_if_validators": ( |
| 2770 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2771 | TosaErrorValidator.evWrongRank, |
| 2772 | TosaErrorValidator.evWrongInputType, |
| 2773 | TosaErrorValidator.evWrongOutputType, |
| 2774 | TosaErrorValidator.evWrongInputList, |
| 2775 | TosaErrorValidator.evWrongOutputList, |
| 2776 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2777 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2778 | "max_pool2d": { |
| 2779 | "op": Op.MAX_POOL2D, |
| 2780 | "operands": (1, 0), |
| 2781 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2782 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2783 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2784 | TosaTensorGen.tgNHWC, |
| 2785 | TosaTensorValuesGen.tvgDefault, |
| 2786 | TosaArgGen.agPooling, |
| 2787 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2788 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2789 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2790 | "error_if_validators": ( |
| 2791 | TosaErrorValidator.evKernelSmallerOne, |
| 2792 | TosaErrorValidator.evStrideSmallerOne, |
| 2793 | TosaErrorValidator.evPadSmallerZero, |
| 2794 | TosaErrorValidator.evWrongRank, |
| 2795 | TosaErrorValidator.evWrongInputType, |
| 2796 | TosaErrorValidator.evWrongOutputType, |
| 2797 | TosaErrorValidator.evWrongInputList, |
| 2798 | TosaErrorValidator.evWrongOutputList, |
| 2799 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2800 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2801 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2802 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2803 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2804 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2805 | "transpose_conv2d_TEMPLATE": { |
| 2806 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2807 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2808 | "rank": (4, 4), |
| 2809 | "build_fcn": ( |
| 2810 | build_transpose_conv2d, |
| 2811 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2812 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2813 | TosaArgGen.agTransposeConv2D, |
| 2814 | ), |
| 2815 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2816 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2817 | "invalid_test_validators": ( |
| 2818 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 2819 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 2820 | ), |
| 2821 | "error_if_validators": ( |
| 2822 | TosaErrorValidator.evWrongInputType, |
| 2823 | TosaErrorValidator.evWrongOutputType, |
| 2824 | TosaErrorValidator.evWrongInputList, |
| 2825 | TosaErrorValidator.evWrongOutputList, |
| 2826 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2827 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 2828 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2829 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2830 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2831 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2832 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2833 | "template": True, |
| 2834 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2835 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2836 | "clamp": { |
| 2837 | "op": Op.CLAMP, |
| 2838 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2839 | "build_fcn": ( |
| 2840 | build_clamp, |
| 2841 | TosaTensorGen.tgBasic, |
| 2842 | TosaTensorValuesGen.tvgDefault, |
| 2843 | None, |
| 2844 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2845 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2846 | "error_if_validators": ( |
| 2847 | TosaErrorValidator.evMaxSmallerMin, |
| 2848 | TosaErrorValidator.evWrongInputType, |
| 2849 | TosaErrorValidator.evWrongOutputType, |
| 2850 | TosaErrorValidator.evWrongInputList, |
| 2851 | TosaErrorValidator.evWrongOutputList, |
| 2852 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2853 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2854 | "sigmoid": { |
| 2855 | "op": Op.SIGMOID, |
| 2856 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2857 | "build_fcn": ( |
| 2858 | build_sigmoid, |
| 2859 | TosaTensorGen.tgBasic, |
| 2860 | TosaTensorValuesGen.tvgDefault, |
| 2861 | None, |
| 2862 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2863 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2864 | "error_if_validators": ( |
| 2865 | TosaErrorValidator.evWrongInputType, |
| 2866 | TosaErrorValidator.evWrongOutputType, |
| 2867 | TosaErrorValidator.evWrongInputList, |
| 2868 | TosaErrorValidator.evWrongOutputList, |
| 2869 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2870 | }, |
| 2871 | "tanh": { |
| 2872 | "op": Op.TANH, |
| 2873 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2874 | "build_fcn": ( |
| 2875 | build_tanh, |
| 2876 | TosaTensorGen.tgBasic, |
| 2877 | TosaTensorValuesGen.tvgDefault, |
| 2878 | None, |
| 2879 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2880 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2881 | "error_if_validators": ( |
| 2882 | TosaErrorValidator.evWrongInputType, |
| 2883 | TosaErrorValidator.evWrongOutputType, |
| 2884 | TosaErrorValidator.evWrongInputList, |
| 2885 | TosaErrorValidator.evWrongOutputList, |
| 2886 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2887 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2888 | # Elementwise Binary Operators |
| 2889 | "add": { |
| 2890 | "op": Op.ADD, |
| 2891 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2892 | "build_fcn": ( |
| 2893 | build_binary_broadcast, |
| 2894 | TosaTensorGen.tgBroadcastFuzz, |
| 2895 | TosaTensorValuesGen.tvgAddSub, |
| 2896 | None, |
| 2897 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2898 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2899 | "error_if_validators": ( |
| 2900 | TosaErrorValidator.evRankMismatch, |
| 2901 | TosaErrorValidator.evWrongInputType, |
| 2902 | TosaErrorValidator.evWrongOutputType, |
| 2903 | TosaErrorValidator.evWrongInputList, |
| 2904 | TosaErrorValidator.evWrongOutputList, |
| 2905 | TosaErrorValidator.evDimensionMismatch, |
| 2906 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2907 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2908 | "arithmetic_right_shift": { |
| 2909 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 2910 | "operands": (2, 0), |
| 2911 | "build_fcn": ( |
| 2912 | build_arithmetic_right_shift, |
| 2913 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2914 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2915 | TosaArgGen.agArithmeticRightShift, |
| 2916 | ), |
| 2917 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2918 | "error_if_validators": ( |
| 2919 | TosaErrorValidator.evRankMismatch, |
| 2920 | TosaErrorValidator.evWrongInputType, |
| 2921 | TosaErrorValidator.evWrongOutputType, |
| 2922 | TosaErrorValidator.evWrongInputList, |
| 2923 | TosaErrorValidator.evWrongOutputList, |
| 2924 | TosaErrorValidator.evDimensionMismatch, |
| 2925 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2926 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2927 | "bitwise_and": { |
| 2928 | "op": Op.BITWISE_AND, |
| 2929 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2930 | "build_fcn": ( |
| 2931 | build_binary_broadcast, |
| 2932 | TosaTensorGen.tgBroadcastFuzz, |
| 2933 | TosaTensorValuesGen.tvgDefault, |
| 2934 | None, |
| 2935 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2936 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2937 | "error_if_validators": ( |
| 2938 | TosaErrorValidator.evRankMismatch, |
| 2939 | TosaErrorValidator.evWrongInputType, |
| 2940 | TosaErrorValidator.evWrongOutputType, |
| 2941 | TosaErrorValidator.evWrongInputList, |
| 2942 | TosaErrorValidator.evWrongOutputList, |
| 2943 | TosaErrorValidator.evDimensionMismatch, |
| 2944 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2945 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2946 | "bitwise_or": { |
| 2947 | "op": Op.BITWISE_OR, |
| 2948 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2949 | "build_fcn": ( |
| 2950 | build_binary_broadcast, |
| 2951 | TosaTensorGen.tgBroadcastFuzz, |
| 2952 | TosaTensorValuesGen.tvgDefault, |
| 2953 | None, |
| 2954 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2955 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2956 | "error_if_validators": ( |
| 2957 | TosaErrorValidator.evRankMismatch, |
| 2958 | TosaErrorValidator.evWrongInputType, |
| 2959 | TosaErrorValidator.evWrongOutputType, |
| 2960 | TosaErrorValidator.evWrongInputList, |
| 2961 | TosaErrorValidator.evWrongOutputList, |
| 2962 | TosaErrorValidator.evDimensionMismatch, |
| 2963 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2964 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2965 | "bitwise_xor": { |
| 2966 | "op": Op.BITWISE_XOR, |
| 2967 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2968 | "build_fcn": ( |
| 2969 | build_binary_broadcast, |
| 2970 | TosaTensorGen.tgBroadcastFuzz, |
| 2971 | TosaTensorValuesGen.tvgDefault, |
| 2972 | None, |
| 2973 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2974 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2975 | "error_if_validators": ( |
| 2976 | TosaErrorValidator.evRankMismatch, |
| 2977 | TosaErrorValidator.evWrongInputType, |
| 2978 | TosaErrorValidator.evWrongOutputType, |
| 2979 | TosaErrorValidator.evWrongInputList, |
| 2980 | TosaErrorValidator.evWrongOutputList, |
| 2981 | TosaErrorValidator.evDimensionMismatch, |
| 2982 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2983 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 2984 | "intdiv": { |
| 2985 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2986 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2987 | "build_fcn": ( |
| 2988 | build_binary_broadcast, |
| 2989 | TosaTensorGen.tgBroadcastFuzz, |
| 2990 | TosaTensorValuesGen.tvgIntDiv, |
| 2991 | None, |
| 2992 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2993 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2994 | "error_if_validators": ( |
| 2995 | TosaErrorValidator.evRankMismatch, |
| 2996 | TosaErrorValidator.evWrongInputType, |
| 2997 | TosaErrorValidator.evWrongOutputType, |
| 2998 | TosaErrorValidator.evWrongInputList, |
| 2999 | TosaErrorValidator.evWrongOutputList, |
| 3000 | TosaErrorValidator.evDimensionMismatch, |
| 3001 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3002 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3003 | "logical_and": { |
| 3004 | "op": Op.LOGICAL_AND, |
| 3005 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3006 | "build_fcn": ( |
| 3007 | build_binary_broadcast, |
| 3008 | TosaTensorGen.tgBroadcastFuzz, |
| 3009 | TosaTensorValuesGen.tvgDefault, |
| 3010 | None, |
| 3011 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3012 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3013 | "error_if_validators": ( |
| 3014 | TosaErrorValidator.evRankMismatch, |
| 3015 | TosaErrorValidator.evWrongInputType, |
| 3016 | TosaErrorValidator.evWrongOutputType, |
| 3017 | TosaErrorValidator.evWrongInputList, |
| 3018 | TosaErrorValidator.evWrongOutputList, |
| 3019 | TosaErrorValidator.evDimensionMismatch, |
| 3020 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3021 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3022 | "logical_left_shift": { |
| 3023 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3024 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3025 | "build_fcn": ( |
| 3026 | build_binary_broadcast, |
| 3027 | TosaTensorGen.tgBroadcastFuzz, |
| 3028 | TosaTensorValuesGen.tvgLogicalShift, |
| 3029 | None, |
| 3030 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3031 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3032 | "error_if_validators": ( |
| 3033 | TosaErrorValidator.evRankMismatch, |
| 3034 | TosaErrorValidator.evWrongInputType, |
| 3035 | TosaErrorValidator.evWrongOutputType, |
| 3036 | TosaErrorValidator.evWrongInputList, |
| 3037 | TosaErrorValidator.evWrongOutputList, |
| 3038 | TosaErrorValidator.evDimensionMismatch, |
| 3039 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3040 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3041 | "logical_right_shift": { |
| 3042 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3043 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3044 | "build_fcn": ( |
| 3045 | build_binary_broadcast, |
| 3046 | TosaTensorGen.tgBroadcastFuzz, |
| 3047 | TosaTensorValuesGen.tvgLogicalShift, |
| 3048 | None, |
| 3049 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3050 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3051 | "error_if_validators": ( |
| 3052 | TosaErrorValidator.evRankMismatch, |
| 3053 | TosaErrorValidator.evWrongInputType, |
| 3054 | TosaErrorValidator.evWrongOutputType, |
| 3055 | TosaErrorValidator.evWrongInputList, |
| 3056 | TosaErrorValidator.evWrongOutputList, |
| 3057 | TosaErrorValidator.evDimensionMismatch, |
| 3058 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3059 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3060 | "logical_or": { |
| 3061 | "op": Op.LOGICAL_OR, |
| 3062 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3063 | "build_fcn": ( |
| 3064 | build_binary_broadcast, |
| 3065 | TosaTensorGen.tgBroadcastFuzz, |
| 3066 | TosaTensorValuesGen.tvgDefault, |
| 3067 | None, |
| 3068 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3069 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3070 | "error_if_validators": ( |
| 3071 | TosaErrorValidator.evRankMismatch, |
| 3072 | TosaErrorValidator.evWrongInputType, |
| 3073 | TosaErrorValidator.evWrongOutputType, |
| 3074 | TosaErrorValidator.evWrongInputList, |
| 3075 | TosaErrorValidator.evWrongOutputList, |
| 3076 | TosaErrorValidator.evDimensionMismatch, |
| 3077 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3078 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3079 | "logical_xor": { |
| 3080 | "op": Op.LOGICAL_XOR, |
| 3081 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3082 | "build_fcn": ( |
| 3083 | build_binary_broadcast, |
| 3084 | TosaTensorGen.tgBroadcastFuzz, |
| 3085 | TosaTensorValuesGen.tvgDefault, |
| 3086 | None, |
| 3087 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3088 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3089 | "error_if_validators": ( |
| 3090 | TosaErrorValidator.evRankMismatch, |
| 3091 | TosaErrorValidator.evWrongInputType, |
| 3092 | TosaErrorValidator.evWrongOutputType, |
| 3093 | TosaErrorValidator.evWrongInputList, |
| 3094 | TosaErrorValidator.evWrongOutputList, |
| 3095 | TosaErrorValidator.evDimensionMismatch, |
| 3096 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3097 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3098 | "maximum": { |
| 3099 | "op": Op.MAXIMUM, |
| 3100 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3101 | "build_fcn": ( |
| 3102 | build_binary_broadcast, |
| 3103 | TosaTensorGen.tgBroadcastFuzz, |
| 3104 | TosaTensorValuesGen.tvgDefault, |
| 3105 | None, |
| 3106 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3107 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3108 | "error_if_validators": ( |
| 3109 | TosaErrorValidator.evRankMismatch, |
| 3110 | TosaErrorValidator.evWrongInputType, |
| 3111 | TosaErrorValidator.evWrongOutputType, |
| 3112 | TosaErrorValidator.evWrongInputList, |
| 3113 | TosaErrorValidator.evWrongOutputList, |
| 3114 | TosaErrorValidator.evDimensionMismatch, |
| 3115 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3116 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3117 | "minimum": { |
| 3118 | "op": Op.MINIMUM, |
| 3119 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3120 | "build_fcn": ( |
| 3121 | build_binary_broadcast, |
| 3122 | TosaTensorGen.tgBroadcastFuzz, |
| 3123 | TosaTensorValuesGen.tvgDefault, |
| 3124 | None, |
| 3125 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3126 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3127 | "error_if_validators": ( |
| 3128 | TosaErrorValidator.evRankMismatch, |
| 3129 | TosaErrorValidator.evWrongInputType, |
| 3130 | TosaErrorValidator.evWrongOutputType, |
| 3131 | TosaErrorValidator.evWrongInputList, |
| 3132 | TosaErrorValidator.evWrongOutputList, |
| 3133 | TosaErrorValidator.evDimensionMismatch, |
| 3134 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3135 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3136 | "mul": { |
| 3137 | "op": Op.MUL, |
| 3138 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3139 | "build_fcn": ( |
| 3140 | build_mul, |
| 3141 | TosaTensorGen.tgBroadcastFuzz, |
| 3142 | TosaTensorValuesGen.tvgMul, |
| 3143 | TosaArgGen.agMul, |
| 3144 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3145 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3146 | "error_if_validators": ( |
| 3147 | TosaErrorValidator.evWrongInputType, |
| 3148 | TosaErrorValidator.evWrongOutputType, |
| 3149 | TosaErrorValidator.evWrongInputList, |
| 3150 | TosaErrorValidator.evWrongOutputList, |
| 3151 | TosaErrorValidator.evRankMismatch, |
| 3152 | TosaErrorValidator.evDimensionMismatch, |
| 3153 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3154 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3155 | "pow": { |
| 3156 | "op": Op.POW, |
| 3157 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3158 | "build_fcn": ( |
| 3159 | build_binary_broadcast, |
| 3160 | TosaTensorGen.tgBroadcastFuzz, |
| 3161 | TosaTensorValuesGen.tvgDefault, |
| 3162 | None, |
| 3163 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3164 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3165 | "error_if_validators": ( |
| 3166 | TosaErrorValidator.evRankMismatch, |
| 3167 | TosaErrorValidator.evWrongInputType, |
| 3168 | TosaErrorValidator.evWrongOutputType, |
| 3169 | TosaErrorValidator.evWrongInputList, |
| 3170 | TosaErrorValidator.evWrongOutputList, |
| 3171 | TosaErrorValidator.evDimensionMismatch, |
| 3172 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3173 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3174 | "sub": { |
| 3175 | "op": Op.SUB, |
| 3176 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3177 | "build_fcn": ( |
| 3178 | build_binary_broadcast, |
| 3179 | TosaTensorGen.tgBroadcastFuzz, |
| 3180 | TosaTensorValuesGen.tvgAddSub, |
| 3181 | None, |
| 3182 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3183 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3184 | "error_if_validators": ( |
| 3185 | TosaErrorValidator.evRankMismatch, |
| 3186 | TosaErrorValidator.evWrongInputType, |
| 3187 | TosaErrorValidator.evWrongOutputType, |
| 3188 | TosaErrorValidator.evWrongInputList, |
| 3189 | TosaErrorValidator.evWrongOutputList, |
| 3190 | TosaErrorValidator.evDimensionMismatch, |
| 3191 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3192 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3193 | "table": { |
| 3194 | "op": Op.TABLE, |
| 3195 | # Use the automatic generation functions to create the input array |
| 3196 | # but create the table tensor in the build function, as it may be |
| 3197 | # a different type from the input |
| 3198 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3199 | "build_fcn": ( |
| 3200 | build_table, |
| 3201 | TosaTensorGen.tgBasic, |
| 3202 | TosaTensorValuesGen.tvgDefault, |
| 3203 | TosaArgGen.agTable, |
| 3204 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3205 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3206 | "error_if_validators": ( |
| 3207 | TosaErrorValidator.evWrongInputType, |
| 3208 | TosaErrorValidator.evWrongOutputType, |
| 3209 | TosaErrorValidator.evWrongInputList, |
| 3210 | TosaErrorValidator.evWrongOutputList, |
| 3211 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3212 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3213 | # Elementwise Unary operators |
| 3214 | "abs": { |
| 3215 | "op": Op.ABS, |
| 3216 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3217 | "build_fcn": ( |
| 3218 | build_unary, |
| 3219 | TosaTensorGen.tgBasic, |
| 3220 | TosaTensorValuesGen.tvgDefault, |
| 3221 | None, |
| 3222 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3223 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3224 | "error_if_validators": ( |
| 3225 | TosaErrorValidator.evWrongInputType, |
| 3226 | TosaErrorValidator.evWrongOutputType, |
| 3227 | TosaErrorValidator.evWrongInputList, |
| 3228 | TosaErrorValidator.evWrongOutputList, |
| 3229 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3230 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3231 | "bitwise_not": { |
| 3232 | "op": Op.BITWISE_NOT, |
| 3233 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3234 | "build_fcn": ( |
| 3235 | build_unary, |
| 3236 | TosaTensorGen.tgBasic, |
| 3237 | TosaTensorValuesGen.tvgDefault, |
| 3238 | None, |
| 3239 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3240 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3241 | "error_if_validators": ( |
| 3242 | TosaErrorValidator.evWrongInputType, |
| 3243 | TosaErrorValidator.evWrongOutputType, |
| 3244 | TosaErrorValidator.evWrongInputList, |
| 3245 | TosaErrorValidator.evWrongOutputList, |
| 3246 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3247 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3248 | "ceil": { |
| 3249 | "op": Op.CEIL, |
| 3250 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3251 | "build_fcn": ( |
| 3252 | build_unary, |
| 3253 | TosaTensorGen.tgBasic, |
| 3254 | TosaTensorValuesGen.tvgDefault, |
| 3255 | None, |
| 3256 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3257 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3258 | "error_if_validators": ( |
| 3259 | TosaErrorValidator.evWrongInputType, |
| 3260 | TosaErrorValidator.evWrongOutputType, |
| 3261 | TosaErrorValidator.evWrongInputList, |
| 3262 | TosaErrorValidator.evWrongOutputList, |
| 3263 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3264 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3265 | "clz": { |
| 3266 | "op": Op.CLZ, |
| 3267 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3268 | "build_fcn": ( |
| 3269 | build_unary, |
| 3270 | TosaTensorGen.tgBasic, |
| 3271 | TosaTensorValuesGen.tvgDefault, |
| 3272 | None, |
| 3273 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3274 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3275 | "error_if_validators": ( |
| 3276 | TosaErrorValidator.evWrongInputType, |
| 3277 | TosaErrorValidator.evWrongOutputType, |
| 3278 | TosaErrorValidator.evWrongInputList, |
| 3279 | TosaErrorValidator.evWrongOutputList, |
| 3280 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3281 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3282 | "exp": { |
| 3283 | "op": Op.EXP, |
| 3284 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3285 | "build_fcn": ( |
| 3286 | build_unary, |
| 3287 | TosaTensorGen.tgBasic, |
| 3288 | TosaTensorValuesGen.tvgDefault, |
| 3289 | None, |
| 3290 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3291 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3292 | "error_if_validators": ( |
| 3293 | TosaErrorValidator.evWrongInputType, |
| 3294 | TosaErrorValidator.evWrongOutputType, |
| 3295 | TosaErrorValidator.evWrongInputList, |
| 3296 | TosaErrorValidator.evWrongOutputList, |
| 3297 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3298 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3299 | "floor": { |
| 3300 | "op": Op.FLOOR, |
| 3301 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3302 | "build_fcn": ( |
| 3303 | build_unary, |
| 3304 | TosaTensorGen.tgBasic, |
| 3305 | TosaTensorValuesGen.tvgDefault, |
| 3306 | None, |
| 3307 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3308 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3309 | "error_if_validators": ( |
| 3310 | TosaErrorValidator.evWrongInputType, |
| 3311 | TosaErrorValidator.evWrongOutputType, |
| 3312 | TosaErrorValidator.evWrongInputList, |
| 3313 | TosaErrorValidator.evWrongOutputList, |
| 3314 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3315 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3316 | "log": { |
| 3317 | "op": Op.LOG, |
| 3318 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3319 | "build_fcn": ( |
| 3320 | build_unary, |
| 3321 | TosaTensorGen.tgBasic, |
| 3322 | TosaTensorValuesGen.tvgDefault, |
| 3323 | None, |
| 3324 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3325 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3326 | "error_if_validators": ( |
| 3327 | TosaErrorValidator.evWrongInputType, |
| 3328 | TosaErrorValidator.evWrongOutputType, |
| 3329 | TosaErrorValidator.evWrongInputList, |
| 3330 | TosaErrorValidator.evWrongOutputList, |
| 3331 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3332 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3333 | "logical_not": { |
| 3334 | "op": Op.LOGICAL_NOT, |
| 3335 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3336 | "build_fcn": ( |
| 3337 | build_unary, |
| 3338 | TosaTensorGen.tgBasic, |
| 3339 | TosaTensorValuesGen.tvgDefault, |
| 3340 | None, |
| 3341 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3342 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3343 | "error_if_validators": ( |
| 3344 | TosaErrorValidator.evWrongInputType, |
| 3345 | TosaErrorValidator.evWrongOutputType, |
| 3346 | TosaErrorValidator.evWrongInputList, |
| 3347 | TosaErrorValidator.evWrongOutputList, |
| 3348 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3349 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3350 | "negate": { |
| 3351 | "op": Op.NEGATE, |
| 3352 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3353 | "build_fcn": ( |
| 3354 | build_unary, |
| 3355 | TosaTensorGen.tgBasic, |
| 3356 | TosaTensorValuesGen.tvgNegate, |
| 3357 | None, |
| 3358 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3359 | "qgen": TosaQuantGen.qgUnary, |
| 3360 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3361 | "error_if_validators": ( |
| 3362 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3363 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3364 | TosaErrorValidator.evWrongInputType, |
| 3365 | TosaErrorValidator.evWrongOutputType, |
| 3366 | TosaErrorValidator.evWrongInputList, |
| 3367 | TosaErrorValidator.evWrongOutputList, |
| 3368 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3369 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3370 | "reciprocal": { |
| 3371 | "op": Op.RECIPROCAL, |
| 3372 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3373 | "build_fcn": ( |
| 3374 | build_unary, |
| 3375 | TosaTensorGen.tgBasic, |
| 3376 | TosaTensorValuesGen.tvgDefault, |
| 3377 | None, |
| 3378 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3379 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3380 | "error_if_validators": ( |
| 3381 | TosaErrorValidator.evWrongInputType, |
| 3382 | TosaErrorValidator.evWrongOutputType, |
| 3383 | TosaErrorValidator.evWrongInputList, |
| 3384 | TosaErrorValidator.evWrongOutputList, |
| 3385 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3386 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3387 | "rsqrt": { |
| 3388 | "op": Op.RSQRT, |
| 3389 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3390 | "build_fcn": ( |
| 3391 | build_unary, |
| 3392 | TosaTensorGen.tgBasic, |
| 3393 | TosaTensorValuesGen.tvgDefault, |
| 3394 | None, |
| 3395 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3396 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3397 | "error_if_validators": ( |
| 3398 | TosaErrorValidator.evWrongInputType, |
| 3399 | TosaErrorValidator.evWrongOutputType, |
| 3400 | TosaErrorValidator.evWrongInputList, |
| 3401 | TosaErrorValidator.evWrongOutputList, |
| 3402 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3403 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3404 | # Elementwise Ternary operators |
| 3405 | "select": { |
| 3406 | "op": Op.SELECT, |
| 3407 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3408 | "build_fcn": ( |
| 3409 | build_select, |
| 3410 | TosaTensorGen.tgBroadcastFuzz, |
| 3411 | TosaTensorValuesGen.tvgSelect, |
| 3412 | None, |
| 3413 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3414 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3415 | "error_if_validators": ( |
| 3416 | TosaErrorValidator.evRankMismatch, |
| 3417 | TosaErrorValidator.evWrongInputType, |
| 3418 | TosaErrorValidator.evWrongOutputType, |
| 3419 | TosaErrorValidator.evWrongInputList, |
| 3420 | TosaErrorValidator.evWrongOutputList, |
| 3421 | TosaErrorValidator.evDimensionMismatch, |
| 3422 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3423 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3424 | # Comparison operators |
| 3425 | "equal": { |
| 3426 | "op": Op.EQUAL, |
| 3427 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3428 | "build_fcn": ( |
| 3429 | build_comparison, |
| 3430 | TosaTensorGen.tgBroadcastFuzz, |
| 3431 | TosaTensorValuesGen.tvgEqual, |
| 3432 | None, |
| 3433 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3434 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3435 | "error_if_validators": ( |
| 3436 | TosaErrorValidator.evRankMismatch, |
| 3437 | TosaErrorValidator.evWrongInputType, |
| 3438 | TosaErrorValidator.evWrongOutputType, |
| 3439 | TosaErrorValidator.evWrongInputList, |
| 3440 | TosaErrorValidator.evWrongOutputList, |
| 3441 | TosaErrorValidator.evDimensionMismatch, |
| 3442 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3443 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3444 | "greater_equal": { |
| 3445 | "op": Op.GREATER_EQUAL, |
| 3446 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3447 | "build_fcn": ( |
| 3448 | build_comparison, |
| 3449 | TosaTensorGen.tgBroadcastFuzz, |
| 3450 | TosaTensorValuesGen.tvgDefault, |
| 3451 | None, |
| 3452 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3453 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3454 | "error_if_validators": ( |
| 3455 | TosaErrorValidator.evRankMismatch, |
| 3456 | TosaErrorValidator.evWrongInputType, |
| 3457 | TosaErrorValidator.evWrongOutputType, |
| 3458 | TosaErrorValidator.evWrongInputList, |
| 3459 | TosaErrorValidator.evWrongOutputList, |
| 3460 | TosaErrorValidator.evDimensionMismatch, |
| 3461 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3462 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3463 | "greater": { |
| 3464 | "op": Op.GREATER, |
| 3465 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3466 | "build_fcn": ( |
| 3467 | build_comparison, |
| 3468 | TosaTensorGen.tgBroadcastFuzz, |
| 3469 | TosaTensorValuesGen.tvgDefault, |
| 3470 | None, |
| 3471 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3472 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3473 | "error_if_validators": ( |
| 3474 | TosaErrorValidator.evRankMismatch, |
| 3475 | TosaErrorValidator.evWrongInputType, |
| 3476 | TosaErrorValidator.evWrongOutputType, |
| 3477 | TosaErrorValidator.evWrongInputList, |
| 3478 | TosaErrorValidator.evWrongOutputList, |
| 3479 | TosaErrorValidator.evDimensionMismatch, |
| 3480 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3481 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3482 | # Reduction operators |
| 3483 | "reduce_all": { |
| 3484 | "op": Op.REDUCE_ALL, |
| 3485 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3486 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3487 | "build_fcn": ( |
| 3488 | build_reduce, |
| 3489 | TosaTensorGen.tgBasic, |
| 3490 | TosaTensorValuesGen.tvgDefault, |
| 3491 | TosaArgGen.agAxis, |
| 3492 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3493 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3494 | "error_if_validators": ( |
| 3495 | TosaErrorValidator.evAxisLargerRank, |
| 3496 | TosaErrorValidator.evAxisSmallerZero, |
| 3497 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3498 | TosaErrorValidator.evWrongInputType, |
| 3499 | TosaErrorValidator.evWrongOutputType, |
| 3500 | TosaErrorValidator.evWrongRank, |
| 3501 | TosaErrorValidator.evWrongInputList, |
| 3502 | TosaErrorValidator.evWrongOutputList, |
| 3503 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3504 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3505 | "reduce_any": { |
| 3506 | "op": Op.REDUCE_ANY, |
| 3507 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3508 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3509 | "build_fcn": ( |
| 3510 | build_reduce, |
| 3511 | TosaTensorGen.tgBasic, |
| 3512 | TosaTensorValuesGen.tvgDefault, |
| 3513 | TosaArgGen.agAxis, |
| 3514 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3515 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3516 | "error_if_validators": ( |
| 3517 | TosaErrorValidator.evAxisLargerRank, |
| 3518 | TosaErrorValidator.evAxisSmallerZero, |
| 3519 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3520 | TosaErrorValidator.evWrongInputType, |
| 3521 | TosaErrorValidator.evWrongOutputType, |
| 3522 | TosaErrorValidator.evWrongRank, |
| 3523 | TosaErrorValidator.evWrongInputList, |
| 3524 | TosaErrorValidator.evWrongOutputList, |
| 3525 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3526 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3527 | "reduce_max": { |
| 3528 | "op": Op.REDUCE_MAX, |
| 3529 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3530 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3531 | "build_fcn": ( |
| 3532 | build_reduce, |
| 3533 | TosaTensorGen.tgBasic, |
| 3534 | TosaTensorValuesGen.tvgDefault, |
| 3535 | TosaArgGen.agAxis, |
| 3536 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3537 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3538 | "error_if_validators": ( |
| 3539 | TosaErrorValidator.evAxisLargerRank, |
| 3540 | TosaErrorValidator.evAxisSmallerZero, |
| 3541 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3542 | TosaErrorValidator.evWrongInputType, |
| 3543 | TosaErrorValidator.evWrongOutputType, |
| 3544 | TosaErrorValidator.evWrongRank, |
| 3545 | TosaErrorValidator.evWrongInputList, |
| 3546 | TosaErrorValidator.evWrongOutputList, |
| 3547 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3548 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3549 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3550 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3551 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3552 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3553 | "build_fcn": ( |
| 3554 | build_reduce, |
| 3555 | TosaTensorGen.tgBasic, |
| 3556 | TosaTensorValuesGen.tvgDefault, |
| 3557 | TosaArgGen.agAxis, |
| 3558 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3559 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3560 | "error_if_validators": ( |
| 3561 | TosaErrorValidator.evAxisLargerRank, |
| 3562 | TosaErrorValidator.evAxisSmallerZero, |
| 3563 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3564 | TosaErrorValidator.evWrongInputType, |
| 3565 | TosaErrorValidator.evWrongOutputType, |
| 3566 | TosaErrorValidator.evWrongRank, |
| 3567 | TosaErrorValidator.evWrongInputList, |
| 3568 | TosaErrorValidator.evWrongOutputList, |
| 3569 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3570 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3571 | "reduce_product": { |
| 3572 | "op": Op.REDUCE_PRODUCT, |
| 3573 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3574 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3575 | "build_fcn": ( |
| 3576 | build_reduce, |
| 3577 | TosaTensorGen.tgBasic, |
| 3578 | TosaTensorValuesGen.tvgDefault, |
| 3579 | TosaArgGen.agAxis, |
| 3580 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3581 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3582 | "error_if_validators": ( |
| 3583 | TosaErrorValidator.evAxisLargerRank, |
| 3584 | TosaErrorValidator.evAxisSmallerZero, |
| 3585 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3586 | TosaErrorValidator.evWrongInputType, |
| 3587 | TosaErrorValidator.evWrongOutputType, |
| 3588 | TosaErrorValidator.evWrongRank, |
| 3589 | TosaErrorValidator.evWrongInputList, |
| 3590 | TosaErrorValidator.evWrongOutputList, |
| 3591 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3592 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3593 | "reduce_sum": { |
| 3594 | "op": Op.REDUCE_SUM, |
| 3595 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3596 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3597 | "build_fcn": ( |
| 3598 | build_reduce, |
| 3599 | TosaTensorGen.tgBasic, |
| 3600 | TosaTensorValuesGen.tvgReduceSum, |
| 3601 | TosaArgGen.agAxis, |
| 3602 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3603 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3604 | "error_if_validators": ( |
| 3605 | TosaErrorValidator.evAxisLargerRank, |
| 3606 | TosaErrorValidator.evAxisSmallerZero, |
| 3607 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3608 | TosaErrorValidator.evWrongInputType, |
| 3609 | TosaErrorValidator.evWrongOutputType, |
| 3610 | TosaErrorValidator.evWrongRank, |
| 3611 | TosaErrorValidator.evWrongInputList, |
| 3612 | TosaErrorValidator.evWrongOutputList, |
| 3613 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3614 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3615 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3616 | "concat": { |
| 3617 | "op": Op.CONCAT, |
| 3618 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3619 | "build_fcn": ( |
| 3620 | build_concat, |
| 3621 | TosaTensorGen.tgConcat, |
| 3622 | TosaTensorValuesGen.tvgConcat, |
| 3623 | TosaArgGen.agAxis, |
| 3624 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3625 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3626 | "error_if_validators": ( |
| 3627 | TosaErrorValidator.evAxisLargerRank, |
| 3628 | TosaErrorValidator.evAxisSmallerZero, |
| 3629 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3630 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3631 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3632 | TosaErrorValidator.evWrongInputType, |
| 3633 | TosaErrorValidator.evWrongOutputType, |
| 3634 | TosaErrorValidator.evWrongOutputList, |
| 3635 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3636 | }, |
| 3637 | "pad": { |
| 3638 | "op": Op.PAD, |
| 3639 | "operands": (1, 0), |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 3640 | "rank": (1, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3641 | "build_fcn": ( |
| 3642 | build_pad, |
| 3643 | TosaTensorGen.tgBasic, |
| 3644 | TosaTensorValuesGen.tvgDefault, |
| 3645 | TosaArgGen.agPad, |
| 3646 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3647 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3648 | "error_if_validators": ( |
| 3649 | TosaErrorValidator.evWrongInputType, |
| 3650 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3651 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3652 | TosaErrorValidator.evWrongOutputType, |
| 3653 | TosaErrorValidator.evWrongInputList, |
| 3654 | TosaErrorValidator.evWrongOutputList, |
| 3655 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3656 | }, |
| 3657 | "reshape": { |
| 3658 | "op": Op.RESHAPE, |
| 3659 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3660 | "build_fcn": ( |
| 3661 | build_reshape, |
| 3662 | TosaTensorGen.tgBasic, |
| 3663 | TosaTensorValuesGen.tvgDefault, |
| 3664 | TosaArgGen.agReshape, |
| 3665 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3666 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3667 | "error_if_validators": ( |
| 3668 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3669 | TosaErrorValidator.evWrongInputType, |
| 3670 | TosaErrorValidator.evWrongOutputType, |
| 3671 | TosaErrorValidator.evWrongInputList, |
| 3672 | TosaErrorValidator.evWrongOutputList, |
| 3673 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3674 | }, |
| 3675 | "reverse": { |
| 3676 | "op": Op.REVERSE, |
| 3677 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3678 | "build_fcn": ( |
| 3679 | build_reverse, |
| 3680 | TosaTensorGen.tgBasic, |
| 3681 | TosaTensorValuesGen.tvgDefault, |
| 3682 | TosaArgGen.agAxis, |
| 3683 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3684 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3685 | "error_if_validators": ( |
| 3686 | TosaErrorValidator.evAxisSmallerZero, |
| 3687 | TosaErrorValidator.evAxisLargerRank, |
| 3688 | TosaErrorValidator.evWrongInputType, |
| 3689 | TosaErrorValidator.evWrongOutputType, |
| 3690 | TosaErrorValidator.evWrongInputList, |
| 3691 | TosaErrorValidator.evWrongOutputList, |
| 3692 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3693 | }, |
| 3694 | "slice": { |
| 3695 | "op": Op.SLICE, |
| 3696 | "operands": (1, 0), |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 3697 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3698 | "build_fcn": ( |
| 3699 | build_slice, |
| 3700 | TosaTensorGen.tgBasic, |
| 3701 | TosaTensorValuesGen.tvgDefault, |
| 3702 | TosaArgGen.agSlice, |
| 3703 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3704 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3705 | "error_if_validators": ( |
| 3706 | TosaErrorValidator.evStartSmallerZero, |
| 3707 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3708 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3709 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3710 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3711 | TosaErrorValidator.evWrongRank, |
| 3712 | TosaErrorValidator.evWrongInputType, |
| 3713 | TosaErrorValidator.evWrongOutputType, |
| 3714 | TosaErrorValidator.evWrongInputList, |
| 3715 | TosaErrorValidator.evWrongOutputList, |
| 3716 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3717 | }, |
| 3718 | "tile": { |
| 3719 | "op": Op.TILE, |
| 3720 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3721 | "build_fcn": ( |
| 3722 | build_tile, |
| 3723 | TosaTensorGen.tgBasic, |
| 3724 | TosaTensorValuesGen.tvgDefault, |
| 3725 | TosaArgGen.agTile, |
| 3726 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3727 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3728 | "error_if_validators": ( |
| 3729 | TosaErrorValidator.evWrongInputType, |
| 3730 | TosaErrorValidator.evWrongOutputType, |
| 3731 | TosaErrorValidator.evWrongInputList, |
| 3732 | TosaErrorValidator.evWrongOutputList, |
| 3733 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3734 | }, |
| 3735 | "transpose": { |
| 3736 | "op": Op.TRANSPOSE, |
| 3737 | "operands": (1, 0), |
Jeremy Johnson | a618557 | 2021-06-21 15:55:35 +0100 | [diff] [blame] | 3738 | "rank": (1, 4), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3739 | "build_fcn": ( |
| 3740 | build_transpose, |
| 3741 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3742 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3743 | TosaArgGen.agTranspose, |
| 3744 | ), |
| 3745 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3746 | "error_if_validators": ( |
| 3747 | TosaErrorValidator.evIndexOutsideBounds, |
| 3748 | TosaErrorValidator.evIndexUsedTwice, |
| 3749 | TosaErrorValidator.evWrongInputType, |
| 3750 | TosaErrorValidator.evWrongOutputType, |
| 3751 | TosaErrorValidator.evWrongInputList, |
| 3752 | TosaErrorValidator.evWrongOutputList, |
| 3753 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3754 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3755 | # Data nodes |
| 3756 | "const": { |
| 3757 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 3758 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3759 | "build_fcn": ( |
| 3760 | build_const, |
| 3761 | TosaTensorGen.tgBasic, |
| 3762 | TosaTensorValuesGen.tvgDefault, |
| 3763 | None, |
| 3764 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3765 | "types": TYPE_FIB, |
| 3766 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3767 | "identity": { |
| 3768 | "op": Op.IDENTITY, |
| 3769 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3770 | "build_fcn": ( |
| 3771 | build_unary, |
| 3772 | TosaTensorGen.tgBasic, |
| 3773 | TosaTensorValuesGen.tvgDefault, |
| 3774 | None, |
| 3775 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3776 | "types": TYPE_FIB, |
| 3777 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3778 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3779 | "gather": { |
| 3780 | "op": Op.GATHER, |
| 3781 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 3782 | "operands": (1, 0), |
| 3783 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3784 | "build_fcn": ( |
| 3785 | build_gather, |
| 3786 | TosaTensorGen.tgBasic, |
| 3787 | TosaTensorValuesGen.tvgDefault, |
| 3788 | None, |
| 3789 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3790 | "types": ( |
| 3791 | DType.INT8, |
| 3792 | DType.INT16, |
| 3793 | DType.INT32, |
| 3794 | DType.FP16, |
| 3795 | DType.BF16, |
| 3796 | DType.FP32, |
| 3797 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3798 | "error_if_validators": ( |
| 3799 | TosaErrorValidator.evWrongInputType, |
| 3800 | TosaErrorValidator.evWrongOutputType, |
| 3801 | TosaErrorValidator.evWrongInputList, |
| 3802 | TosaErrorValidator.evWrongOutputList, |
| 3803 | TosaErrorValidator.evWrongRank, |
| 3804 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3805 | }, |
| 3806 | "scatter": { |
| 3807 | "op": Op.SCATTER, |
| 3808 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3809 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3810 | "operands": (2, 0), |
| 3811 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3812 | "build_fcn": ( |
| 3813 | build_scatter, |
| 3814 | TosaTensorGen.tgScatter, |
| 3815 | TosaTensorValuesGen.tvgDefault, |
| 3816 | None, |
| 3817 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3818 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3819 | "error_if_validators": ( |
| 3820 | TosaErrorValidator.evWrongInputType, |
| 3821 | TosaErrorValidator.evWrongOutputType, |
| 3822 | TosaErrorValidator.evWrongInputList, |
| 3823 | TosaErrorValidator.evWrongOutputList, |
| 3824 | TosaErrorValidator.evWrongRank, |
| 3825 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3826 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3827 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3828 | "resize": { |
| 3829 | "op": Op.RESIZE, |
| 3830 | "operands": (1, 0), |
| 3831 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3832 | "build_fcn": ( |
| 3833 | build_resize, |
| 3834 | TosaTensorGen.tgNHWC, |
| 3835 | TosaTensorValuesGen.tvgDefault, |
| 3836 | TosaArgGen.agResize, |
| 3837 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3838 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3839 | "invalid_test_validators": ( |
| 3840 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3841 | ), |
| 3842 | "error_if_validators": ( |
| 3843 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3844 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 3845 | TosaErrorValidator.evScaleNLargerMax, |
| 3846 | TosaErrorValidator.evScaleDLargerMax, |
| 3847 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3848 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3849 | TosaErrorValidator.evBorderSmallerMin, |
| 3850 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3851 | TosaErrorValidator.evWrongInputType, |
| 3852 | TosaErrorValidator.evWrongOutputType, |
| 3853 | TosaErrorValidator.evWrongRank, |
| 3854 | TosaErrorValidator.evWrongInputList, |
| 3855 | TosaErrorValidator.evWrongOutputList, |
| 3856 | TosaErrorValidator.evBatchMismatch, |
| 3857 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3858 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 3859 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3860 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3861 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3862 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3863 | "cast": { |
| 3864 | "op": Op.CAST, |
| 3865 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3866 | "build_fcn": ( |
| 3867 | build_cast, |
| 3868 | TosaTensorGen.tgBasic, |
| 3869 | TosaTensorValuesGen.tvgDefault, |
| 3870 | TosaArgGen.agCast, |
| 3871 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3872 | "types": ( |
| 3873 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3874 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3875 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3876 | DType.INT8, |
| 3877 | DType.INT16, |
| 3878 | DType.INT32, |
| 3879 | DType.BOOL, |
| 3880 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3881 | "error_if_validators": ( |
| 3882 | TosaErrorValidator.evWrongInputType, |
| 3883 | TosaErrorValidator.evWrongOutputType, |
| 3884 | TosaErrorValidator.evWrongInputList, |
| 3885 | TosaErrorValidator.evWrongOutputList, |
| 3886 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3887 | }, |
| 3888 | "rescale": { |
| 3889 | "op": Op.RESCALE, |
| 3890 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3891 | "build_fcn": ( |
| 3892 | build_rescale, |
| 3893 | TosaTensorGen.tgBasic, |
| 3894 | TosaTensorValuesGen.tvgDefault, |
| 3895 | TosaArgGen.agRescale, |
| 3896 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3897 | "types": [ |
| 3898 | DType.UINT8, |
| 3899 | DType.INT8, |
| 3900 | DType.INT16, |
| 3901 | DType.INT32, |
| 3902 | DType.INT48, |
| 3903 | DType.UINT16, |
| 3904 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3905 | "error_if_validators": ( |
| 3906 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3907 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3908 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 3909 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3910 | TosaErrorValidator.evScaleTrue, |
| 3911 | TosaErrorValidator.evScaleNotTrue, |
| 3912 | TosaErrorValidator.evWrongInputType, |
| 3913 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3914 | TosaErrorValidator.evWrongInputList, |
| 3915 | TosaErrorValidator.evWrongOutputList, |
| 3916 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3917 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3918 | # Custom |
| 3919 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3920 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3921 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 3922 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 3923 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3924 | "cond_if_const": { |
| 3925 | "op": Op.COND_IF, |
| 3926 | "operands": (0, 2), |
| 3927 | "build_fcn": ( |
| 3928 | build_cond_if_const, |
| 3929 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3930 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3931 | TosaArgGen.agCondIf, |
| 3932 | ), |
| 3933 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3934 | "error_if_validators": ( |
| 3935 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3936 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 3937 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 3938 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3939 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3940 | }, |
| 3941 | "cond_if_binary": { |
| 3942 | "op": Op.COND_IF, |
| 3943 | "operands": (2, 0), |
| 3944 | "build_fcn": ( |
| 3945 | build_cond_if_binary, |
| 3946 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3947 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3948 | TosaArgGen.agCondIf, |
| 3949 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 3950 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3951 | "error_if_validators": ( |
| 3952 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 3953 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 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 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3960 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3961 | "while_loop": { |
| 3962 | "op": Op.WHILE_LOOP, |
| 3963 | "operands": (0, 1), |
| 3964 | "build_fcn": ( |
| 3965 | build_while_loop, |
| 3966 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3967 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3968 | TosaArgGen.agWhileLoop, |
| 3969 | ), |
| 3970 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3971 | "error_if_validators": ( |
| 3972 | TosaErrorValidator.evInputListOutputListMismatch, |
| 3973 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 3974 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 3975 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 3976 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 3977 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3978 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3979 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 3980 | "fft2d": { |
| 3981 | "op": Op.FFT2D, |
| 3982 | "operands": (2, 0), |
| 3983 | "rank": (3, 3), |
| 3984 | "build_fcn": ( |
| 3985 | build_fft2d, |
| 3986 | TosaTensorGen.tgFFT2d, |
| 3987 | TosaTensorValuesGen.tvgDefault, |
| 3988 | TosaArgGen.agFFT2d, |
| 3989 | ), |
| 3990 | "types": [DType.FP32], |
| 3991 | "error_if_validators": ( |
| 3992 | TosaErrorValidator.evWrongInputType, |
| 3993 | TosaErrorValidator.evWrongOutputType, |
| 3994 | TosaErrorValidator.evWrongInputList, |
| 3995 | TosaErrorValidator.evWrongOutputList, |
| 3996 | TosaErrorValidator.evWrongRank, |
| 3997 | TosaErrorValidator.evBatchMismatch, |
| 3998 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 3999 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4000 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4001 | ), |
| 4002 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4003 | "rfft2d": { |
| 4004 | "op": Op.RFFT2D, |
| 4005 | "operands": (1, 0), |
| 4006 | "rank": (3, 3), |
| 4007 | "build_fcn": ( |
| 4008 | build_rfft2d, |
| 4009 | TosaTensorGen.tgRFFT2d, |
| 4010 | TosaTensorValuesGen.tvgDefault, |
| 4011 | TosaArgGen.agNone, |
| 4012 | ), |
| 4013 | "types": [DType.FP32], |
| 4014 | "error_if_validators": ( |
| 4015 | TosaErrorValidator.evWrongInputType, |
| 4016 | TosaErrorValidator.evWrongOutputType, |
| 4017 | TosaErrorValidator.evWrongInputList, |
| 4018 | TosaErrorValidator.evWrongOutputList, |
| 4019 | TosaErrorValidator.evWrongRank, |
| 4020 | TosaErrorValidator.evBatchMismatch, |
| 4021 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4022 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4023 | ), |
| 4024 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4025 | } |
| 4026 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4027 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4028 | class OutputShaper: |
| 4029 | # Methods in this class compute the expected output shape and datatype |
| 4030 | # for common classes of operations |
| 4031 | def __init__(self): |
| 4032 | pass |
| 4033 | |
| 4034 | # These methods return arguments that can be used for |
| 4035 | # creating a new output tensor |
| 4036 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4037 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4038 | if error_name != ErrorIf.RankMismatch: |
| 4039 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4040 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4041 | |
| 4042 | shape = [] |
| 4043 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4044 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4045 | shape.append(b.shape[i]) |
| 4046 | else: |
| 4047 | shape.append(a.shape[i]) |
| 4048 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4049 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4050 | all_dtypes = [ |
| 4051 | DType.INT8, |
| 4052 | DType.INT16, |
| 4053 | DType.INT32, |
| 4054 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4055 | DType.FP16, |
| 4056 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4057 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4058 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4059 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4060 | outputDType = rng.choice(wrong_dtypes) |
| 4061 | else: |
| 4062 | outputDType = a.dtype |
| 4063 | |
| 4064 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4065 | |
| 4066 | @staticmethod |
| 4067 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4068 | assert len(a.shape) == len(b.shape) |
| 4069 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4070 | |
| 4071 | shape = [] |
| 4072 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4073 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4074 | shape.append(a.shape[i]) |
| 4075 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4076 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4077 | |
| 4078 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4079 | def unaryOp(ser, rng, a, error_name=None): |
| 4080 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4081 | all_dtypes = [ |
| 4082 | DType.INT8, |
| 4083 | DType.INT16, |
| 4084 | DType.INT32, |
| 4085 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4086 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4087 | DType.FP16, |
| 4088 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4089 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4090 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4091 | outputDType = rng.choice(wrong_dtypes) |
| 4092 | else: |
| 4093 | outputDType = a.dtype |
| 4094 | |
| 4095 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4096 | |
| 4097 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4098 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4099 | if error_name != ErrorIf.RankMismatch: |
| 4100 | 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] | 4101 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4102 | |
| 4103 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4104 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4105 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4106 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4107 | else: |
| 4108 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4109 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4110 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4111 | all_dtypes = [ |
| 4112 | DType.INT8, |
| 4113 | DType.INT16, |
| 4114 | DType.INT32, |
| 4115 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4116 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4117 | DType.FP16, |
| 4118 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4119 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4120 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4121 | outputDType = rng.choice(wrong_dtypes) |
| 4122 | else: |
| 4123 | outputDType = a.dtype |
| 4124 | |
| 4125 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4126 | |
| 4127 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4128 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4129 | if error_name != ErrorIf.RankMismatch: |
| 4130 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4131 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4132 | |
| 4133 | # Do broadcast |
| 4134 | shape = [] |
| 4135 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4136 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4137 | shape.append(b.shape[i]) |
| 4138 | else: |
| 4139 | shape.append(a.shape[i]) |
| 4140 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4141 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4142 | wrong_dtypes = [ |
| 4143 | DType.INT8, |
| 4144 | DType.INT16, |
| 4145 | DType.INT32, |
| 4146 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4147 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4148 | DType.FP16, |
| 4149 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4150 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4151 | outputDType = rng.choice(wrong_dtypes) |
| 4152 | else: |
| 4153 | outputDType = DType.BOOL |
| 4154 | |
| 4155 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4156 | |
| 4157 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4158 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4159 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4160 | if error_name not in [ |
| 4161 | ErrorIf.AxisSmallerZero, |
| 4162 | ErrorIf.AxisLargerRank, |
| 4163 | ErrorIf.ShapeOfAxisNotOne, |
| 4164 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4165 | shape[axis] = 1 |
| 4166 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4167 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4168 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4169 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4170 | all_dtypes = [ |
| 4171 | DType.INT8, |
| 4172 | DType.INT16, |
| 4173 | DType.INT32, |
| 4174 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4175 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4176 | DType.FP16, |
| 4177 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4178 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4179 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4180 | outputDType = rng.choice(wrong_dtypes) |
| 4181 | else: |
| 4182 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4183 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4184 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4185 | |
| 4186 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4187 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4188 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4189 | |
| 4190 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4191 | del shape[axis] |
| 4192 | |
| 4193 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4194 | remove = rng.choice([True, False]) |
| 4195 | if remove and len(shape) > 1: |
| 4196 | del shape[0] |
| 4197 | else: |
| 4198 | shape.append(1) |
| 4199 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4200 | for i in range(len(shape)): |
| 4201 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4202 | |
| 4203 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4204 | all_dtypes = [ |
| 4205 | DType.INT8, |
| 4206 | DType.INT16, |
| 4207 | DType.INT32, |
| 4208 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4209 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4210 | DType.FP16, |
| 4211 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4212 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4213 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4214 | outputDType = rng.choice(wrong_dtypes) |
| 4215 | else: |
| 4216 | outputDType = DType.INT32 |
| 4217 | |
| 4218 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4219 | |
| 4220 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4221 | def conv2dOp( |
| 4222 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4223 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4224 | |
| 4225 | # IFM: NHWC |
| 4226 | # Filter: OHWI |
| 4227 | # OFM: NHWC |
| 4228 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4229 | h = ( |
| 4230 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4231 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4232 | + padding[0] |
| 4233 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4234 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4235 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4236 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4237 | w = ( |
| 4238 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4239 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4240 | + padding[2] |
| 4241 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4242 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4243 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4244 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4245 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4246 | choices = [1, 2, 3] |
| 4247 | change = rng.choice(choices) |
| 4248 | # increment in multiples of stride to not hit non-integer error case |
| 4249 | if change in [1, 3]: |
| 4250 | h = h + (rng.choice(choices) * strides[0]) |
| 4251 | if change in [2, 3]: |
| 4252 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4253 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4254 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4255 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4256 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4257 | # Pick some potentially correct output dtype if input type is incorrect |
| 4258 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4259 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4260 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4261 | |
| 4262 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4263 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4264 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4265 | else: |
| 4266 | excludes = [out_dtype] |
| 4267 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4268 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4269 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4270 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4271 | |
| 4272 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4273 | def conv3dOp( |
| 4274 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4275 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4276 | |
| 4277 | # IFM: NDHWC |
| 4278 | # Filter: ODHWI |
| 4279 | # OFM: NDHWC |
| 4280 | |
| 4281 | d = ( |
| 4282 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4283 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4284 | + padding[0] |
| 4285 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4286 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4287 | ) // strides[0] + 1 |
| 4288 | |
| 4289 | h = ( |
| 4290 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4291 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4292 | + padding[2] |
| 4293 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4294 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4295 | ) // strides[1] + 1 |
| 4296 | |
| 4297 | w = ( |
| 4298 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4299 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4300 | + padding[4] |
| 4301 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4302 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4303 | ) // strides[2] + 1 |
| 4304 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4305 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4306 | choices = [1, 2, 3, 4] |
| 4307 | change = rng.choice(choices) |
| 4308 | # increment in multiples of stride to not hit non-integer error case |
| 4309 | if change in [1, 4]: |
| 4310 | d = d + (rng.choice(choices) * strides[0]) |
| 4311 | if change in [2, 4]: |
| 4312 | h = h + (rng.choice(choices) * strides[1]) |
| 4313 | if change in [3, 4]: |
| 4314 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4315 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4316 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4317 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4318 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4319 | # Pick some potentially correct output dtype if input type is incorrect |
| 4320 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4321 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4322 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4323 | |
| 4324 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4325 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4326 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4327 | else: |
| 4328 | excludes = [out_dtype] |
| 4329 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4330 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4331 | |
| 4332 | return ser.addOutput(ofm_shape, out_dtype) |
| 4333 | |
| 4334 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4335 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4336 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4337 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4338 | # IFM: NHWC |
| 4339 | # Filter: HWCM |
| 4340 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4341 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4342 | h = ( |
| 4343 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4344 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4345 | + padding[0] |
| 4346 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4347 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4348 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4349 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4350 | w = ( |
| 4351 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4352 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4353 | + padding[2] |
| 4354 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4355 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4356 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4357 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4358 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4359 | choices = [1, 2, 3] |
| 4360 | change = rng.choice(choices) |
| 4361 | # increment in multiples of stride to not hit non-integer error case |
| 4362 | if change in [1, 3]: |
| 4363 | h = h + (rng.choice(choices) * strides[0]) |
| 4364 | if change in [2, 3]: |
| 4365 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4366 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4367 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4368 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4369 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4370 | # Pick some potentially correct output dtype if input type is incorrect |
| 4371 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4372 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4373 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4374 | |
| 4375 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4376 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4377 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4378 | else: |
| 4379 | excludes = [out_dtype] |
| 4380 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4381 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4382 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4383 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4384 | |
| 4385 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4386 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4387 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4388 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4389 | # 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] | 4390 | h = 1 |
| 4391 | w = 1 |
| 4392 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4393 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4394 | 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] | 4395 | |
| 4396 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4397 | choices = [1, 2, 3] |
| 4398 | change = rng.choice(choices) |
| 4399 | # increment in multiples of stride to not hit non-integer error case |
| 4400 | if change in [1, 3]: |
| 4401 | h = h + (rng.choice(choices) * stride[0]) |
| 4402 | if change in [2, 3]: |
| 4403 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4404 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4405 | |
| 4406 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4407 | all_dtypes = [ |
| 4408 | DType.INT8, |
| 4409 | DType.INT16, |
| 4410 | DType.INT32, |
| 4411 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4412 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4413 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4414 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4415 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4416 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4417 | outputDType = rng.choice(wrong_dtypes) |
| 4418 | else: |
| 4419 | outputDType = ifm.dtype |
| 4420 | |
| 4421 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4422 | |
| 4423 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4424 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4425 | # input: N, IC |
| 4426 | # filter: OC, IC |
| 4427 | # output: N, OC |
| 4428 | |
| 4429 | output_shape = [input.shape[0], filter.shape[0]] |
| 4430 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4431 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4432 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4433 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4434 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4435 | |
| 4436 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4437 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4438 | # a: N, H, C |
| 4439 | # b: N, C, W |
| 4440 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4441 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4442 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4443 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4444 | if error_name == ErrorIf.WrongOutputType: |
| 4445 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4446 | incorrect_types = ( |
| 4447 | DType.INT4, |
| 4448 | DType.INT8, |
| 4449 | DType.INT16, |
| 4450 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4451 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4452 | DType.FP16, |
| 4453 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4454 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4455 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4456 | incorrect_types = ( |
| 4457 | DType.INT4, |
| 4458 | DType.INT8, |
| 4459 | DType.INT16, |
| 4460 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4461 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4462 | DType.FP16, |
| 4463 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4464 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4465 | elif ( |
| 4466 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4467 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4468 | incorrect_types = ( |
| 4469 | DType.INT4, |
| 4470 | DType.INT8, |
| 4471 | DType.INT16, |
| 4472 | DType.INT32, |
| 4473 | DType.INT48, |
| 4474 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4475 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4476 | elif error_name == ErrorIf.WrongInputType: |
| 4477 | # Pick some potentially correct output dtype if input type is incorrect |
| 4478 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4479 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4480 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4481 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4482 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4483 | |
| 4484 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4485 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4486 | input1 = a[0] |
| 4487 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4488 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4489 | # 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] | 4490 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4491 | if not ( |
| 4492 | # unable to concat tensors of different ranks |
| 4493 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4494 | # unable to concat tensors along an invalid axis |
| 4495 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4496 | ): |
| 4497 | for tensor in remaining_inputs: |
| 4498 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4499 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4500 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4501 | output_shape[axis] += rng.integers(5, 10) |
| 4502 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4503 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4504 | all_dtypes = { |
| 4505 | DType.INT8, |
| 4506 | DType.INT16, |
| 4507 | DType.INT32, |
| 4508 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4509 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4510 | DType.FP16, |
| 4511 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4512 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4513 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4514 | outputDType = rng.choice(wrong_dtypes) |
| 4515 | else: |
| 4516 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4517 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4518 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4519 | |
| 4520 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4521 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4522 | |
| 4523 | output_shape = a.shape.copy() |
| 4524 | |
| 4525 | for i in range(len(output_shape)): |
| 4526 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4527 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4528 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4529 | bad_dim = rng.choice(range(len(output_shape))) |
| 4530 | output_shape[bad_dim] -= rng.choice([1, 2]) |
| 4531 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4532 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4533 | all_dtypes = [ |
| 4534 | DType.INT8, |
| 4535 | DType.INT16, |
| 4536 | DType.INT32, |
| 4537 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4538 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4539 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4540 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4541 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4542 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4543 | outputDType = rng.choice(wrong_dtypes) |
| 4544 | else: |
| 4545 | outputDType = a.dtype |
| 4546 | |
| 4547 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4548 | |
| 4549 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4550 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4551 | output_shape = shape.copy() |
| 4552 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4553 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4554 | for i in range(len(output_shape)): |
| 4555 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4556 | |
| 4557 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4558 | all_dtypes = [ |
| 4559 | DType.INT8, |
| 4560 | DType.INT16, |
| 4561 | DType.INT32, |
| 4562 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4563 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4564 | DType.FP16, |
| 4565 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4566 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4567 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4568 | outputDType = rng.choice(wrong_dtypes) |
| 4569 | else: |
| 4570 | outputDType = a.dtype |
| 4571 | |
| 4572 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4573 | |
| 4574 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4575 | def sliceOp(ser, rng, a, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4576 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4577 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4578 | all_dtypes = [ |
| 4579 | DType.INT8, |
| 4580 | DType.INT16, |
| 4581 | DType.INT32, |
| 4582 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4583 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4584 | DType.FP16, |
| 4585 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4586 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4587 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4588 | outputDType = rng.choice(wrong_dtypes) |
| 4589 | else: |
| 4590 | outputDType = a.dtype |
| 4591 | |
| 4592 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
| 4593 | output_shape = size.copy() |
| 4594 | for index in range(len(output_shape)): |
| 4595 | if output_shape[index] <= 2: |
| 4596 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4597 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4598 | output_shape[index] = output_shape[index] + rng.choice( |
| 4599 | [-2, -1, 1, 2] |
| 4600 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4601 | else: |
| 4602 | output_shape = size.copy() |
| 4603 | |
| 4604 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4605 | |
| 4606 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4607 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4608 | |
| 4609 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4610 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4611 | |
| 4612 | for i in range(len(output_shape)): |
| 4613 | output_shape[i] = a.shape[i] * multiples[i] |
| 4614 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4615 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4616 | all_dtypes = [ |
| 4617 | DType.INT8, |
| 4618 | DType.INT16, |
| 4619 | DType.INT32, |
| 4620 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4621 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4622 | DType.FP16, |
| 4623 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4624 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4625 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4626 | outputDType = rng.choice(wrong_dtypes) |
| 4627 | else: |
| 4628 | outputDType = a.dtype |
| 4629 | |
| 4630 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4631 | |
| 4632 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4633 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4634 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4635 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4636 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4637 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4638 | if error_name == ErrorIf.IndexOutsideBounds: |
| 4639 | for i in range(len(output_shape)): |
| 4640 | output_shape[i] = a.shape[0] |
| 4641 | else: |
| 4642 | for i in range(len(output_shape)): |
| 4643 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4644 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4645 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4646 | all_dtypes = [ |
| 4647 | DType.INT8, |
| 4648 | DType.INT16, |
| 4649 | DType.INT32, |
| 4650 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4651 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4652 | DType.FP16, |
| 4653 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4654 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4655 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4656 | outputDType = rng.choice(wrong_dtypes) |
| 4657 | else: |
| 4658 | outputDType = a.dtype |
| 4659 | |
| 4660 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4661 | |
| 4662 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4663 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4664 | if error_name != ErrorIf.WrongRank: |
| 4665 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4666 | assert len(indices.shape) == 2 |
| 4667 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4668 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4669 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4670 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4671 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4672 | all_dtypes = [ |
| 4673 | DType.INT8, |
| 4674 | DType.INT16, |
| 4675 | DType.INT32, |
| 4676 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4677 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4678 | DType.FP16, |
| 4679 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4680 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4681 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 4682 | outputDType = rng.choice(wrong_dtypes) |
| 4683 | else: |
| 4684 | outputDType = values.dtype |
| 4685 | |
| 4686 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4687 | |
| 4688 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4689 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4690 | if error_name != ErrorIf.WrongRank: |
| 4691 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4692 | assert len(indices.shape) == 2 |
| 4693 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4694 | assert values_in.shape[0] == indices.shape[0] # N |
| 4695 | assert input.shape[1] == indices.shape[1] # W |
| 4696 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4697 | |
| 4698 | output_shape = values_in.shape |
| 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_in.dtype])) |
| 4711 | outputDType = rng.choice(wrong_dtypes) |
| 4712 | else: |
| 4713 | outputDType = values_in.dtype |
| 4714 | |
| 4715 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4716 | |
| 4717 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4718 | def tableOp(ser, rng, input, error_name=None): |
| 4719 | # Same shape as the input, dtype dependent on input dtype |
| 4720 | if error_name != ErrorIf.WrongInputType: |
| 4721 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 4722 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4723 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4724 | wrong_dtypes = [ |
| 4725 | DType.INT8, |
| 4726 | DType.INT16, |
| 4727 | DType.INT32, |
| 4728 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4729 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4730 | DType.FP16, |
| 4731 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4732 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4733 | wrong_dtypes.remove(output_dtype) |
| 4734 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4735 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4736 | |
| 4737 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4738 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4739 | serializer, |
| 4740 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4741 | input, |
| 4742 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4743 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4744 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4745 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4746 | input_dtype, |
| 4747 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4748 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4749 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4750 | # Calculate OH, OW |
| 4751 | scale_y_n = scale[0] |
| 4752 | scale_y_d = scale[1] |
| 4753 | scale_x_n = scale[2] |
| 4754 | scale_x_d = scale[3] |
| 4755 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 4756 | scale_y_n = max(scale_y_n, 1) |
| 4757 | scale_y_d = max(scale_y_d, 1) |
| 4758 | scale_x_n = max(scale_x_n, 1) |
| 4759 | scale_x_d = max(scale_x_d, 1) |
| 4760 | |
| 4761 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 4762 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 4763 | |
| 4764 | if error_name is not None: |
| 4765 | # Make sure the output tensor is valid, which can occur when |
| 4766 | # scale, offset or border have been changed for ERROR_IFs |
| 4767 | oh = max(oh, 1) |
| 4768 | ow = max(ow, 1) |
| 4769 | if error_name != ErrorIf.MaxDimExceeded: |
| 4770 | oh = min(oh, MAX_RESIZE_DIMENSION - 1) |
| 4771 | ow = min(ow, MAX_RESIZE_DIMENSION - 1) |
| 4772 | |
| 4773 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 4774 | choices = [1, 2, 3] |
| 4775 | change = rng.choice(choices) |
| 4776 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 4777 | if change in [1, 3]: |
| 4778 | if oh + scale_y_d >= MAX_RESIZE_DIMENSION: |
| 4779 | oh -= scale_y_d |
| 4780 | assert oh > 0 # Should have been caught in agResize |
| 4781 | else: |
| 4782 | oh += scale_y_d |
| 4783 | if change in [2, 3]: |
| 4784 | if ow + scale_x_d >= MAX_RESIZE_DIMENSION: |
| 4785 | ow -= scale_x_d |
| 4786 | assert ow > 0 # Should have been caught in agResize |
| 4787 | else: |
| 4788 | ow += scale_x_d |
| 4789 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4790 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4791 | output_dims = [ |
| 4792 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4793 | oh, |
| 4794 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4795 | input.shape[0], |
| 4796 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4797 | elif error_name == ErrorIf.BatchMismatch: |
| 4798 | output_dims = [ |
| 4799 | input.shape[0] + rng.integers(1, 10), |
| 4800 | oh, |
| 4801 | ow, |
| 4802 | input.shape[3], |
| 4803 | ] |
| 4804 | elif error_name == ErrorIf.ChannelMismatch: |
| 4805 | output_dims = [ |
| 4806 | input.shape[0], |
| 4807 | oh, |
| 4808 | ow, |
| 4809 | input.shape[3] + rng.integers(1, 10), |
| 4810 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4811 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4812 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4813 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4814 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4815 | |
| 4816 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4817 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4818 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4819 | |
| 4820 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4821 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4822 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4823 | choices = [1, 2, 3] |
| 4824 | change = rng.choice(choices) |
| 4825 | if change in [1, 3]: |
| 4826 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 4827 | if change in [2, 3]: |
| 4828 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 4829 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4830 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4831 | # Pick some potentially correct output dtype if input type is incorrect |
| 4832 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4833 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4834 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4835 | |
| 4836 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4837 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4838 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4839 | else: |
| 4840 | excludes = [out_dtype] |
| 4841 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4842 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4843 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4844 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4845 | |
| 4846 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4847 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 4848 | outputs = [] |
| 4849 | |
| 4850 | assert ifm1.dtype == ifm2.dtype |
| 4851 | input_dtype = ifm1.dtype |
| 4852 | |
| 4853 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 4854 | assert ifm1.shape == ifm2.shape |
| 4855 | |
| 4856 | input_shape = ifm1.shape |
| 4857 | if error_name != ErrorIf.WrongRank: |
| 4858 | assert len(input_shape) == 3 |
| 4859 | |
| 4860 | output_shape = input_shape.copy() |
| 4861 | output_dtype = input_dtype |
| 4862 | |
| 4863 | if error_name == ErrorIf.WrongOutputType: |
| 4864 | excludes = [DType.FP32] |
| 4865 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 4866 | output_dtype = rng.choice(wrong_dtypes) |
| 4867 | elif error_name == ErrorIf.BatchMismatch: |
| 4868 | output_shape[0] += rng.integers(1, 10) |
| 4869 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 4870 | modify_dim = rng.choice([1, 2]) |
| 4871 | output_shape[modify_dim] += rng.integers(1, 10) |
| 4872 | |
| 4873 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4874 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4875 | return outputs |
| 4876 | |
| 4877 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4878 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 4879 | outputs = [] |
| 4880 | |
| 4881 | input_shape = value.shape |
| 4882 | if error_name != ErrorIf.WrongRank: |
| 4883 | assert len(input_shape) == 3 |
| 4884 | |
| 4885 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 4886 | |
| 4887 | output_dtype = value.dtype |
| 4888 | if error_name == ErrorIf.WrongOutputType: |
| 4889 | excludes = [DType.FP32] |
| 4890 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 4891 | output_dtype = rng.choice(wrong_dtypes) |
| 4892 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4893 | output_shape[0] += rng.integers(1, 10) |
| 4894 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 4895 | modify_dim = rng.choice([1, 2]) |
| 4896 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4897 | |
| 4898 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4899 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4900 | return outputs |