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 | |
| 216 | # Argument generators |
| 217 | # Returns a list of tuples (stringDescriptor, [build_fcn_arg_list]) |
| 218 | # Where the string descriptor is used to generate the test name and |
| 219 | # The build_fcn_arg_list is expanded and passed to the operator test |
| 220 | # build function |
| 221 | |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 222 | def build_unary(self, op, a, validator_fcns=None, error_name=None, qinfo=None): |
| 223 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 224 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 225 | # build_placeholder returns an int, ABS/other ops does not |
| 226 | if isinstance(op, int): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 227 | self.ser.addOperator(op, a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 228 | return result_tens |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 229 | elif op["op"] == Op.IDENTITY: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 230 | self.ser.addOperator(op["op"], a.name, result_tens.name, None) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 231 | return result_tens |
| 232 | |
| 233 | # Ensure new output type has correct qinfo |
| 234 | if error_name == ErrorIf.WrongOutputType: |
| 235 | if result_tens.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 236 | qinfo = [ |
| 237 | TosaQuantGen.getZeroPoint(self, a.dtype), |
| 238 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 239 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 240 | |
| 241 | # Invalidate Input/Output list for error if checks. |
| 242 | input_list = [a.name] |
| 243 | output_list = [result_tens.name] |
| 244 | pCount, cCount = op["operands"] |
| 245 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 246 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 247 | self, error_name, input_list, output_list |
| 248 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 249 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 250 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 251 | self.ser, |
| 252 | validator_fcns, |
| 253 | error_name, |
| 254 | op=op, |
| 255 | input_dtype=a.dtype, |
| 256 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 257 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 258 | result_tensors=[result_tens], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 259 | input_list=input_list, |
| 260 | output_list=output_list, |
| 261 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 262 | ): |
| 263 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 264 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 265 | attr = None |
| 266 | if op["op"] == Op.NEGATE: |
| 267 | attr = ts.TosaSerializerAttribute() |
| 268 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 269 | |
| 270 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 271 | return result_tens |
| 272 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 273 | 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] | 274 | result_tens = OutputShaper.binaryBroadcastOp( |
| 275 | self.ser, self.rng, a, b, error_name |
| 276 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 277 | |
| 278 | # Invalidate Input/Output list for error if checks. |
| 279 | input_list = [a.name, b.name] |
| 280 | output_list = [result_tens.name] |
| 281 | pCount, cCount = op["operands"] |
| 282 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 283 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 284 | self, error_name, input_list, output_list |
| 285 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 286 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 287 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 288 | self.ser, |
| 289 | validator_fcns, |
| 290 | error_name, |
| 291 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 292 | input1=a, |
| 293 | input2=b, |
| 294 | input_dtype=a.dtype, |
| 295 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 296 | result_tensors=[result_tens], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 297 | input_list=input_list, |
| 298 | output_list=output_list, |
| 299 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 300 | ): |
| 301 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 302 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 303 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 304 | return result_tens |
| 305 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 306 | 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] | 307 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 308 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 309 | return result_tens |
| 310 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 311 | def build_arithmetic_right_shift( |
| 312 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 313 | ): |
| 314 | result_tens = OutputShaper.binaryBroadcastOp( |
| 315 | self.ser, self.rng, a, b, error_name |
| 316 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 317 | |
| 318 | # Invalidate Input/Output list for error if checks. |
| 319 | input_list = [a.name, b.name] |
| 320 | output_list = [result_tens.name] |
| 321 | pCount, cCount = op["operands"] |
| 322 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 323 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 324 | self, error_name, input_list, output_list |
| 325 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 326 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 327 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 328 | self.ser, |
| 329 | validator_fcns, |
| 330 | error_name, |
| 331 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 332 | input1=a, |
| 333 | input2=b, |
| 334 | input_dtype=a.dtype, |
| 335 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 336 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 337 | input_list=input_list, |
| 338 | output_list=output_list, |
| 339 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 340 | ): |
| 341 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 342 | |
| 343 | attr = ts.TosaSerializerAttribute() |
| 344 | attr.ArithmeticRightShiftAttribute(round) |
| 345 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 346 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 347 | return result_tens |
| 348 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 349 | 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] | 350 | result_tens = OutputShaper.binaryBroadcastOp( |
| 351 | self.ser, self.rng, a, b, error_name |
| 352 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 353 | |
| 354 | # Special for multiply: |
| 355 | # Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 356 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 357 | result_tens.setDtype(DType.INT32) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 358 | if error_name == ErrorIf.WrongOutputType: |
| 359 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 360 | outputDType = self.rng.choice(all_dtypes) |
| 361 | result_tens.setDtype(outputDType) |
| 362 | |
| 363 | # Invalidate Input/Output list for error if checks. |
| 364 | input_list = [a.name, b.name] |
| 365 | output_list = [result_tens.name] |
| 366 | pCount, cCount = op["operands"] |
| 367 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 368 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 369 | self, error_name, input_list, output_list |
| 370 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 371 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 372 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 373 | self.ser, |
| 374 | validator_fcns, |
| 375 | error_name, |
| 376 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 377 | input1=a, |
| 378 | input2=b, |
| 379 | input_dtype=a.dtype, |
| 380 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 381 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 382 | input_list=input_list, |
| 383 | output_list=output_list, |
| 384 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 385 | ): |
| 386 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 387 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 388 | attr = ts.TosaSerializerAttribute() |
| 389 | attr.MulAttribute(shift) |
| 390 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 391 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 392 | return result_tens |
| 393 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 394 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 395 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 396 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 397 | attr = ts.TosaSerializerAttribute() |
| 398 | attr.TableAttribute(table) |
| 399 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 400 | # Invalidate Input/Output list for error if checks. |
| 401 | input_list = [a.name] |
| 402 | output_list = [result_tens.name] |
| 403 | pCount, cCount = op["operands"] |
| 404 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 405 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 406 | self, error_name, input_list, output_list |
| 407 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 408 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 409 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 410 | self.ser, |
| 411 | validator_fcns, |
| 412 | error_name, |
| 413 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 414 | input_shape=a.shape, |
| 415 | input_dtype=a.dtype, |
| 416 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 417 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 418 | input_list=input_list, |
| 419 | output_list=output_list, |
| 420 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 421 | ): |
| 422 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 423 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 424 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 425 | |
| 426 | return result_tens |
| 427 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 428 | def build_select(self, op, cond, a, b, validator_fcns=None, error_name=None): |
| 429 | result_tens = OutputShaper.selectOp(self.ser, self.rng, cond, a, b, error_name) |
| 430 | |
| 431 | # Invalidate Input/Output list for error if checks. |
| 432 | input_list = [cond.name, a.name, b.name] |
| 433 | output_list = [result_tens.name] |
| 434 | pCount, cCount = op["operands"] |
| 435 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 436 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 437 | self, error_name, input_list, output_list |
| 438 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 439 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 440 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 441 | self.ser, |
| 442 | validator_fcns, |
| 443 | error_name, |
| 444 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 445 | input1=cond, |
| 446 | input2=a, |
| 447 | input3=b, |
| 448 | input_shape=a.shape, |
| 449 | input_dtype=a.dtype, |
| 450 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 451 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 452 | input_list=input_list, |
| 453 | output_list=output_list, |
| 454 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 455 | ): |
| 456 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 457 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 458 | self.ser.addOperator( |
| 459 | op["op"], |
| 460 | input_list, |
| 461 | output_list, |
| 462 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 463 | return result_tens |
| 464 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 465 | 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] | 466 | result_tens = OutputShaper.binaryComparisonOp( |
| 467 | self.ser, self.rng, a, b, error_name |
| 468 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 469 | |
| 470 | # Invalidate Input/Output list for error if checks. |
| 471 | input_list = [a.name, b.name] |
| 472 | output_list = [result_tens.name] |
| 473 | pCount, cCount = op["operands"] |
| 474 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 475 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 476 | self, error_name, input_list, output_list |
| 477 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 478 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 479 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 480 | self.ser, |
| 481 | validator_fcns, |
| 482 | error_name, |
| 483 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 484 | input1=a, |
| 485 | input2=b, |
| 486 | input_shape=a.shape, |
| 487 | input_dtype=a.dtype, |
| 488 | output_shape=result_tens.shape, |
| 489 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 490 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 491 | input_list=input_list, |
| 492 | output_list=output_list, |
| 493 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 494 | ): |
| 495 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 496 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 497 | self.ser.addOperator( |
| 498 | op["op"], |
| 499 | input_list, |
| 500 | output_list, |
| 501 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 502 | return result_tens |
| 503 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 504 | def build_argmax(self, op, a, axis, validator_fcns, error_name): |
| 505 | result_tens = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
| 506 | |
| 507 | # Invalidate Input/Output list for error if checks. |
| 508 | input_list = [a.name] |
| 509 | output_list = [result_tens.name] |
| 510 | pCount, cCount = op["operands"] |
| 511 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 512 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 513 | self, error_name, input_list, output_list |
| 514 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 515 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 516 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 517 | self.ser, |
| 518 | validator_fcns, |
| 519 | error_name, |
| 520 | op=op, |
| 521 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 522 | input_shape=a.shape, |
| 523 | input_dtype=a.dtype, |
| 524 | output_shape=result_tens.shape, |
| 525 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 526 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 527 | input_list=input_list, |
| 528 | output_list=output_list, |
| 529 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 530 | ): |
| 531 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 532 | |
| 533 | attr = ts.TosaSerializerAttribute() |
| 534 | attr.AxisAttribute(axis) |
| 535 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 536 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 537 | return result_tens |
| 538 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 539 | def build_pool2d( |
| 540 | self, |
| 541 | op, |
| 542 | input, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 543 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 544 | stride, |
| 545 | pad, |
| 546 | kernel, |
| 547 | validator_fcns=None, |
| 548 | error_name=None, |
| 549 | qinfo=None, |
| 550 | ): |
| 551 | result_tens = OutputShaper.pool2dOp( |
| 552 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 553 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 554 | |
| 555 | # Ensure new output type has correct qinfo |
| 556 | if error_name == ErrorIf.WrongInputType: |
| 557 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 558 | qinfo = [ |
| 559 | TosaQuantGen.getZeroPoint(self, input.dtype), |
| 560 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 561 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 562 | |
| 563 | # Invalidate Input/Output list for error if checks. |
| 564 | input_list = [input.name] |
| 565 | output_list = [result_tens.name] |
| 566 | pCount, cCount = op["operands"] |
| 567 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 568 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 569 | self, error_name, input_list, output_list |
| 570 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 571 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 572 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 573 | self.ser, |
| 574 | validator_fcns, |
| 575 | error_name, |
| 576 | op=op, |
| 577 | input_shape=input.shape, |
| 578 | input_dtype=input.dtype, |
| 579 | output_shape=result_tens.shape, |
| 580 | output_dtype=result_tens.dtype, |
| 581 | kernel=kernel, |
| 582 | stride=stride, |
| 583 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 584 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 585 | result_tensors=[result_tens], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 586 | input_list=input_list, |
| 587 | output_list=output_list, |
| 588 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 589 | ): |
| 590 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 591 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 592 | if qinfo is None: |
| 593 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 594 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 595 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 596 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 597 | |
| 598 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 599 | return result_tens |
| 600 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 601 | def build_maxpool2d( |
| 602 | self, |
| 603 | op, |
| 604 | input, |
| 605 | stride, |
| 606 | pad, |
| 607 | kernel, |
| 608 | validator_fcns=None, |
| 609 | error_name=None, |
| 610 | qinfo=None, |
| 611 | ): |
| 612 | # Same as build_pool2d but manually sets accum_dtype value |
| 613 | # (maxpool has no accum_dtype) |
| 614 | return self.build_pool2d( |
| 615 | op, |
| 616 | input, |
| 617 | DType.UNKNOWN, |
| 618 | stride, |
| 619 | pad, |
| 620 | kernel, |
| 621 | validator_fcns, |
| 622 | error_name, |
| 623 | qinfo, |
| 624 | ) |
| 625 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 626 | def build_conv2d( |
| 627 | self, |
| 628 | op, |
| 629 | ifm, |
| 630 | filter, |
| 631 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 632 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 633 | strides, |
| 634 | padding, |
| 635 | dilations, |
| 636 | validator_fcns=None, |
| 637 | error_name=None, |
| 638 | qinfo=None, |
| 639 | ): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 640 | assert len(padding) == 4 |
| 641 | result_tens = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 642 | self.ser, |
| 643 | self.rng, |
| 644 | ifm, |
| 645 | filter, |
| 646 | accum_dtype, |
| 647 | strides, |
| 648 | padding, |
| 649 | dilations, |
| 650 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 651 | ) |
| 652 | |
| 653 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 654 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 655 | DType.INT8, |
| 656 | DType.UINT8, |
| 657 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 658 | qinfo = [ |
| 659 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 660 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 661 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 662 | |
| 663 | # Invalidate Input/Output list for error_if checks. |
| 664 | input_list = [ifm.name, filter.name, bias.name] |
| 665 | output_list = [result_tens.name] |
| 666 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 667 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 668 | self, error_name, input_list, output_list |
| 669 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 670 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 671 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 672 | self.ser, |
| 673 | validator_fcns, |
| 674 | error_name, |
| 675 | op=op, |
| 676 | input_dtype=ifm.dtype, |
| 677 | weight_dtype=filter.dtype, |
| 678 | output_dtype=result_tens.dtype, |
| 679 | qinfo=qinfo, |
| 680 | input_list=input_list, |
| 681 | num_operands=num_operands, |
| 682 | output_list=output_list, |
| 683 | pad=padding, |
| 684 | stride=strides, |
| 685 | dilation=dilations, |
| 686 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 687 | weight_shape=filter.shape, |
| 688 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 689 | ): |
| 690 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 691 | |
| 692 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame^] | 693 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 694 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 695 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 696 | return result_tens |
| 697 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 698 | def build_conv3d( |
| 699 | self, |
| 700 | op, |
| 701 | ifm, |
| 702 | filter, |
| 703 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 704 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 705 | strides, |
| 706 | padding, |
| 707 | dilations, |
| 708 | validator_fcns=None, |
| 709 | error_name=None, |
| 710 | qinfo=None, |
| 711 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 712 | assert len(padding) == 6 |
| 713 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 714 | self.ser, |
| 715 | self.rng, |
| 716 | ifm, |
| 717 | filter, |
| 718 | accum_dtype, |
| 719 | strides, |
| 720 | padding, |
| 721 | dilations, |
| 722 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 723 | ) |
| 724 | |
| 725 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 726 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 727 | DType.INT8, |
| 728 | DType.UINT8, |
| 729 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 730 | qinfo = [ |
| 731 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 732 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 733 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 734 | |
| 735 | # Invalidate Input/Output list for error_if checks. |
| 736 | input_list = [ifm.name, filter.name, bias.name] |
| 737 | output_list = [result_tens.name] |
| 738 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 739 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 740 | self, error_name, input_list, output_list |
| 741 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 742 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 743 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 744 | self.ser, |
| 745 | validator_fcns, |
| 746 | error_name, |
| 747 | op=op, |
| 748 | input_dtype=ifm.dtype, |
| 749 | weight_dtype=filter.dtype, |
| 750 | output_dtype=result_tens.dtype, |
| 751 | qinfo=qinfo, |
| 752 | input_list=input_list, |
| 753 | num_operands=num_operands, |
| 754 | output_list=output_list, |
| 755 | pad=padding, |
| 756 | stride=strides, |
| 757 | dilation=dilations, |
| 758 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 759 | weight_shape=filter.shape, |
| 760 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 761 | ): |
| 762 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 763 | |
| 764 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame^] | 765 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 766 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 767 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 768 | return result_tens |
| 769 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 770 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 771 | self, |
| 772 | op, |
| 773 | ifm, |
| 774 | filter, |
| 775 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 776 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 777 | stride, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 778 | out_pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 779 | output_shape, |
| 780 | validator_fcns=None, |
| 781 | error_name=None, |
| 782 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 783 | ): |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 784 | assert len(out_pad) == 4 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 785 | result_tens = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 786 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 787 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 788 | |
| 789 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 790 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 791 | DType.INT8, |
| 792 | DType.UINT8, |
| 793 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 794 | qinfo = [ |
| 795 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 796 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 797 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 798 | |
| 799 | # Invalidate Input/Output list for error_if checks. |
| 800 | input_list = [ifm.name, filter.name, bias.name] |
| 801 | output_list = [result_tens.name] |
| 802 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 803 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 804 | self, error_name, input_list, output_list |
| 805 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 806 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 807 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 808 | self.ser, |
| 809 | validator_fcns, |
| 810 | error_name, |
| 811 | op=op, |
| 812 | input_dtype=ifm.dtype, |
| 813 | weight_dtype=filter.dtype, |
| 814 | output_dtype=result_tens.dtype, |
| 815 | qinfo=qinfo, |
| 816 | input_list=input_list, |
| 817 | num_operands=num_operands, |
| 818 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 819 | pad=out_pad, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 820 | stride=stride, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 821 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 822 | weight_shape=filter.shape, |
| 823 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 824 | ): |
| 825 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 826 | |
| 827 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame^] | 828 | attr.TransposeConvAttribute(out_pad, stride, output_shape, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 829 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 830 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 831 | return result_tens |
| 832 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 833 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 834 | self, |
| 835 | op, |
| 836 | ifm, |
| 837 | filter, |
| 838 | bias, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 839 | accum_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 840 | strides, |
| 841 | padding, |
| 842 | dilations, |
| 843 | validator_fcns=None, |
| 844 | error_name=None, |
| 845 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 846 | ): |
| 847 | result_tens = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 848 | self.ser, |
| 849 | self.rng, |
| 850 | ifm, |
| 851 | filter, |
| 852 | accum_dtype, |
| 853 | strides, |
| 854 | padding, |
| 855 | dilations, |
| 856 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 857 | ) |
| 858 | |
| 859 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 860 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 861 | DType.INT8, |
| 862 | DType.UINT8, |
| 863 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 864 | qinfo = [ |
| 865 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 866 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 867 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 868 | |
| 869 | # Invalidate Input/Output list for error_if checks. |
| 870 | input_list = [ifm.name, filter.name, bias.name] |
| 871 | output_list = [result_tens.name] |
| 872 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 873 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 874 | self, error_name, input_list, output_list |
| 875 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 876 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 877 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 878 | self.ser, |
| 879 | validator_fcns, |
| 880 | error_name, |
| 881 | op=op, |
| 882 | input_dtype=ifm.dtype, |
| 883 | weight_dtype=filter.dtype, |
| 884 | output_dtype=result_tens.dtype, |
| 885 | qinfo=qinfo, |
| 886 | input_list=input_list, |
| 887 | num_operands=num_operands, |
| 888 | output_list=output_list, |
| 889 | pad=padding, |
| 890 | stride=strides, |
| 891 | dilation=dilations, |
| 892 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 893 | weight_shape=filter.shape, |
| 894 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 895 | ): |
| 896 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 897 | |
| 898 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame^] | 899 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 900 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 901 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 902 | return result_tens |
| 903 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 904 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 905 | self, |
| 906 | op, |
| 907 | ifm, |
| 908 | filter, |
| 909 | bias, |
| 910 | accum_dtype, |
| 911 | validator_fcns=None, |
| 912 | error_name=None, |
| 913 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 914 | ): |
| 915 | result_tens = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 916 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 917 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 918 | |
| 919 | # Invalidate Input/Output list for error if checks. |
| 920 | input_list = [ifm.name, filter.name, bias.name] |
| 921 | output_list = [result_tens.name] |
| 922 | pCount, cCount = op["operands"] |
| 923 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 924 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 925 | self, error_name, input_list, output_list |
| 926 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 927 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 928 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 929 | self.ser, |
| 930 | validator_fcns, |
| 931 | error_name, |
| 932 | op=op, |
| 933 | input_shape=ifm.shape, |
| 934 | input_dtype=ifm.dtype, |
| 935 | weight_dtype=filter.dtype, |
| 936 | output_shape=result_tens.shape, |
| 937 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 938 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 939 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 940 | input_list=input_list, |
| 941 | output_list=output_list, |
| 942 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 943 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 944 | ): |
| 945 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 946 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 947 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame^] | 948 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 949 | |
| 950 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 951 | return result_tens |
| 952 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 953 | def build_matmul( |
| 954 | self, op, a, b, accum_dtype, validator_fcns=None, error_name=None, qinfo=None |
| 955 | ): |
| 956 | result_tens = OutputShaper.matmulOp( |
| 957 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 958 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 959 | |
| 960 | # Invalidate Input/Output list for error if checks. |
| 961 | input_list = [a.name, b.name] |
| 962 | output_list = [result_tens.name] |
| 963 | pCount, cCount = op["operands"] |
| 964 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 965 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 966 | self, error_name, input_list, output_list |
| 967 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 968 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 969 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 970 | self.ser, |
| 971 | validator_fcns, |
| 972 | error_name, |
| 973 | op=op, |
| 974 | input_shape=a.shape, |
| 975 | input_dtype=a.dtype, |
| 976 | input2_shape=b.shape, |
| 977 | input2_dtype=b.dtype, |
| 978 | output_shape=result_tens.shape, |
| 979 | output_dtype=result_tens.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 980 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 981 | result_tensors=[result_tens], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 982 | input_list=input_list, |
| 983 | output_list=output_list, |
| 984 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 985 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 986 | ): |
| 987 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 988 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 989 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame^] | 990 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 991 | |
| 992 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 993 | return result_tens |
| 994 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 995 | def build_reduce(self, op, a, axis, validator_fcns, error_name=None): |
| 996 | result_tens = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
| 997 | |
| 998 | # Invalidate Input/Output list for error if checks. |
| 999 | input_list = [a.name] |
| 1000 | output_list = [result_tens.name] |
| 1001 | pCount, cCount = op["operands"] |
| 1002 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1003 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1004 | self, error_name, input_list, output_list |
| 1005 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1006 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1007 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1008 | self.ser, |
| 1009 | validator_fcns, |
| 1010 | error_name, |
| 1011 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1012 | axis=axis, |
| 1013 | input_shape=a.shape, |
| 1014 | output_shape=result_tens.shape, |
| 1015 | input_dtype=a.dtype, |
| 1016 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1017 | result_tensors=[result_tens], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1018 | input_list=input_list, |
| 1019 | output_list=output_list, |
| 1020 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1021 | ): |
| 1022 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1023 | |
| 1024 | attr = ts.TosaSerializerAttribute() |
| 1025 | attr.AxisAttribute(axis) |
| 1026 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1027 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1028 | return result_tens |
| 1029 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1030 | def build_clamp(self, op, a, validator_fcns=None, error_name=None): |
| 1031 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1032 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1033 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1034 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1035 | if error_name == ErrorIf.MaxSmallerMin: |
| 1036 | # Make sure the numbers are different to invoke this error |
| 1037 | while v[0] == v[1]: |
| 1038 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1039 | max_val = min(v) |
| 1040 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1041 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1042 | max_val = max(v) |
| 1043 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1044 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1045 | # Invalidate Input/Output list for error if checks. |
| 1046 | input_list = [a.name] |
| 1047 | output_list = [result_tens.name] |
| 1048 | pCount, cCount = op["operands"] |
| 1049 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1050 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1051 | self, error_name, input_list, output_list |
| 1052 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1053 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1054 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1055 | self.ser, |
| 1056 | validator_fcns, |
| 1057 | error_name, |
| 1058 | op=op, |
| 1059 | max_val=max_val, |
| 1060 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1061 | input_shape=a.shape, |
| 1062 | output_shape=result_tens.shape, |
| 1063 | input_dtype=a.dtype, |
| 1064 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1065 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1066 | input_list=input_list, |
| 1067 | output_list=output_list, |
| 1068 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1069 | ): |
| 1070 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1071 | |
| 1072 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1073 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1074 | if a.dtype == DType.FP16: |
| 1075 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1076 | min_val = min_val.astype(np.float32) |
| 1077 | max_val = max_val.astype(np.float32) |
| 1078 | |
| 1079 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1080 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1081 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1082 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1083 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1084 | return result_tens |
| 1085 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1086 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1087 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1088 | attr = ts.TosaSerializerAttribute() |
| 1089 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1090 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1091 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1092 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1093 | return result_tens |
| 1094 | |
| 1095 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1096 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1097 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1098 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1099 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1100 | return result_tens |
| 1101 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1102 | def build_sigmoid(self, op, a, validator_fcns=None, error_name=None): |
| 1103 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1104 | |
| 1105 | # Invalidate Input/Output list for error if checks. |
| 1106 | input_list = [a.name] |
| 1107 | output_list = [result_tens.name] |
| 1108 | pCount, cCount = op["operands"] |
| 1109 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1110 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1111 | self, error_name, input_list, output_list |
| 1112 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1113 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1114 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1115 | self.ser, |
| 1116 | validator_fcns, |
| 1117 | error_name, |
| 1118 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1119 | input_shape=a.shape, |
| 1120 | output_shape=result_tens.shape, |
| 1121 | input_dtype=a.dtype, |
| 1122 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1123 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1124 | input_list=input_list, |
| 1125 | output_list=output_list, |
| 1126 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1127 | ): |
| 1128 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1129 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1130 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1131 | return result_tens |
| 1132 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1133 | def build_tanh(self, op, a, validator_fcns=None, error_name=None): |
| 1134 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1135 | |
| 1136 | # Invalidate Input/Output list for error if checks. |
| 1137 | input_list = [a.name] |
| 1138 | output_list = [result_tens.name] |
| 1139 | pCount, cCount = op["operands"] |
| 1140 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1141 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1142 | self, error_name, input_list, output_list |
| 1143 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1144 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1145 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1146 | self.ser, |
| 1147 | validator_fcns, |
| 1148 | error_name, |
| 1149 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1150 | input_shape=a.shape, |
| 1151 | output_shape=result_tens.shape, |
| 1152 | input_dtype=a.dtype, |
| 1153 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1154 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1155 | input_list=input_list, |
| 1156 | output_list=output_list, |
| 1157 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1158 | ): |
| 1159 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1160 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1161 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1162 | return result_tens |
| 1163 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1164 | def build_concat(self, op, *a, validator_fcns=None, error_name=None): |
| 1165 | if error_name != ErrorIf.WrongInputType: |
| 1166 | assert type(a[-1]) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1167 | |
| 1168 | # To store variable length list of input tensors we need to store axis along with it |
| 1169 | axis = a[-1] |
| 1170 | a = a[:-1] |
| 1171 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1172 | result_tens = OutputShaper.concatOp( |
| 1173 | self.ser, self.rng, axis, *a, error_name=error_name |
| 1174 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1175 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1176 | input_tensor_names = [] |
| 1177 | for tensor in a: |
| 1178 | input_tensor_names.append(tensor.name) |
| 1179 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1180 | # Invalidate Input/Output list for error if checks. |
| 1181 | input_list = input_tensor_names |
| 1182 | output_list = [result_tens.name] |
| 1183 | pCount, cCount = op["operands"] |
| 1184 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1185 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1186 | self, error_name, input_list, output_list |
| 1187 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1188 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1189 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1190 | self.ser, |
| 1191 | validator_fcns, |
| 1192 | error_name, |
| 1193 | op=op, |
| 1194 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1195 | input_shape=a[0].shape, |
| 1196 | output_shape=result_tens.shape, |
| 1197 | input_dtype=a[0].dtype, |
| 1198 | output_dtype=result_tens.dtype, |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1199 | inputs=a, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1200 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1201 | input_list=input_list, |
| 1202 | output_list=output_list, |
| 1203 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1204 | ): |
| 1205 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1206 | |
| 1207 | attr = ts.TosaSerializerAttribute() |
| 1208 | attr.AxisAttribute(axis) |
| 1209 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1210 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1211 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1212 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1213 | def build_pad( |
| 1214 | self, |
| 1215 | op, |
| 1216 | a, |
| 1217 | padding, |
| 1218 | pad_const_int, |
| 1219 | pad_const_float, |
| 1220 | validator_fcns=None, |
| 1221 | error_name=None, |
| 1222 | qinfo=None, |
| 1223 | ): |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1224 | result_tens = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1225 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1226 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1227 | attr.PadAttribute( |
| 1228 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1229 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1230 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1231 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1232 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1233 | output_list = [result_tens.name] |
| 1234 | pCount, cCount = op["operands"] |
| 1235 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1236 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1237 | self, error_name, input_list, output_list |
| 1238 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1239 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1240 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1241 | self.ser, |
| 1242 | validator_fcns, |
| 1243 | error_name, |
| 1244 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1245 | input_shape=a.shape, |
| 1246 | output_shape=result_tens.shape, |
| 1247 | input_dtype=a.dtype, |
| 1248 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1249 | pad=padding, |
| 1250 | qinfo=qinfo, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1251 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1252 | input_list=input_list, |
| 1253 | output_list=output_list, |
| 1254 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1255 | ): |
| 1256 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1257 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1258 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1259 | return result_tens |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1260 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1261 | 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] | 1262 | result_tens = OutputShaper.reshapeOp( |
| 1263 | self.ser, self.rng, a, newShape, error_name |
| 1264 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1265 | |
| 1266 | # Invalidate Input/Output list for error if checks. |
| 1267 | input_list = [a.name] |
| 1268 | output_list = [result_tens.name] |
| 1269 | pCount, cCount = op["operands"] |
| 1270 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1271 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1272 | self, error_name, input_list, output_list |
| 1273 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1274 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1275 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1276 | self.ser, |
| 1277 | validator_fcns, |
| 1278 | error_name, |
| 1279 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1280 | input_shape=a.shape, |
| 1281 | output_shape=result_tens.shape, |
| 1282 | input_dtype=a.dtype, |
| 1283 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1284 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1285 | input_list=input_list, |
| 1286 | output_list=output_list, |
| 1287 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1288 | ): |
| 1289 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1290 | |
| 1291 | attr = ts.TosaSerializerAttribute() |
| 1292 | attr.ReshapeAttribute(newShape) |
| 1293 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1294 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1295 | return result_tens |
| 1296 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1297 | def build_reverse(self, op, a, axis, validator_fcns=None, error_name=None): |
| 1298 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
| 1299 | |
| 1300 | # Invalidate Input/Output list for error if checks. |
| 1301 | input_list = [a.name] |
| 1302 | output_list = [result_tens.name] |
| 1303 | pCount, cCount = op["operands"] |
| 1304 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1305 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1306 | self, error_name, input_list, output_list |
| 1307 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1308 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1309 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1310 | self.ser, |
| 1311 | validator_fcns, |
| 1312 | error_name, |
| 1313 | op=op, |
| 1314 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1315 | input_shape=a.shape, |
| 1316 | output_shape=result_tens.shape, |
| 1317 | input_dtype=a.dtype, |
| 1318 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1319 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1320 | input_list=input_list, |
| 1321 | output_list=output_list, |
| 1322 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1323 | ): |
| 1324 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1325 | |
| 1326 | attr = ts.TosaSerializerAttribute() |
| 1327 | attr.AxisAttribute(axis) |
| 1328 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1329 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1330 | return result_tens |
| 1331 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1332 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1333 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1334 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1335 | attr = ts.TosaSerializerAttribute() |
| 1336 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1337 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1338 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1339 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1340 | output_list = [result_tens.name] |
| 1341 | pCount, cCount = op["operands"] |
| 1342 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1343 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1344 | self, error_name, input_list, output_list |
| 1345 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1346 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1347 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1348 | self.ser, |
| 1349 | validator_fcns, |
| 1350 | error_name, |
| 1351 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1352 | input_shape=a.shape, |
| 1353 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1354 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1355 | input_dtype=a.dtype, |
| 1356 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1357 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1358 | input_list=input_list, |
| 1359 | output_list=output_list, |
| 1360 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1361 | ): |
| 1362 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1363 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1364 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1365 | return result_tens |
| 1366 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1367 | 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] | 1368 | result_tens = OutputShaper.sliceOp( |
| 1369 | self.ser, self.rng, a, start, size, error_name |
| 1370 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1371 | |
| 1372 | # Invalidate Input/Output list for error if checks. |
| 1373 | input_list = [a.name] |
| 1374 | output_list = [result_tens.name] |
| 1375 | pCount, cCount = op["operands"] |
| 1376 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1377 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1378 | self, error_name, input_list, output_list |
| 1379 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1380 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1381 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1382 | self.ser, |
| 1383 | validator_fcns, |
| 1384 | error_name, |
| 1385 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1386 | input_shape=a.shape, |
| 1387 | output_shape=result_tens.shape, |
| 1388 | input_dtype=a.dtype, |
| 1389 | output_dtype=result_tens.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1390 | start=start, |
| 1391 | size=size, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1392 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1393 | input_list=input_list, |
| 1394 | output_list=output_list, |
| 1395 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1396 | ): |
| 1397 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1398 | |
| 1399 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1400 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1401 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1402 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1403 | return result_tens |
| 1404 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1405 | def build_tile(self, op, a, multiples, validator_fcns=None, error_name=None): |
| 1406 | result_tens = OutputShaper.tileOp(self.ser, self.rng, a, multiples, error_name) |
| 1407 | |
| 1408 | # Invalidate Input/Output list for error if checks. |
| 1409 | input_list = [a.name] |
| 1410 | output_list = [result_tens.name] |
| 1411 | pCount, cCount = op["operands"] |
| 1412 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1413 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1414 | self, error_name, input_list, output_list |
| 1415 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1416 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1417 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1418 | self.ser, |
| 1419 | validator_fcns, |
| 1420 | error_name, |
| 1421 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1422 | input_shape=a.shape, |
| 1423 | output_shape=result_tens.shape, |
| 1424 | input_dtype=a.dtype, |
| 1425 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1426 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1427 | input_list=input_list, |
| 1428 | output_list=output_list, |
| 1429 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1430 | ): |
| 1431 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1432 | |
| 1433 | attr = ts.TosaSerializerAttribute() |
| 1434 | attr.TileAttribute(multiples) |
| 1435 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1436 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1437 | return result_tens |
| 1438 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1439 | def build_gather(self, op, values, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1440 | |
| 1441 | # Create a new indicies tensor |
| 1442 | # here with data that doesn't exceed the dimensions of the values tensor |
| 1443 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1444 | K = values.shape[1] # K |
| 1445 | W = self.randInt( |
| 1446 | self.args.tensor_shape_range[0], self.args.tensor_shape_range[1] |
| 1447 | ) # W |
| 1448 | indicies_arr = np.int32( |
| 1449 | self.rng.integers(low=0, high=K, size=[values.shape[0], W]) |
| 1450 | ) # (N, W) |
| 1451 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1452 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1453 | result_tens = OutputShaper.gatherOp( |
| 1454 | self.ser, self.rng, values, indicies, error_name |
| 1455 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1456 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1457 | # Invalidate Input/Output list for error if checks. |
| 1458 | input_list = [values.name, indicies.name] |
| 1459 | output_list = [result_tens.name] |
| 1460 | pCount, cCount = op["operands"] |
| 1461 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1462 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1463 | self, error_name, input_list, output_list |
| 1464 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1465 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1466 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1467 | self.ser, |
| 1468 | validator_fcns, |
| 1469 | error_name, |
| 1470 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1471 | input_shape=values.shape, |
| 1472 | output_shape=result_tens.shape, |
| 1473 | input_dtype=values.dtype, |
| 1474 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1475 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1476 | input_list=input_list, |
| 1477 | output_list=output_list, |
| 1478 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1479 | ): |
| 1480 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1481 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1482 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1483 | |
| 1484 | return result_tens |
| 1485 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1486 | 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] | 1487 | |
| 1488 | # Create a new indicies tensor |
| 1489 | # here with data that doesn't exceed the dimensions of the values_in tensor |
| 1490 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1491 | K = values_in.shape[1] # K |
| 1492 | W = input.shape[1] # W |
| 1493 | indicies_arr = np.int32( |
| 1494 | self.rng.integers(low=0, high=K, size=[values_in.shape[0], W]) |
| 1495 | ) # (N, W) |
| 1496 | indicies = self.ser.addConst(indicies_arr.shape, DType.INT32, indicies_arr) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1497 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1498 | result_tens = OutputShaper.scatterOp( |
| 1499 | self.ser, self.rng, values_in, indicies, input, error_name |
| 1500 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1501 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1502 | # Invalidate Input/Output list for error if checks. |
| 1503 | input_list = [values_in.name, indicies.name, input.name] |
| 1504 | output_list = [result_tens.name] |
| 1505 | pCount, cCount = op["operands"] |
| 1506 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1507 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1508 | self, error_name, input_list, output_list |
| 1509 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1510 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1511 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1512 | self.ser, |
| 1513 | validator_fcns, |
| 1514 | error_name, |
| 1515 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1516 | input_shape=values_in.shape, |
| 1517 | output_shape=result_tens.shape, |
| 1518 | input_dtype=values_in.dtype, |
| 1519 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1520 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1521 | input_list=input_list, |
| 1522 | output_list=output_list, |
| 1523 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1524 | ): |
| 1525 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1526 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1527 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1528 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1529 | return result_tens |
| 1530 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1531 | def build_resize( |
| 1532 | self, |
| 1533 | op, |
| 1534 | input, |
| 1535 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1536 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1537 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1538 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1539 | input_dtype, |
| 1540 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1541 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1542 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1543 | ): |
| 1544 | result_tens = OutputShaper.resizeOp( |
| 1545 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1546 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1547 | input, |
| 1548 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1549 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1550 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1551 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1552 | input_dtype, |
| 1553 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1554 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1555 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1556 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1557 | # Invalidate Input/Output list for error if checks. |
| 1558 | input_list = [input.name] |
| 1559 | output_list = [result_tens.name] |
| 1560 | pCount, cCount = op["operands"] |
| 1561 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1562 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1563 | self, error_name, input_list, output_list |
| 1564 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1565 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1566 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1567 | self.ser, |
| 1568 | validator_fcns, |
| 1569 | error_name, |
| 1570 | op=op, |
| 1571 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1572 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1573 | input_dtype=input_dtype, |
| 1574 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1575 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1576 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1577 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1578 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1579 | input_list=input_list, |
| 1580 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1581 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1582 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1583 | ): |
| 1584 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1585 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1586 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1587 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1588 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1589 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1590 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1591 | return result_tens |
| 1592 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1593 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1594 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1595 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1596 | self.ser.addOperator( |
| 1597 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1598 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1599 | return result_tens |
| 1600 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1601 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1602 | self.ser.addOutputTensor(val) |
| 1603 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1604 | |
| 1605 | # Type Conversion |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1606 | 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] | 1607 | result_tens = OutputShaper.typeConversionOp( |
| 1608 | self.ser, self.rng, val, out_dtype, error_name |
| 1609 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1610 | |
| 1611 | # Invalidate Input/Output list for error if checks. |
| 1612 | input_list = [val.name] |
| 1613 | output_list = [result_tens.name] |
| 1614 | pCount, cCount = op["operands"] |
| 1615 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1616 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1617 | self, error_name, input_list, output_list |
| 1618 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1619 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1620 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1621 | self.ser, |
| 1622 | validator_fcns, |
| 1623 | error_name, |
| 1624 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1625 | input_shape=val.shape, |
| 1626 | output_shape=result_tens.shape, |
| 1627 | input_dtype=val.dtype, |
| 1628 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1629 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1630 | input_list=input_list, |
| 1631 | output_list=output_list, |
| 1632 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1633 | ): |
| 1634 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1635 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1636 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1637 | return result_tens |
| 1638 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1639 | def build_rescale( |
| 1640 | self, |
| 1641 | op, |
| 1642 | val, |
| 1643 | out_dtype, |
| 1644 | scale32, |
| 1645 | double_round, |
| 1646 | per_channel, |
| 1647 | validator_fcns, |
| 1648 | error_name, |
| 1649 | ): |
| 1650 | result_tens = OutputShaper.typeConversionOp( |
| 1651 | self.ser, self.rng, val, out_dtype, error_name |
| 1652 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1653 | |
| 1654 | if per_channel: |
| 1655 | nc = val.shape[-1] |
| 1656 | else: |
| 1657 | nc = 1 |
| 1658 | |
| 1659 | in_type_width = self.typeWidth(val.dtype) |
| 1660 | out_type_width = self.typeWidth(out_dtype) |
| 1661 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1662 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1663 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1664 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 1665 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1666 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1667 | in_type_width += 1 |
| 1668 | elif error_name in [ |
| 1669 | ErrorIf.InputZeroPointNotZero, |
| 1670 | ErrorIf.U16InputZeroPointNotValid, |
| 1671 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1672 | input_zp = self.randInt(-128, 128) |
| 1673 | if input_zp == 0: |
| 1674 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1675 | in_type_width += 1 |
| 1676 | elif val.dtype == DType.UINT16: |
| 1677 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 1678 | input_zp = self.rng.choice([0, 32768]) |
| 1679 | in_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1680 | else: |
| 1681 | input_zp = 0 |
| 1682 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 1683 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1684 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1685 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 1686 | elif out_dtype == DType.UINT8: |
| 1687 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1688 | out_type_width += 1 |
| 1689 | elif error_name in [ |
| 1690 | ErrorIf.OutputZeroPointNotZero, |
| 1691 | ErrorIf.U16OutputZeroPointNotValid, |
| 1692 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1693 | output_zp = self.randInt(-128, 128) |
| 1694 | if output_zp == 0: |
| 1695 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1696 | out_type_width += 1 |
| 1697 | elif out_dtype == DType.UINT16: |
| 1698 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 1699 | output_zp = self.rng.choice([0, 32768]) |
| 1700 | out_type_width += 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1701 | else: |
| 1702 | output_zp = 0 |
| 1703 | |
| 1704 | # Calculate scale based on: |
| 1705 | # scale = a *(2^output_width)/(2^input_width)) |
| 1706 | |
| 1707 | a = np.float32(self.rng.random(size=[nc])) |
| 1708 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 1709 | |
| 1710 | if scale32: |
| 1711 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 1712 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1713 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 1714 | else: |
| 1715 | # Cap the scaling at 2^15 - 1 for scale16 |
| 1716 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 1717 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1718 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1719 | |
| 1720 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 1721 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1722 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 1723 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1724 | |
| 1725 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1726 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 1727 | scale_arr[i], scale32 |
| 1728 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1729 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 1730 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1731 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1732 | # 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] | 1733 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 1734 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 1735 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1736 | assert val.placeholderFilename |
| 1737 | values = np.load( |
| 1738 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 1739 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 1740 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 1741 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 1742 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
| 1743 | val_adj = np.add(val_adj, input_zp, dtype=values.dtype) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 1744 | if not np.all(np.array_equal(values, val_adj)): |
| 1745 | # Values changed so overwrite file with new values |
| 1746 | np.save( |
| 1747 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 1748 | val_adj, |
| 1749 | False, |
| 1750 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1751 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1752 | # Invalidate Input/Output list for error if checks. |
| 1753 | input_list = [val.name] |
| 1754 | output_list = [result_tens.name] |
| 1755 | pCount, cCount = op["operands"] |
| 1756 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1757 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1758 | self, error_name, input_list, output_list |
| 1759 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1760 | |
| 1761 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1762 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1763 | self.ser, |
| 1764 | validator_fcns, |
| 1765 | error_name, |
| 1766 | op=op, |
| 1767 | input_dtype=val.dtype, |
| 1768 | output_dtype=out_dtype, |
| 1769 | input_shape=val.shape, |
| 1770 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1771 | scale32=scale32, |
| 1772 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1773 | input_list=input_list, |
| 1774 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1775 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1776 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1777 | ): |
| 1778 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 1779 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1780 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1781 | attr.RescaleAttribute( |
| 1782 | input_zp, |
| 1783 | output_zp, |
| 1784 | multiplier_arr, |
| 1785 | shift_arr, |
| 1786 | scale32, |
| 1787 | double_round, |
| 1788 | per_channel, |
| 1789 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1790 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1791 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1792 | return result_tens |
| 1793 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1794 | def _get_condition_tensor(self, op, cond, error_name): |
| 1795 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
| 1796 | cond_type = get_wrong_output_type(op, self.rng, DType.BOOL) |
| 1797 | else: |
| 1798 | cond_type = DType.BOOL |
| 1799 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 1800 | choice = self.rng.choice([1, 2]) |
| 1801 | if choice == 1: |
| 1802 | cond_shape = [2] |
| 1803 | else: |
| 1804 | cond_shape = [1, 2] |
| 1805 | else: |
| 1806 | # Must be of size 1 (rank 0) |
| 1807 | cond_shape = [] |
| 1808 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 1809 | return cond_tens |
| 1810 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1811 | def build_cond_if_const( |
| 1812 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 1813 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1814 | # 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] | 1815 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1816 | # and fill them with const nodes for the body. |
| 1817 | |
| 1818 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1819 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1820 | |
| 1821 | # Make then/else tensors |
| 1822 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1823 | |
| 1824 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1825 | if error_name in [ |
| 1826 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1827 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1828 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1829 | incorrect_shape = deepcopy(then_tens.shape) |
| 1830 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1831 | incorrect_shape[i] += ( |
| 1832 | self.rng.choice([-3, -2, 2, 3]) |
| 1833 | if incorrect_shape[i] > 3 |
| 1834 | else self.rng.choice([1, 2, 4]) |
| 1835 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1836 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 1837 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1838 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 1839 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1840 | |
| 1841 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1842 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1843 | |
| 1844 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1845 | then_block = "THEN_BLOCK" |
| 1846 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1847 | attr = ts.TosaSerializerAttribute() |
| 1848 | attr.CondIfAttribute(then_block, else_block) |
| 1849 | |
| 1850 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1851 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1852 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1853 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1854 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1855 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 1856 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1857 | else: |
| 1858 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1859 | self.ser.addOutputTensor(then_tens) |
| 1860 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1861 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1862 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 1863 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 1864 | else: |
| 1865 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1866 | self.ser.addOutputTensor(else_tens) |
| 1867 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1868 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1869 | self.ser, |
| 1870 | validator_fcns, |
| 1871 | error_name, |
| 1872 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1873 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1874 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1875 | ): |
| 1876 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1877 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1878 | return result_tens |
| 1879 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1880 | def build_cond_if_binary( |
| 1881 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 1882 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1883 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 1884 | # alternately add or subtract them based on the condition |
| 1885 | |
| 1886 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1887 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1888 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1889 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1890 | |
| 1891 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1892 | then_block = "THEN_BLOCK" |
| 1893 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1894 | attr = ts.TosaSerializerAttribute() |
| 1895 | attr.CondIfAttribute(then_block, else_block) |
| 1896 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1897 | if error_name in [ |
| 1898 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 1899 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 1900 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 1901 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 1902 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1903 | incorrect_shape = a.shape.copy() |
| 1904 | for i in range(len(incorrect_shape)): |
| 1905 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1906 | incorrect_block_input = deepcopy(a) |
| 1907 | incorrect_block_input.shape = incorrect_shape |
| 1908 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1909 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1910 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1911 | 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] | 1912 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1913 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 1914 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1915 | then_op, else_op = Op.ADD, Op.SUB |
| 1916 | elif a.dtype in (DType.INT8, DType.INT16): |
| 1917 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 1918 | else: |
| 1919 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1920 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1921 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1922 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1923 | if ( |
| 1924 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 1925 | and block == then_block |
| 1926 | ) or ( |
| 1927 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 1928 | and block == else_block |
| 1929 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1930 | self.ser.addInputTensor(incorrect_block_input) |
| 1931 | self.ser.addInputTensor(b) |
| 1932 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1933 | elif ( |
| 1934 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 1935 | and block == then_block |
| 1936 | ) or ( |
| 1937 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 1938 | and block == else_block |
| 1939 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1940 | self.ser.addInputTensor(a) |
| 1941 | self.ser.addInputTensor(b) |
| 1942 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 1943 | else: |
| 1944 | self.ser.addInputTensor(a) |
| 1945 | self.ser.addInputTensor(b) |
| 1946 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 1947 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1948 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1949 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1950 | self.ser, |
| 1951 | validator_fcns, |
| 1952 | error_name, |
| 1953 | op=op, |
| 1954 | a=a, |
| 1955 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 1956 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 1957 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1958 | ): |
| 1959 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1960 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1961 | return result_tens |
| 1962 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1963 | 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] | 1964 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1965 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1966 | cond_block = "COND_BLOCK" |
| 1967 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1968 | |
| 1969 | attr = ts.TosaSerializerAttribute() |
| 1970 | attr.WhileLoopAttribute(cond_block, body_block) |
| 1971 | |
| 1972 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1973 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1974 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1975 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1976 | |
| 1977 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1978 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 1979 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 1980 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 1981 | incorrect_acc = deepcopy(acc) |
| 1982 | for i in range(len(incorrect_acc.shape)): |
| 1983 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 1984 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 1985 | else: |
| 1986 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1987 | |
| 1988 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1989 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1990 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1991 | [iter.name, a.name, acc.name], |
| 1992 | [iter_out.name, a_out.name, acc_out.name], |
| 1993 | attr, |
| 1994 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 1995 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1996 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1997 | if error_name in [ |
| 1998 | ErrorIf.InputListCondGraphMismatch, |
| 1999 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2000 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2001 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2002 | incorrect_iter = deepcopy(iter) |
| 2003 | for i in range(len(incorrect_iter.shape)): |
| 2004 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2005 | if len(incorrect_iter.shape) == 0: |
| 2006 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2007 | |
| 2008 | incorrect_acc = deepcopy(acc) |
| 2009 | for i in range(len(incorrect_acc.shape)): |
| 2010 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2011 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2012 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2013 | self.ser.addBasicBlock(cond_block) |
| 2014 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2015 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2016 | self.ser.addInputTensor(incorrect_iter) |
| 2017 | self.ser.addInputTensor(a) |
| 2018 | self.ser.addInputTensor(incorrect_acc) |
| 2019 | else: |
| 2020 | self.ser.addInputTensor(iter) |
| 2021 | self.ser.addInputTensor(a) |
| 2022 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2023 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2024 | |
| 2025 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2026 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2027 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2028 | cond_type = DType.BOOL |
| 2029 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2030 | choice = self.rng.choice([1, 2]) |
| 2031 | if choice == 1: |
| 2032 | cond_shape = [3] |
| 2033 | else: |
| 2034 | cond_shape = [1, 2] |
| 2035 | else: |
| 2036 | cond_shape = [] |
| 2037 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2038 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2039 | 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] | 2040 | |
| 2041 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2042 | # 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] | 2043 | self.ser.addBasicBlock(body_block) |
| 2044 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2045 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2046 | self.ser.addInputTensor(incorrect_iter) |
| 2047 | self.ser.addInputTensor(a) |
| 2048 | self.ser.addInputTensor(incorrect_acc) |
| 2049 | else: |
| 2050 | self.ser.addInputTensor(iter) |
| 2051 | self.ser.addInputTensor(a) |
| 2052 | self.ser.addInputTensor(acc) |
| 2053 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2054 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2055 | |
| 2056 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2057 | iter_body_out = self.ser.addIntermediate( |
| 2058 | incorrect_iter.shape, incorrect_iter.dtype |
| 2059 | ) |
| 2060 | acc_body_out = self.ser.addIntermediate( |
| 2061 | incorrect_acc.shape, incorrect_acc.dtype |
| 2062 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2063 | else: |
| 2064 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2065 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2066 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2067 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2068 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2069 | self.ser.addOutputTensor(iter_body_out) |
| 2070 | self.ser.addOutputTensor(a) |
| 2071 | self.ser.addOutputTensor(acc_body_out) |
| 2072 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2073 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2074 | self.ser, |
| 2075 | validator_fcns, |
| 2076 | error_name, |
| 2077 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2078 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2079 | ): |
| 2080 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2081 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2082 | return acc_out |
| 2083 | |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2084 | def build_rfft2d(self, op, val, validator_fcns=None, error_name=None): |
| 2085 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2086 | |
| 2087 | input_names = [val.name] |
| 2088 | pCount, cCount = op["operands"] |
| 2089 | num_operands = pCount + cCount |
| 2090 | |
| 2091 | output_names = [res.name for res in results] |
| 2092 | output_dtypes = [res.dtype for res in results] |
| 2093 | |
| 2094 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2095 | self, error_name, input_names, output_names |
| 2096 | ) |
| 2097 | |
| 2098 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2099 | self.ser, |
| 2100 | validator_fcns, |
| 2101 | error_name, |
| 2102 | op=op, |
| 2103 | input_shape=val.shape, |
| 2104 | input_dtype=val.dtype, |
| 2105 | output_dtype=output_dtypes, |
| 2106 | result_tensors=results, |
| 2107 | input_list=input_names, |
| 2108 | output_list=output_names, |
| 2109 | num_operands=num_operands, |
| 2110 | ): |
| 2111 | return None |
| 2112 | |
| 2113 | self.ser.addOperator(op["op"], input_names, output_names) |
| 2114 | return results |
| 2115 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2116 | def create_filter_lists( |
| 2117 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2118 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2119 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2120 | default_test_rank_range = range(1, 5) |
| 2121 | if not shapeFilter: |
| 2122 | shapeFilter = [None] |
| 2123 | |
| 2124 | # Calculate the filters based on what is requested and what the operator allows |
| 2125 | rmin, rmax = op["rank"] |
| 2126 | if rankFilter is not None: |
| 2127 | cleanRankFilter = [] |
| 2128 | # Ensure rankFilter values are allowed by operator |
| 2129 | for rank in rankFilter: |
| 2130 | if rank >= rmin and rank <= rmax: |
| 2131 | cleanRankFilter.append(rank) |
| 2132 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2133 | # Ensure default behaviour is bounded by default range or by operator, |
| 2134 | # whichever is the smaller range of ranks. |
| 2135 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2136 | cleanRankFilter = ( |
| 2137 | opRankRange |
| 2138 | if len(opRankRange) <= len(default_test_rank_range) |
| 2139 | else default_test_rank_range |
| 2140 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2141 | else: |
| 2142 | cleanRankFilter = range(rmin, rmax + 1) |
| 2143 | |
| 2144 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2145 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2146 | if dtypeFilter is not None: |
| 2147 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2148 | # Create list of operator dtypes filtered by requested dtypes |
| 2149 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2150 | if dtype in dtypeFilter or ( |
| 2151 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2152 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2153 | cleanDtypeFilter.append(dtype) |
| 2154 | else: |
| 2155 | cleanDtypeFilter = dtypes |
| 2156 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2157 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2158 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2159 | "shapeFilter": shapeFilter, |
| 2160 | "rankFilter": cleanRankFilter, |
| 2161 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2162 | } |
| 2163 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2164 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2165 | if validator is not None: |
| 2166 | validator_info = validator(check=False, op=op) |
| 2167 | else: |
| 2168 | return None |
| 2169 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2170 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2171 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2172 | # Set parameters as required |
| 2173 | if error_arguments["rank"] is not None: |
| 2174 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2175 | else: |
| 2176 | rankFilter = cleanRankFilter |
| 2177 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2178 | if error_arguments["dtype"] is not None: |
| 2179 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2180 | else: |
| 2181 | dtypeFilter = cleanDtypeFilter |
| 2182 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2183 | if error_arguments["shape"] is not None: |
| 2184 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2185 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2186 | shapeFilter = shapeFilter[ |
| 2187 | :2 |
| 2188 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2189 | |
| 2190 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2191 | "shapeFilter": shapeFilter, |
| 2192 | "rankFilter": rankFilter, |
| 2193 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2194 | } |
| 2195 | return filterDict |
| 2196 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2197 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2198 | self, |
| 2199 | opName, |
| 2200 | shapeFilter=[None], |
| 2201 | rankFilter=None, |
| 2202 | dtypeFilter=None, |
| 2203 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2204 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2205 | |
| 2206 | try: |
| 2207 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2208 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2209 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2210 | |
| 2211 | # Initialize a new random number generator |
| 2212 | self.rng = np.random.default_rng(self.random_seed) |
| 2213 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2214 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2215 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2216 | # Test list consists of a tuple of: |
| 2217 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2218 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2219 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2220 | error_if_validators = op["error_if_validators"] |
| 2221 | else: |
| 2222 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2223 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2224 | for validator in error_if_validators: |
| 2225 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2226 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2227 | else: |
| 2228 | error_name = None |
| 2229 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2230 | filterDict = self.create_filter_lists( |
| 2231 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2232 | ) |
| 2233 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2234 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2235 | cleanRankFilter = filterDict["rankFilter"] |
| 2236 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2237 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2238 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2239 | |
| 2240 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2241 | for t in cleanDtypeFilter: |
| 2242 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2243 | # Filter out by rank |
| 2244 | if shape is not None and len(shape) != r: |
| 2245 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2246 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2247 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2248 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2249 | shapeStr = self.shapeStr(shapeList[0]) |
| 2250 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2251 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2252 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2253 | argList = [] |
| 2254 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2255 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2256 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2257 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2258 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2259 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2260 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2261 | if argStr: |
| 2262 | testStr = "{}_{}_{}_{}".format( |
| 2263 | opName, shapeStr, typeStr, argStr |
| 2264 | ) |
| 2265 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2266 | testStr = "{}_{}_{}".format( |
| 2267 | opName, shapeStr, typeStr |
| 2268 | ) |
| 2269 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2270 | if argStr: |
| 2271 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2272 | opName, error_name, shapeStr, typeStr, argStr |
| 2273 | ) |
| 2274 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2275 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2276 | opName, error_name, shapeStr, typeStr |
| 2277 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2278 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2279 | testList.append( |
| 2280 | (opName, testStr, t, error_name, shapeList, args) |
| 2281 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2282 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2283 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2284 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2285 | if "invalid_test_validators" in op: |
| 2286 | invalid_test_validators = op["invalid_test_validators"] |
| 2287 | clean_testList = [] |
| 2288 | for test in testList: |
| 2289 | for validator_fcn in invalid_test_validators: |
| 2290 | remove_test = False |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2291 | if validator_fcn( |
| 2292 | opName=test[0], |
| 2293 | input_dtype=test[2], |
| 2294 | shapeList=test[4], |
| 2295 | args=test[5], |
| 2296 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2297 | remove_test = True |
| 2298 | if not remove_test: |
| 2299 | clean_testList.append(test) |
| 2300 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2301 | |
| 2302 | return testList |
| 2303 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2304 | def serializeTest( |
| 2305 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2306 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2307 | try: |
| 2308 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2309 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2310 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2311 | |
| 2312 | # Create a serializer |
| 2313 | self.createSerializer(opName, testStr) |
| 2314 | |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2315 | build_fcn, tgen_fcn, tvgen_fcn, agen_fcn = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2316 | if "error_if_validators" in op: |
| 2317 | error_if_validators = op["error_if_validators"] |
| 2318 | else: |
| 2319 | error_if_validators = None |
| 2320 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2321 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2322 | num_operands = pCount + cCount |
| 2323 | |
| 2324 | if isinstance(dtype_or_dtypeList, list): |
| 2325 | dtypeList = dtype_or_dtypeList |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2326 | elif op["op"] == Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2327 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2328 | else: |
| 2329 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2330 | |
Kevin Cheng | 93a1628 | 2021-08-31 16:14:03 -0700 | [diff] [blame] | 2331 | if op["op"] != Op.CONCAT: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2332 | assert ( |
| 2333 | len(shapeList) == num_operands |
| 2334 | ), "shapeList length {} must match number of operands {}".format( |
| 2335 | len(shapeList), num_operands |
| 2336 | ) |
| 2337 | assert ( |
| 2338 | len(dtypeList) == num_operands |
| 2339 | ), "dtypeList length {} must match number of operands {}".format( |
| 2340 | len(dtypeList), num_operands |
| 2341 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2342 | |
| 2343 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2344 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2345 | except KeyError: |
| 2346 | qgen = None |
| 2347 | |
| 2348 | # Build the random tensor operands and the test |
| 2349 | tens = [] |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2350 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2351 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2352 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2353 | else: |
| 2354 | qinfo = None |
| 2355 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 2356 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2357 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2358 | try: |
| 2359 | if error_if_validators is None: |
| 2360 | if qinfo is not None: |
| 2361 | resultName = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2362 | else: |
| 2363 | resultName = build_fcn(self, op, *tens, *testArgs) |
| 2364 | else: |
| 2365 | if qinfo is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2366 | resultName = build_fcn( |
| 2367 | self, |
| 2368 | op, |
| 2369 | *tens, |
| 2370 | *testArgs, |
| 2371 | validator_fcns=error_if_validators, |
| 2372 | error_name=error_name, |
| 2373 | qinfo=qinfo, |
| 2374 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2375 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2376 | resultName = build_fcn( |
| 2377 | self, |
| 2378 | op, |
| 2379 | *tens, |
| 2380 | *testArgs, |
| 2381 | validator_fcns=error_if_validators, |
| 2382 | error_name=error_name, |
| 2383 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2384 | except TypeError as e: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2385 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2386 | raise e |
| 2387 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2388 | if resultName: |
| 2389 | # The test is valid, serialize it |
| 2390 | self.serialize("test") |
| 2391 | else: |
| 2392 | # The test is not valid |
| 2393 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2394 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2395 | def createDynamicOpLists(self): |
| 2396 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2397 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2398 | # Already created these lists (can occur when class is initialized more than once) |
| 2399 | return |
| 2400 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2401 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2402 | 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] | 2403 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2404 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2405 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2406 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2407 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2408 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2409 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2410 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2411 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2412 | "depthwise_conv2d_TEMPLATE" |
| 2413 | ].copy() |
| 2414 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2415 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2416 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2417 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2418 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2419 | "transpose_conv2d_TEMPLATE" |
| 2420 | ].copy() |
| 2421 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2422 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2423 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2424 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2425 | for k in KERNELS_3D: |
| 2426 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2427 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2428 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2429 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2430 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2431 | # Delete any templates after having created any dynamic ops |
| 2432 | # This is a two-pass operation because it's bad practice to delete |
| 2433 | # keys from dictionaries while iterating |
| 2434 | keyList = [] |
| 2435 | for k in self.TOSA_OP_LIST: |
| 2436 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2437 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2438 | keyList.append(k) |
| 2439 | continue |
| 2440 | except KeyError: |
| 2441 | pass |
| 2442 | |
| 2443 | for k in keyList: |
| 2444 | del self.TOSA_OP_LIST[k] |
| 2445 | |
| 2446 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2447 | """Fill in default fields for ops if they aren't already specified. |
| 2448 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2449 | for op in self.TOSA_OP_LIST: |
| 2450 | |
| 2451 | # Required fields |
| 2452 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2453 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2454 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2455 | raise Exception( |
| 2456 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2457 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2458 | |
| 2459 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2460 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2461 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2462 | raise Exception( |
| 2463 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2464 | op |
| 2465 | ) |
| 2466 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2467 | |
| 2468 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2469 | _ = self.TOSA_OP_LIST[op]["types"] |
| 2470 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2471 | raise Exception( |
| 2472 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 2473 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2474 | |
| 2475 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2476 | _ = self.TOSA_OP_LIST[op]["op"] |
| 2477 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2478 | raise Exception( |
| 2479 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 2480 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2481 | |
| 2482 | # Put in default rank range, if missing |
| 2483 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2484 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2485 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2486 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2487 | |
| 2488 | # Tensor operator list |
| 2489 | # 'op': op name |
| 2490 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2491 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 2492 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2493 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 2494 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2495 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2496 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2497 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2498 | TYPE_INT_FP = [ |
| 2499 | DType.INT8, |
| 2500 | DType.INT16, |
| 2501 | DType.INT32, |
| 2502 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2503 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2504 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2505 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2506 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2507 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2508 | TYPE_FI32 = [ |
| 2509 | DType.FP32, |
| 2510 | DType.FP16, |
| 2511 | DType.BF16, |
| 2512 | DType.INT32, |
| 2513 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2514 | TYPE_FIB = [ |
| 2515 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2516 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2517 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2518 | DType.INT8, |
| 2519 | DType.INT16, |
| 2520 | DType.INT32, |
| 2521 | DType.BOOL, |
| 2522 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2523 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2524 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2525 | 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] | 2526 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2527 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2528 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 2529 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2530 | [DType.INT8, DType.INT8, DType.INT32], |
| 2531 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2532 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2533 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2534 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 2535 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2536 | ] |
| 2537 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 2538 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2539 | |
| 2540 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2541 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2542 | "argmax": { |
| 2543 | "op": Op.ARGMAX, |
| 2544 | "operands": (1, 0), |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 2545 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2546 | "build_fcn": ( |
| 2547 | build_argmax, |
| 2548 | TosaTensorGen.tgBasic, |
| 2549 | TosaTensorValuesGen.tvgDefault, |
| 2550 | TosaArgGen.agAxis, |
| 2551 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2552 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2553 | "error_if_validators": ( |
| 2554 | TosaErrorValidator.evAxisSmallerZero, |
| 2555 | TosaErrorValidator.evAxisLargerRank, |
| 2556 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 2557 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 2558 | TosaErrorValidator.evWrongRank, |
| 2559 | TosaErrorValidator.evWrongInputType, |
| 2560 | TosaErrorValidator.evWrongOutputType, |
| 2561 | TosaErrorValidator.evWrongInputList, |
| 2562 | TosaErrorValidator.evWrongOutputList, |
| 2563 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2564 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2565 | "avg_pool2d": { |
| 2566 | "op": Op.AVG_POOL2D, |
| 2567 | "operands": (1, 0), |
| 2568 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2569 | "build_fcn": ( |
| 2570 | build_pool2d, |
| 2571 | TosaTensorGen.tgNHWC, |
| 2572 | TosaTensorValuesGen.tvgDefault, |
| 2573 | TosaArgGen.agPooling, |
| 2574 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2575 | "qgen": TosaQuantGen.qgUnary, |
| 2576 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2577 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2578 | "error_if_validators": ( |
| 2579 | TosaErrorValidator.evKernelSmallerOne, |
| 2580 | TosaErrorValidator.evStrideSmallerOne, |
| 2581 | TosaErrorValidator.evPadSmallerZero, |
| 2582 | TosaErrorValidator.evWrongRank, |
| 2583 | TosaErrorValidator.evWrongInputType, |
| 2584 | TosaErrorValidator.evWrongOutputType, |
| 2585 | TosaErrorValidator.evWrongInputList, |
| 2586 | TosaErrorValidator.evWrongOutputList, |
| 2587 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2588 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 2589 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2590 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2591 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2592 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2593 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2594 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2595 | "conv2d_TEMPLATE": { |
| 2596 | "op": Op.CONV2D, |
| 2597 | "operands": (1, 2), |
| 2598 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2599 | "build_fcn": ( |
| 2600 | build_conv2d, |
| 2601 | TosaTensorGen.tgConv2D, |
| 2602 | TosaTensorValuesGen.tvgDefault, |
| 2603 | TosaArgGen.agConv, |
| 2604 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2605 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2606 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2607 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2608 | "error_if_validators": ( |
| 2609 | TosaErrorValidator.evWrongInputType, |
| 2610 | TosaErrorValidator.evWrongOutputType, |
| 2611 | TosaErrorValidator.evWrongInputList, |
| 2612 | TosaErrorValidator.evWrongOutputList, |
| 2613 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2614 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2615 | TosaErrorValidator.evPadSmallerZero, |
| 2616 | TosaErrorValidator.evStrideSmallerOne, |
| 2617 | TosaErrorValidator.evDilationSmallerOne, |
| 2618 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2619 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2620 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2621 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2622 | "template": True, |
| 2623 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2624 | # Templated operator. Filled in by createDynamicOpLists |
| 2625 | "conv3d_TEMPLATE": { |
| 2626 | "op": Op.CONV3D, |
| 2627 | "operands": (1, 2), |
| 2628 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2629 | "build_fcn": ( |
| 2630 | build_conv3d, |
| 2631 | TosaTensorGen.tgConv3D, |
| 2632 | TosaTensorValuesGen.tvgDefault, |
| 2633 | TosaArgGen.agConv, |
| 2634 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2635 | "qgen": TosaQuantGen.qgConv, |
| 2636 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2637 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2638 | "error_if_validators": ( |
| 2639 | TosaErrorValidator.evWrongInputType, |
| 2640 | TosaErrorValidator.evWrongOutputType, |
| 2641 | TosaErrorValidator.evWrongInputList, |
| 2642 | TosaErrorValidator.evWrongOutputList, |
| 2643 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2644 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2645 | TosaErrorValidator.evPadSmallerZero, |
| 2646 | TosaErrorValidator.evStrideSmallerOne, |
| 2647 | TosaErrorValidator.evDilationSmallerOne, |
| 2648 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2649 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2650 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2651 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2652 | "template": True, |
| 2653 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2654 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2655 | "depthwise_conv2d_TEMPLATE": { |
| 2656 | "op": Op.DEPTHWISE_CONV2D, |
| 2657 | "operands": (1, 2), |
| 2658 | "filter": [1, 1], |
| 2659 | "rank": (4, 4), |
| 2660 | "build_fcn": ( |
| 2661 | build_depthwise_conv2d, |
| 2662 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2663 | TosaTensorValuesGen.tvgDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 2664 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2665 | ), |
| 2666 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2667 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2668 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 2669 | "error_if_validators": ( |
| 2670 | TosaErrorValidator.evWrongInputType, |
| 2671 | TosaErrorValidator.evWrongOutputType, |
| 2672 | TosaErrorValidator.evWrongInputList, |
| 2673 | TosaErrorValidator.evWrongOutputList, |
| 2674 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2675 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2676 | TosaErrorValidator.evPadSmallerZero, |
| 2677 | TosaErrorValidator.evStrideSmallerOne, |
| 2678 | TosaErrorValidator.evDilationSmallerOne, |
| 2679 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2680 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 2681 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2682 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2683 | "template": True, |
| 2684 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2685 | "fully_connected": { |
| 2686 | "op": Op.FULLY_CONNECTED, |
| 2687 | "operands": (1, 2), |
| 2688 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2689 | "build_fcn": ( |
| 2690 | build_fully_connected, |
| 2691 | TosaTensorGen.tgFullyConnected, |
| 2692 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2693 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2694 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2695 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2696 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2697 | "error_if_validators": ( |
| 2698 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2699 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 2700 | TosaErrorValidator.evWrongRank, |
| 2701 | TosaErrorValidator.evWrongInputType, |
| 2702 | TosaErrorValidator.evWrongOutputType, |
| 2703 | TosaErrorValidator.evWrongInputList, |
| 2704 | TosaErrorValidator.evWrongOutputList, |
| 2705 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2706 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2707 | "matmul": { |
| 2708 | "op": Op.MATMUL, |
| 2709 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 2710 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2711 | "build_fcn": ( |
| 2712 | build_matmul, |
| 2713 | TosaTensorGen.tgMatmul, |
| 2714 | TosaTensorValuesGen.tvgDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2715 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2716 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2717 | "qgen": TosaQuantGen.qgMatmul, |
| 2718 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2719 | "error_if_validators": ( |
| 2720 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2721 | TosaErrorValidator.evWrongRank, |
| 2722 | TosaErrorValidator.evWrongInputType, |
| 2723 | TosaErrorValidator.evWrongOutputType, |
| 2724 | TosaErrorValidator.evWrongInputList, |
| 2725 | TosaErrorValidator.evWrongOutputList, |
| 2726 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2727 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2728 | "max_pool2d": { |
| 2729 | "op": Op.MAX_POOL2D, |
| 2730 | "operands": (1, 0), |
| 2731 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2732 | "build_fcn": ( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 2733 | build_maxpool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2734 | TosaTensorGen.tgNHWC, |
| 2735 | TosaTensorValuesGen.tvgDefault, |
| 2736 | TosaArgGen.agPooling, |
| 2737 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2738 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2739 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2740 | "error_if_validators": ( |
| 2741 | TosaErrorValidator.evKernelSmallerOne, |
| 2742 | TosaErrorValidator.evStrideSmallerOne, |
| 2743 | TosaErrorValidator.evPadSmallerZero, |
| 2744 | TosaErrorValidator.evWrongRank, |
| 2745 | TosaErrorValidator.evWrongInputType, |
| 2746 | TosaErrorValidator.evWrongOutputType, |
| 2747 | TosaErrorValidator.evWrongInputList, |
| 2748 | TosaErrorValidator.evWrongOutputList, |
| 2749 | TosaErrorValidator.evPadLargerEqualKernel, |
| 2750 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2751 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2752 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2753 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2754 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2755 | "transpose_conv2d_TEMPLATE": { |
| 2756 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2757 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2758 | "rank": (4, 4), |
| 2759 | "build_fcn": ( |
| 2760 | build_transpose_conv2d, |
| 2761 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2762 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2763 | TosaArgGen.agTransposeConv2D, |
| 2764 | ), |
| 2765 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2766 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2767 | "invalid_test_validators": ( |
| 2768 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 2769 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 2770 | ), |
| 2771 | "error_if_validators": ( |
| 2772 | TosaErrorValidator.evWrongInputType, |
| 2773 | TosaErrorValidator.evWrongOutputType, |
| 2774 | TosaErrorValidator.evWrongInputList, |
| 2775 | TosaErrorValidator.evWrongOutputList, |
| 2776 | TosaErrorValidator.evInputZeroPointNotZero, |
| 2777 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 2778 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2779 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2780 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 2781 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 2782 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2783 | "template": True, |
| 2784 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2785 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2786 | "clamp": { |
| 2787 | "op": Op.CLAMP, |
| 2788 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2789 | "build_fcn": ( |
| 2790 | build_clamp, |
| 2791 | TosaTensorGen.tgBasic, |
| 2792 | TosaTensorValuesGen.tvgDefault, |
| 2793 | None, |
| 2794 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2795 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2796 | "error_if_validators": ( |
| 2797 | TosaErrorValidator.evMaxSmallerMin, |
| 2798 | TosaErrorValidator.evWrongInputType, |
| 2799 | TosaErrorValidator.evWrongOutputType, |
| 2800 | TosaErrorValidator.evWrongInputList, |
| 2801 | TosaErrorValidator.evWrongOutputList, |
| 2802 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2803 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2804 | "sigmoid": { |
| 2805 | "op": Op.SIGMOID, |
| 2806 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2807 | "build_fcn": ( |
| 2808 | build_sigmoid, |
| 2809 | TosaTensorGen.tgBasic, |
| 2810 | TosaTensorValuesGen.tvgDefault, |
| 2811 | None, |
| 2812 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2813 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2814 | "error_if_validators": ( |
| 2815 | TosaErrorValidator.evWrongInputType, |
| 2816 | TosaErrorValidator.evWrongOutputType, |
| 2817 | TosaErrorValidator.evWrongInputList, |
| 2818 | TosaErrorValidator.evWrongOutputList, |
| 2819 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2820 | }, |
| 2821 | "tanh": { |
| 2822 | "op": Op.TANH, |
| 2823 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2824 | "build_fcn": ( |
| 2825 | build_tanh, |
| 2826 | TosaTensorGen.tgBasic, |
| 2827 | TosaTensorValuesGen.tvgDefault, |
| 2828 | None, |
| 2829 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2830 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2831 | "error_if_validators": ( |
| 2832 | TosaErrorValidator.evWrongInputType, |
| 2833 | TosaErrorValidator.evWrongOutputType, |
| 2834 | TosaErrorValidator.evWrongInputList, |
| 2835 | TosaErrorValidator.evWrongOutputList, |
| 2836 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2837 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2838 | # Elementwise Binary Operators |
| 2839 | "add": { |
| 2840 | "op": Op.ADD, |
| 2841 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2842 | "build_fcn": ( |
| 2843 | build_binary_broadcast, |
| 2844 | TosaTensorGen.tgBroadcastFuzz, |
| 2845 | TosaTensorValuesGen.tvgAddSub, |
| 2846 | None, |
| 2847 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2848 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2849 | "error_if_validators": ( |
| 2850 | TosaErrorValidator.evRankMismatch, |
| 2851 | TosaErrorValidator.evWrongInputType, |
| 2852 | TosaErrorValidator.evWrongOutputType, |
| 2853 | TosaErrorValidator.evWrongInputList, |
| 2854 | TosaErrorValidator.evWrongOutputList, |
| 2855 | TosaErrorValidator.evDimensionMismatch, |
| 2856 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2857 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2858 | "arithmetic_right_shift": { |
| 2859 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 2860 | "operands": (2, 0), |
| 2861 | "build_fcn": ( |
| 2862 | build_arithmetic_right_shift, |
| 2863 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2864 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2865 | TosaArgGen.agArithmeticRightShift, |
| 2866 | ), |
| 2867 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2868 | "error_if_validators": ( |
| 2869 | TosaErrorValidator.evRankMismatch, |
| 2870 | TosaErrorValidator.evWrongInputType, |
| 2871 | TosaErrorValidator.evWrongOutputType, |
| 2872 | TosaErrorValidator.evWrongInputList, |
| 2873 | TosaErrorValidator.evWrongOutputList, |
| 2874 | TosaErrorValidator.evDimensionMismatch, |
| 2875 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2876 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2877 | "bitwise_and": { |
| 2878 | "op": Op.BITWISE_AND, |
| 2879 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2880 | "build_fcn": ( |
| 2881 | build_binary_broadcast, |
| 2882 | TosaTensorGen.tgBroadcastFuzz, |
| 2883 | TosaTensorValuesGen.tvgDefault, |
| 2884 | None, |
| 2885 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2886 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2887 | "error_if_validators": ( |
| 2888 | TosaErrorValidator.evRankMismatch, |
| 2889 | TosaErrorValidator.evWrongInputType, |
| 2890 | TosaErrorValidator.evWrongOutputType, |
| 2891 | TosaErrorValidator.evWrongInputList, |
| 2892 | TosaErrorValidator.evWrongOutputList, |
| 2893 | TosaErrorValidator.evDimensionMismatch, |
| 2894 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2895 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2896 | "bitwise_or": { |
| 2897 | "op": Op.BITWISE_OR, |
| 2898 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2899 | "build_fcn": ( |
| 2900 | build_binary_broadcast, |
| 2901 | TosaTensorGen.tgBroadcastFuzz, |
| 2902 | TosaTensorValuesGen.tvgDefault, |
| 2903 | None, |
| 2904 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2905 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2906 | "error_if_validators": ( |
| 2907 | TosaErrorValidator.evRankMismatch, |
| 2908 | TosaErrorValidator.evWrongInputType, |
| 2909 | TosaErrorValidator.evWrongOutputType, |
| 2910 | TosaErrorValidator.evWrongInputList, |
| 2911 | TosaErrorValidator.evWrongOutputList, |
| 2912 | TosaErrorValidator.evDimensionMismatch, |
| 2913 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2914 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2915 | "bitwise_xor": { |
| 2916 | "op": Op.BITWISE_XOR, |
| 2917 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2918 | "build_fcn": ( |
| 2919 | build_binary_broadcast, |
| 2920 | TosaTensorGen.tgBroadcastFuzz, |
| 2921 | TosaTensorValuesGen.tvgDefault, |
| 2922 | None, |
| 2923 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2924 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2925 | "error_if_validators": ( |
| 2926 | TosaErrorValidator.evRankMismatch, |
| 2927 | TosaErrorValidator.evWrongInputType, |
| 2928 | TosaErrorValidator.evWrongOutputType, |
| 2929 | TosaErrorValidator.evWrongInputList, |
| 2930 | TosaErrorValidator.evWrongOutputList, |
| 2931 | TosaErrorValidator.evDimensionMismatch, |
| 2932 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2933 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 2934 | "intdiv": { |
| 2935 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2936 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2937 | "build_fcn": ( |
| 2938 | build_binary_broadcast, |
| 2939 | TosaTensorGen.tgBroadcastFuzz, |
| 2940 | TosaTensorValuesGen.tvgIntDiv, |
| 2941 | None, |
| 2942 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2943 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2944 | "error_if_validators": ( |
| 2945 | TosaErrorValidator.evRankMismatch, |
| 2946 | TosaErrorValidator.evWrongInputType, |
| 2947 | TosaErrorValidator.evWrongOutputType, |
| 2948 | TosaErrorValidator.evWrongInputList, |
| 2949 | TosaErrorValidator.evWrongOutputList, |
| 2950 | TosaErrorValidator.evDimensionMismatch, |
| 2951 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 2952 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2953 | "logical_and": { |
| 2954 | "op": Op.LOGICAL_AND, |
| 2955 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2956 | "build_fcn": ( |
| 2957 | build_binary_broadcast, |
| 2958 | TosaTensorGen.tgBroadcastFuzz, |
| 2959 | TosaTensorValuesGen.tvgDefault, |
| 2960 | None, |
| 2961 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2962 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2963 | "error_if_validators": ( |
| 2964 | TosaErrorValidator.evRankMismatch, |
| 2965 | TosaErrorValidator.evWrongInputType, |
| 2966 | TosaErrorValidator.evWrongOutputType, |
| 2967 | TosaErrorValidator.evWrongInputList, |
| 2968 | TosaErrorValidator.evWrongOutputList, |
| 2969 | TosaErrorValidator.evDimensionMismatch, |
| 2970 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2971 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2972 | "logical_left_shift": { |
| 2973 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 2974 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2975 | "build_fcn": ( |
| 2976 | build_binary_broadcast, |
| 2977 | TosaTensorGen.tgBroadcastFuzz, |
| 2978 | TosaTensorValuesGen.tvgLogicalShift, |
| 2979 | None, |
| 2980 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2981 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2982 | "error_if_validators": ( |
| 2983 | TosaErrorValidator.evRankMismatch, |
| 2984 | TosaErrorValidator.evWrongInputType, |
| 2985 | TosaErrorValidator.evWrongOutputType, |
| 2986 | TosaErrorValidator.evWrongInputList, |
| 2987 | TosaErrorValidator.evWrongOutputList, |
| 2988 | TosaErrorValidator.evDimensionMismatch, |
| 2989 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2990 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 2991 | "logical_right_shift": { |
| 2992 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 2993 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2994 | "build_fcn": ( |
| 2995 | build_binary_broadcast, |
| 2996 | TosaTensorGen.tgBroadcastFuzz, |
| 2997 | TosaTensorValuesGen.tvgLogicalShift, |
| 2998 | None, |
| 2999 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3000 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3001 | "error_if_validators": ( |
| 3002 | TosaErrorValidator.evRankMismatch, |
| 3003 | TosaErrorValidator.evWrongInputType, |
| 3004 | TosaErrorValidator.evWrongOutputType, |
| 3005 | TosaErrorValidator.evWrongInputList, |
| 3006 | TosaErrorValidator.evWrongOutputList, |
| 3007 | TosaErrorValidator.evDimensionMismatch, |
| 3008 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3009 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3010 | "logical_or": { |
| 3011 | "op": Op.LOGICAL_OR, |
| 3012 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3013 | "build_fcn": ( |
| 3014 | build_binary_broadcast, |
| 3015 | TosaTensorGen.tgBroadcastFuzz, |
| 3016 | TosaTensorValuesGen.tvgDefault, |
| 3017 | None, |
| 3018 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3019 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3020 | "error_if_validators": ( |
| 3021 | TosaErrorValidator.evRankMismatch, |
| 3022 | TosaErrorValidator.evWrongInputType, |
| 3023 | TosaErrorValidator.evWrongOutputType, |
| 3024 | TosaErrorValidator.evWrongInputList, |
| 3025 | TosaErrorValidator.evWrongOutputList, |
| 3026 | TosaErrorValidator.evDimensionMismatch, |
| 3027 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3028 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3029 | "logical_xor": { |
| 3030 | "op": Op.LOGICAL_XOR, |
| 3031 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3032 | "build_fcn": ( |
| 3033 | build_binary_broadcast, |
| 3034 | TosaTensorGen.tgBroadcastFuzz, |
| 3035 | TosaTensorValuesGen.tvgDefault, |
| 3036 | None, |
| 3037 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3038 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3039 | "error_if_validators": ( |
| 3040 | TosaErrorValidator.evRankMismatch, |
| 3041 | TosaErrorValidator.evWrongInputType, |
| 3042 | TosaErrorValidator.evWrongOutputType, |
| 3043 | TosaErrorValidator.evWrongInputList, |
| 3044 | TosaErrorValidator.evWrongOutputList, |
| 3045 | TosaErrorValidator.evDimensionMismatch, |
| 3046 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3047 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3048 | "maximum": { |
| 3049 | "op": Op.MAXIMUM, |
| 3050 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3051 | "build_fcn": ( |
| 3052 | build_binary_broadcast, |
| 3053 | TosaTensorGen.tgBroadcastFuzz, |
| 3054 | TosaTensorValuesGen.tvgDefault, |
| 3055 | None, |
| 3056 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3057 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3058 | "error_if_validators": ( |
| 3059 | TosaErrorValidator.evRankMismatch, |
| 3060 | TosaErrorValidator.evWrongInputType, |
| 3061 | TosaErrorValidator.evWrongOutputType, |
| 3062 | TosaErrorValidator.evWrongInputList, |
| 3063 | TosaErrorValidator.evWrongOutputList, |
| 3064 | TosaErrorValidator.evDimensionMismatch, |
| 3065 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3066 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3067 | "minimum": { |
| 3068 | "op": Op.MINIMUM, |
| 3069 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3070 | "build_fcn": ( |
| 3071 | build_binary_broadcast, |
| 3072 | TosaTensorGen.tgBroadcastFuzz, |
| 3073 | TosaTensorValuesGen.tvgDefault, |
| 3074 | None, |
| 3075 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3076 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3077 | "error_if_validators": ( |
| 3078 | TosaErrorValidator.evRankMismatch, |
| 3079 | TosaErrorValidator.evWrongInputType, |
| 3080 | TosaErrorValidator.evWrongOutputType, |
| 3081 | TosaErrorValidator.evWrongInputList, |
| 3082 | TosaErrorValidator.evWrongOutputList, |
| 3083 | TosaErrorValidator.evDimensionMismatch, |
| 3084 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3085 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3086 | "mul": { |
| 3087 | "op": Op.MUL, |
| 3088 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3089 | "build_fcn": ( |
| 3090 | build_mul, |
| 3091 | TosaTensorGen.tgBroadcastFuzz, |
| 3092 | TosaTensorValuesGen.tvgMul, |
| 3093 | TosaArgGen.agMul, |
| 3094 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3095 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3096 | "error_if_validators": ( |
| 3097 | TosaErrorValidator.evWrongInputType, |
| 3098 | TosaErrorValidator.evWrongOutputType, |
| 3099 | TosaErrorValidator.evWrongInputList, |
| 3100 | TosaErrorValidator.evWrongOutputList, |
| 3101 | TosaErrorValidator.evRankMismatch, |
| 3102 | TosaErrorValidator.evDimensionMismatch, |
| 3103 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3104 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3105 | "pow": { |
| 3106 | "op": Op.POW, |
| 3107 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3108 | "build_fcn": ( |
| 3109 | build_binary_broadcast, |
| 3110 | TosaTensorGen.tgBroadcastFuzz, |
| 3111 | TosaTensorValuesGen.tvgDefault, |
| 3112 | None, |
| 3113 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3114 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3115 | "error_if_validators": ( |
| 3116 | TosaErrorValidator.evRankMismatch, |
| 3117 | TosaErrorValidator.evWrongInputType, |
| 3118 | TosaErrorValidator.evWrongOutputType, |
| 3119 | TosaErrorValidator.evWrongInputList, |
| 3120 | TosaErrorValidator.evWrongOutputList, |
| 3121 | TosaErrorValidator.evDimensionMismatch, |
| 3122 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3123 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3124 | "sub": { |
| 3125 | "op": Op.SUB, |
| 3126 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3127 | "build_fcn": ( |
| 3128 | build_binary_broadcast, |
| 3129 | TosaTensorGen.tgBroadcastFuzz, |
| 3130 | TosaTensorValuesGen.tvgAddSub, |
| 3131 | None, |
| 3132 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3133 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3134 | "error_if_validators": ( |
| 3135 | TosaErrorValidator.evRankMismatch, |
| 3136 | TosaErrorValidator.evWrongInputType, |
| 3137 | TosaErrorValidator.evWrongOutputType, |
| 3138 | TosaErrorValidator.evWrongInputList, |
| 3139 | TosaErrorValidator.evWrongOutputList, |
| 3140 | TosaErrorValidator.evDimensionMismatch, |
| 3141 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3142 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3143 | "table": { |
| 3144 | "op": Op.TABLE, |
| 3145 | # Use the automatic generation functions to create the input array |
| 3146 | # but create the table tensor in the build function, as it may be |
| 3147 | # a different type from the input |
| 3148 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3149 | "build_fcn": ( |
| 3150 | build_table, |
| 3151 | TosaTensorGen.tgBasic, |
| 3152 | TosaTensorValuesGen.tvgDefault, |
| 3153 | TosaArgGen.agTable, |
| 3154 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3155 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3156 | "error_if_validators": ( |
| 3157 | TosaErrorValidator.evWrongInputType, |
| 3158 | TosaErrorValidator.evWrongOutputType, |
| 3159 | TosaErrorValidator.evWrongInputList, |
| 3160 | TosaErrorValidator.evWrongOutputList, |
| 3161 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3162 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3163 | # Elementwise Unary operators |
| 3164 | "abs": { |
| 3165 | "op": Op.ABS, |
| 3166 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3167 | "build_fcn": ( |
| 3168 | build_unary, |
| 3169 | TosaTensorGen.tgBasic, |
| 3170 | TosaTensorValuesGen.tvgDefault, |
| 3171 | None, |
| 3172 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3173 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3174 | "error_if_validators": ( |
| 3175 | TosaErrorValidator.evWrongInputType, |
| 3176 | TosaErrorValidator.evWrongOutputType, |
| 3177 | TosaErrorValidator.evWrongInputList, |
| 3178 | TosaErrorValidator.evWrongOutputList, |
| 3179 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3180 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3181 | "bitwise_not": { |
| 3182 | "op": Op.BITWISE_NOT, |
| 3183 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3184 | "build_fcn": ( |
| 3185 | build_unary, |
| 3186 | TosaTensorGen.tgBasic, |
| 3187 | TosaTensorValuesGen.tvgDefault, |
| 3188 | None, |
| 3189 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3190 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3191 | "error_if_validators": ( |
| 3192 | TosaErrorValidator.evWrongInputType, |
| 3193 | TosaErrorValidator.evWrongOutputType, |
| 3194 | TosaErrorValidator.evWrongInputList, |
| 3195 | TosaErrorValidator.evWrongOutputList, |
| 3196 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3197 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3198 | "ceil": { |
| 3199 | "op": Op.CEIL, |
| 3200 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3201 | "build_fcn": ( |
| 3202 | build_unary, |
| 3203 | TosaTensorGen.tgBasic, |
| 3204 | TosaTensorValuesGen.tvgDefault, |
| 3205 | None, |
| 3206 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3207 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3208 | "error_if_validators": ( |
| 3209 | TosaErrorValidator.evWrongInputType, |
| 3210 | TosaErrorValidator.evWrongOutputType, |
| 3211 | TosaErrorValidator.evWrongInputList, |
| 3212 | TosaErrorValidator.evWrongOutputList, |
| 3213 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3214 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3215 | "clz": { |
| 3216 | "op": Op.CLZ, |
| 3217 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3218 | "build_fcn": ( |
| 3219 | build_unary, |
| 3220 | TosaTensorGen.tgBasic, |
| 3221 | TosaTensorValuesGen.tvgDefault, |
| 3222 | None, |
| 3223 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3224 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3225 | "error_if_validators": ( |
| 3226 | TosaErrorValidator.evWrongInputType, |
| 3227 | TosaErrorValidator.evWrongOutputType, |
| 3228 | TosaErrorValidator.evWrongInputList, |
| 3229 | TosaErrorValidator.evWrongOutputList, |
| 3230 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3231 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3232 | "exp": { |
| 3233 | "op": Op.EXP, |
| 3234 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3235 | "build_fcn": ( |
| 3236 | build_unary, |
| 3237 | TosaTensorGen.tgBasic, |
| 3238 | TosaTensorValuesGen.tvgDefault, |
| 3239 | None, |
| 3240 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3241 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3242 | "error_if_validators": ( |
| 3243 | TosaErrorValidator.evWrongInputType, |
| 3244 | TosaErrorValidator.evWrongOutputType, |
| 3245 | TosaErrorValidator.evWrongInputList, |
| 3246 | TosaErrorValidator.evWrongOutputList, |
| 3247 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3248 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3249 | "floor": { |
| 3250 | "op": Op.FLOOR, |
| 3251 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3252 | "build_fcn": ( |
| 3253 | build_unary, |
| 3254 | TosaTensorGen.tgBasic, |
| 3255 | TosaTensorValuesGen.tvgDefault, |
| 3256 | None, |
| 3257 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3258 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3259 | "error_if_validators": ( |
| 3260 | TosaErrorValidator.evWrongInputType, |
| 3261 | TosaErrorValidator.evWrongOutputType, |
| 3262 | TosaErrorValidator.evWrongInputList, |
| 3263 | TosaErrorValidator.evWrongOutputList, |
| 3264 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3265 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3266 | "log": { |
| 3267 | "op": Op.LOG, |
| 3268 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3269 | "build_fcn": ( |
| 3270 | build_unary, |
| 3271 | TosaTensorGen.tgBasic, |
| 3272 | TosaTensorValuesGen.tvgDefault, |
| 3273 | None, |
| 3274 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3275 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3276 | "error_if_validators": ( |
| 3277 | TosaErrorValidator.evWrongInputType, |
| 3278 | TosaErrorValidator.evWrongOutputType, |
| 3279 | TosaErrorValidator.evWrongInputList, |
| 3280 | TosaErrorValidator.evWrongOutputList, |
| 3281 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3282 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3283 | "logical_not": { |
| 3284 | "op": Op.LOGICAL_NOT, |
| 3285 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3286 | "build_fcn": ( |
| 3287 | build_unary, |
| 3288 | TosaTensorGen.tgBasic, |
| 3289 | TosaTensorValuesGen.tvgDefault, |
| 3290 | None, |
| 3291 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3292 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3293 | "error_if_validators": ( |
| 3294 | TosaErrorValidator.evWrongInputType, |
| 3295 | TosaErrorValidator.evWrongOutputType, |
| 3296 | TosaErrorValidator.evWrongInputList, |
| 3297 | TosaErrorValidator.evWrongOutputList, |
| 3298 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3299 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3300 | "negate": { |
| 3301 | "op": Op.NEGATE, |
| 3302 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3303 | "build_fcn": ( |
| 3304 | build_unary, |
| 3305 | TosaTensorGen.tgBasic, |
| 3306 | TosaTensorValuesGen.tvgNegate, |
| 3307 | None, |
| 3308 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3309 | "qgen": TosaQuantGen.qgUnary, |
| 3310 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3311 | "error_if_validators": ( |
| 3312 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3313 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3314 | TosaErrorValidator.evWrongInputType, |
| 3315 | TosaErrorValidator.evWrongOutputType, |
| 3316 | TosaErrorValidator.evWrongInputList, |
| 3317 | TosaErrorValidator.evWrongOutputList, |
| 3318 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3319 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3320 | "reciprocal": { |
| 3321 | "op": Op.RECIPROCAL, |
| 3322 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3323 | "build_fcn": ( |
| 3324 | build_unary, |
| 3325 | TosaTensorGen.tgBasic, |
| 3326 | TosaTensorValuesGen.tvgDefault, |
| 3327 | None, |
| 3328 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3329 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3330 | "error_if_validators": ( |
| 3331 | TosaErrorValidator.evWrongInputType, |
| 3332 | TosaErrorValidator.evWrongOutputType, |
| 3333 | TosaErrorValidator.evWrongInputList, |
| 3334 | TosaErrorValidator.evWrongOutputList, |
| 3335 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3336 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3337 | "rsqrt": { |
| 3338 | "op": Op.RSQRT, |
| 3339 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3340 | "build_fcn": ( |
| 3341 | build_unary, |
| 3342 | TosaTensorGen.tgBasic, |
| 3343 | TosaTensorValuesGen.tvgDefault, |
| 3344 | None, |
| 3345 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3346 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3347 | "error_if_validators": ( |
| 3348 | TosaErrorValidator.evWrongInputType, |
| 3349 | TosaErrorValidator.evWrongOutputType, |
| 3350 | TosaErrorValidator.evWrongInputList, |
| 3351 | TosaErrorValidator.evWrongOutputList, |
| 3352 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3353 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3354 | # Elementwise Ternary operators |
| 3355 | "select": { |
| 3356 | "op": Op.SELECT, |
| 3357 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3358 | "build_fcn": ( |
| 3359 | build_select, |
| 3360 | TosaTensorGen.tgBroadcastFuzz, |
| 3361 | TosaTensorValuesGen.tvgSelect, |
| 3362 | None, |
| 3363 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3364 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3365 | "error_if_validators": ( |
| 3366 | TosaErrorValidator.evRankMismatch, |
| 3367 | TosaErrorValidator.evWrongInputType, |
| 3368 | TosaErrorValidator.evWrongOutputType, |
| 3369 | TosaErrorValidator.evWrongInputList, |
| 3370 | TosaErrorValidator.evWrongOutputList, |
| 3371 | TosaErrorValidator.evDimensionMismatch, |
| 3372 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3373 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3374 | # Comparison operators |
| 3375 | "equal": { |
| 3376 | "op": Op.EQUAL, |
| 3377 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3378 | "build_fcn": ( |
| 3379 | build_comparison, |
| 3380 | TosaTensorGen.tgBroadcastFuzz, |
| 3381 | TosaTensorValuesGen.tvgEqual, |
| 3382 | None, |
| 3383 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3384 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3385 | "error_if_validators": ( |
| 3386 | TosaErrorValidator.evRankMismatch, |
| 3387 | TosaErrorValidator.evWrongInputType, |
| 3388 | TosaErrorValidator.evWrongOutputType, |
| 3389 | TosaErrorValidator.evWrongInputList, |
| 3390 | TosaErrorValidator.evWrongOutputList, |
| 3391 | TosaErrorValidator.evDimensionMismatch, |
| 3392 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3393 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3394 | "greater_equal": { |
| 3395 | "op": Op.GREATER_EQUAL, |
| 3396 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3397 | "build_fcn": ( |
| 3398 | build_comparison, |
| 3399 | TosaTensorGen.tgBroadcastFuzz, |
| 3400 | TosaTensorValuesGen.tvgDefault, |
| 3401 | None, |
| 3402 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3403 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3404 | "error_if_validators": ( |
| 3405 | TosaErrorValidator.evRankMismatch, |
| 3406 | TosaErrorValidator.evWrongInputType, |
| 3407 | TosaErrorValidator.evWrongOutputType, |
| 3408 | TosaErrorValidator.evWrongInputList, |
| 3409 | TosaErrorValidator.evWrongOutputList, |
| 3410 | TosaErrorValidator.evDimensionMismatch, |
| 3411 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3412 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3413 | "greater": { |
| 3414 | "op": Op.GREATER, |
| 3415 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3416 | "build_fcn": ( |
| 3417 | build_comparison, |
| 3418 | TosaTensorGen.tgBroadcastFuzz, |
| 3419 | TosaTensorValuesGen.tvgDefault, |
| 3420 | None, |
| 3421 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3422 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3423 | "error_if_validators": ( |
| 3424 | TosaErrorValidator.evRankMismatch, |
| 3425 | TosaErrorValidator.evWrongInputType, |
| 3426 | TosaErrorValidator.evWrongOutputType, |
| 3427 | TosaErrorValidator.evWrongInputList, |
| 3428 | TosaErrorValidator.evWrongOutputList, |
| 3429 | TosaErrorValidator.evDimensionMismatch, |
| 3430 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3431 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3432 | # Reduction operators |
| 3433 | "reduce_all": { |
| 3434 | "op": Op.REDUCE_ALL, |
| 3435 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3436 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3437 | "build_fcn": ( |
| 3438 | build_reduce, |
| 3439 | TosaTensorGen.tgBasic, |
| 3440 | TosaTensorValuesGen.tvgDefault, |
| 3441 | TosaArgGen.agAxis, |
| 3442 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3443 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3444 | "error_if_validators": ( |
| 3445 | TosaErrorValidator.evAxisLargerRank, |
| 3446 | TosaErrorValidator.evAxisSmallerZero, |
| 3447 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3448 | TosaErrorValidator.evWrongInputType, |
| 3449 | TosaErrorValidator.evWrongOutputType, |
| 3450 | TosaErrorValidator.evWrongRank, |
| 3451 | TosaErrorValidator.evWrongInputList, |
| 3452 | TosaErrorValidator.evWrongOutputList, |
| 3453 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3454 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3455 | "reduce_any": { |
| 3456 | "op": Op.REDUCE_ANY, |
| 3457 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3458 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3459 | "build_fcn": ( |
| 3460 | build_reduce, |
| 3461 | TosaTensorGen.tgBasic, |
| 3462 | TosaTensorValuesGen.tvgDefault, |
| 3463 | TosaArgGen.agAxis, |
| 3464 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3465 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3466 | "error_if_validators": ( |
| 3467 | TosaErrorValidator.evAxisLargerRank, |
| 3468 | TosaErrorValidator.evAxisSmallerZero, |
| 3469 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3470 | TosaErrorValidator.evWrongInputType, |
| 3471 | TosaErrorValidator.evWrongOutputType, |
| 3472 | TosaErrorValidator.evWrongRank, |
| 3473 | TosaErrorValidator.evWrongInputList, |
| 3474 | TosaErrorValidator.evWrongOutputList, |
| 3475 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3476 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3477 | "reduce_max": { |
| 3478 | "op": Op.REDUCE_MAX, |
| 3479 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3480 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3481 | "build_fcn": ( |
| 3482 | build_reduce, |
| 3483 | TosaTensorGen.tgBasic, |
| 3484 | TosaTensorValuesGen.tvgDefault, |
| 3485 | TosaArgGen.agAxis, |
| 3486 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3487 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3488 | "error_if_validators": ( |
| 3489 | TosaErrorValidator.evAxisLargerRank, |
| 3490 | TosaErrorValidator.evAxisSmallerZero, |
| 3491 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3492 | TosaErrorValidator.evWrongInputType, |
| 3493 | TosaErrorValidator.evWrongOutputType, |
| 3494 | TosaErrorValidator.evWrongRank, |
| 3495 | TosaErrorValidator.evWrongInputList, |
| 3496 | TosaErrorValidator.evWrongOutputList, |
| 3497 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3498 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3499 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 3500 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3501 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3502 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3503 | "build_fcn": ( |
| 3504 | build_reduce, |
| 3505 | TosaTensorGen.tgBasic, |
| 3506 | TosaTensorValuesGen.tvgDefault, |
| 3507 | TosaArgGen.agAxis, |
| 3508 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3509 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3510 | "error_if_validators": ( |
| 3511 | TosaErrorValidator.evAxisLargerRank, |
| 3512 | TosaErrorValidator.evAxisSmallerZero, |
| 3513 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3514 | TosaErrorValidator.evWrongInputType, |
| 3515 | TosaErrorValidator.evWrongOutputType, |
| 3516 | TosaErrorValidator.evWrongRank, |
| 3517 | TosaErrorValidator.evWrongInputList, |
| 3518 | TosaErrorValidator.evWrongOutputList, |
| 3519 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3520 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3521 | "reduce_product": { |
| 3522 | "op": Op.REDUCE_PRODUCT, |
| 3523 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3524 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3525 | "build_fcn": ( |
| 3526 | build_reduce, |
| 3527 | TosaTensorGen.tgBasic, |
| 3528 | TosaTensorValuesGen.tvgDefault, |
| 3529 | TosaArgGen.agAxis, |
| 3530 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3531 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3532 | "error_if_validators": ( |
| 3533 | TosaErrorValidator.evAxisLargerRank, |
| 3534 | TosaErrorValidator.evAxisSmallerZero, |
| 3535 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3536 | TosaErrorValidator.evWrongInputType, |
| 3537 | TosaErrorValidator.evWrongOutputType, |
| 3538 | TosaErrorValidator.evWrongRank, |
| 3539 | TosaErrorValidator.evWrongInputList, |
| 3540 | TosaErrorValidator.evWrongOutputList, |
| 3541 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3542 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3543 | "reduce_sum": { |
| 3544 | "op": Op.REDUCE_SUM, |
| 3545 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 3546 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3547 | "build_fcn": ( |
| 3548 | build_reduce, |
| 3549 | TosaTensorGen.tgBasic, |
| 3550 | TosaTensorValuesGen.tvgReduceSum, |
| 3551 | TosaArgGen.agAxis, |
| 3552 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3553 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3554 | "error_if_validators": ( |
| 3555 | TosaErrorValidator.evAxisLargerRank, |
| 3556 | TosaErrorValidator.evAxisSmallerZero, |
| 3557 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 3558 | TosaErrorValidator.evWrongInputType, |
| 3559 | TosaErrorValidator.evWrongOutputType, |
| 3560 | TosaErrorValidator.evWrongRank, |
| 3561 | TosaErrorValidator.evWrongInputList, |
| 3562 | TosaErrorValidator.evWrongOutputList, |
| 3563 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3564 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3565 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3566 | "concat": { |
| 3567 | "op": Op.CONCAT, |
| 3568 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3569 | "build_fcn": ( |
| 3570 | build_concat, |
| 3571 | TosaTensorGen.tgConcat, |
| 3572 | TosaTensorValuesGen.tvgConcat, |
| 3573 | TosaArgGen.agAxis, |
| 3574 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3575 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3576 | "error_if_validators": ( |
| 3577 | TosaErrorValidator.evAxisLargerRank, |
| 3578 | TosaErrorValidator.evAxisSmallerZero, |
| 3579 | TosaErrorValidator.evConcatInputRankMismatch, |
| 3580 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 3581 | TosaErrorValidator.evConcatInputDimMismatch, |
| 3582 | TosaErrorValidator.evWrongInputType, |
| 3583 | TosaErrorValidator.evWrongOutputType, |
| 3584 | TosaErrorValidator.evWrongOutputList, |
| 3585 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3586 | }, |
| 3587 | "pad": { |
| 3588 | "op": Op.PAD, |
| 3589 | "operands": (1, 0), |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 3590 | "rank": (1, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3591 | "build_fcn": ( |
| 3592 | build_pad, |
| 3593 | TosaTensorGen.tgBasic, |
| 3594 | TosaTensorValuesGen.tvgDefault, |
| 3595 | TosaArgGen.agPad, |
| 3596 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3597 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3598 | "error_if_validators": ( |
| 3599 | TosaErrorValidator.evWrongInputType, |
| 3600 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 3601 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3602 | TosaErrorValidator.evWrongOutputType, |
| 3603 | TosaErrorValidator.evWrongInputList, |
| 3604 | TosaErrorValidator.evWrongOutputList, |
| 3605 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3606 | }, |
| 3607 | "reshape": { |
| 3608 | "op": Op.RESHAPE, |
| 3609 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3610 | "build_fcn": ( |
| 3611 | build_reshape, |
| 3612 | TosaTensorGen.tgBasic, |
| 3613 | TosaTensorValuesGen.tvgDefault, |
| 3614 | TosaArgGen.agReshape, |
| 3615 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3616 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3617 | "error_if_validators": ( |
| 3618 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 3619 | TosaErrorValidator.evWrongInputType, |
| 3620 | TosaErrorValidator.evWrongOutputType, |
| 3621 | TosaErrorValidator.evWrongInputList, |
| 3622 | TosaErrorValidator.evWrongOutputList, |
| 3623 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3624 | }, |
| 3625 | "reverse": { |
| 3626 | "op": Op.REVERSE, |
| 3627 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3628 | "build_fcn": ( |
| 3629 | build_reverse, |
| 3630 | TosaTensorGen.tgBasic, |
| 3631 | TosaTensorValuesGen.tvgDefault, |
| 3632 | TosaArgGen.agAxis, |
| 3633 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3634 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3635 | "error_if_validators": ( |
| 3636 | TosaErrorValidator.evAxisSmallerZero, |
| 3637 | TosaErrorValidator.evAxisLargerRank, |
| 3638 | TosaErrorValidator.evWrongInputType, |
| 3639 | TosaErrorValidator.evWrongOutputType, |
| 3640 | TosaErrorValidator.evWrongInputList, |
| 3641 | TosaErrorValidator.evWrongOutputList, |
| 3642 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3643 | }, |
| 3644 | "slice": { |
| 3645 | "op": Op.SLICE, |
| 3646 | "operands": (1, 0), |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 3647 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3648 | "build_fcn": ( |
| 3649 | build_slice, |
| 3650 | TosaTensorGen.tgBasic, |
| 3651 | TosaTensorValuesGen.tvgDefault, |
| 3652 | TosaArgGen.agSlice, |
| 3653 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3654 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3655 | "error_if_validators": ( |
| 3656 | TosaErrorValidator.evStartSmallerZero, |
| 3657 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 3658 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 3659 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 3660 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 3661 | TosaErrorValidator.evWrongRank, |
| 3662 | TosaErrorValidator.evWrongInputType, |
| 3663 | TosaErrorValidator.evWrongOutputType, |
| 3664 | TosaErrorValidator.evWrongInputList, |
| 3665 | TosaErrorValidator.evWrongOutputList, |
| 3666 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3667 | }, |
| 3668 | "tile": { |
| 3669 | "op": Op.TILE, |
| 3670 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3671 | "build_fcn": ( |
| 3672 | build_tile, |
| 3673 | TosaTensorGen.tgBasic, |
| 3674 | TosaTensorValuesGen.tvgDefault, |
| 3675 | TosaArgGen.agTile, |
| 3676 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3677 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3678 | "error_if_validators": ( |
| 3679 | TosaErrorValidator.evWrongInputType, |
| 3680 | TosaErrorValidator.evWrongOutputType, |
| 3681 | TosaErrorValidator.evWrongInputList, |
| 3682 | TosaErrorValidator.evWrongOutputList, |
| 3683 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3684 | }, |
| 3685 | "transpose": { |
| 3686 | "op": Op.TRANSPOSE, |
| 3687 | "operands": (1, 0), |
Jeremy Johnson | a618557 | 2021-06-21 15:55:35 +0100 | [diff] [blame] | 3688 | "rank": (1, 4), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3689 | "build_fcn": ( |
| 3690 | build_transpose, |
| 3691 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3692 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3693 | TosaArgGen.agTranspose, |
| 3694 | ), |
| 3695 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3696 | "error_if_validators": ( |
| 3697 | TosaErrorValidator.evIndexOutsideBounds, |
| 3698 | TosaErrorValidator.evIndexUsedTwice, |
| 3699 | TosaErrorValidator.evWrongInputType, |
| 3700 | TosaErrorValidator.evWrongOutputType, |
| 3701 | TosaErrorValidator.evWrongInputList, |
| 3702 | TosaErrorValidator.evWrongOutputList, |
| 3703 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3704 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3705 | # Data nodes |
| 3706 | "const": { |
| 3707 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 3708 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3709 | "build_fcn": ( |
| 3710 | build_const, |
| 3711 | TosaTensorGen.tgBasic, |
| 3712 | TosaTensorValuesGen.tvgDefault, |
| 3713 | None, |
| 3714 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3715 | "types": TYPE_FIB, |
| 3716 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3717 | "identity": { |
| 3718 | "op": Op.IDENTITY, |
| 3719 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3720 | "build_fcn": ( |
| 3721 | build_unary, |
| 3722 | TosaTensorGen.tgBasic, |
| 3723 | TosaTensorValuesGen.tvgDefault, |
| 3724 | None, |
| 3725 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3726 | "types": TYPE_FIB, |
| 3727 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3728 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3729 | "gather": { |
| 3730 | "op": Op.GATHER, |
| 3731 | # Only specify 'values' tensor here. 'indices' is generated in op building stage |
| 3732 | "operands": (1, 0), |
| 3733 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3734 | "build_fcn": ( |
| 3735 | build_gather, |
| 3736 | TosaTensorGen.tgBasic, |
| 3737 | TosaTensorValuesGen.tvgDefault, |
| 3738 | None, |
| 3739 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3740 | "types": ( |
| 3741 | DType.INT8, |
| 3742 | DType.INT16, |
| 3743 | DType.INT32, |
| 3744 | DType.FP16, |
| 3745 | DType.BF16, |
| 3746 | DType.FP32, |
| 3747 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3748 | "error_if_validators": ( |
| 3749 | TosaErrorValidator.evWrongInputType, |
| 3750 | TosaErrorValidator.evWrongOutputType, |
| 3751 | TosaErrorValidator.evWrongInputList, |
| 3752 | TosaErrorValidator.evWrongOutputList, |
| 3753 | TosaErrorValidator.evWrongRank, |
| 3754 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3755 | }, |
| 3756 | "scatter": { |
| 3757 | "op": Op.SCATTER, |
| 3758 | # Only specify 'values_in' tensor here. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3759 | # 'indices' and 'input' are generated in op building stage |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3760 | "operands": (2, 0), |
| 3761 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3762 | "build_fcn": ( |
| 3763 | build_scatter, |
| 3764 | TosaTensorGen.tgScatter, |
| 3765 | TosaTensorValuesGen.tvgDefault, |
| 3766 | None, |
| 3767 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3768 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3769 | "error_if_validators": ( |
| 3770 | TosaErrorValidator.evWrongInputType, |
| 3771 | TosaErrorValidator.evWrongOutputType, |
| 3772 | TosaErrorValidator.evWrongInputList, |
| 3773 | TosaErrorValidator.evWrongOutputList, |
| 3774 | TosaErrorValidator.evWrongRank, |
| 3775 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3776 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3777 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3778 | "resize": { |
| 3779 | "op": Op.RESIZE, |
| 3780 | "operands": (1, 0), |
| 3781 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3782 | "build_fcn": ( |
| 3783 | build_resize, |
| 3784 | TosaTensorGen.tgNHWC, |
| 3785 | TosaTensorValuesGen.tvgDefault, |
| 3786 | TosaArgGen.agResize, |
| 3787 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3788 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3789 | "invalid_test_validators": ( |
| 3790 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3791 | ), |
| 3792 | "error_if_validators": ( |
| 3793 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3794 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 3795 | TosaErrorValidator.evScaleNLargerMax, |
| 3796 | TosaErrorValidator.evScaleDLargerMax, |
| 3797 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3798 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3799 | TosaErrorValidator.evBorderSmallerMin, |
| 3800 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3801 | TosaErrorValidator.evWrongInputType, |
| 3802 | TosaErrorValidator.evWrongOutputType, |
| 3803 | TosaErrorValidator.evWrongRank, |
| 3804 | TosaErrorValidator.evWrongInputList, |
| 3805 | TosaErrorValidator.evWrongOutputList, |
| 3806 | TosaErrorValidator.evBatchMismatch, |
| 3807 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 3808 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 3809 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3810 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3811 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3812 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3813 | "cast": { |
| 3814 | "op": Op.CAST, |
| 3815 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3816 | "build_fcn": ( |
| 3817 | build_cast, |
| 3818 | TosaTensorGen.tgBasic, |
| 3819 | TosaTensorValuesGen.tvgDefault, |
| 3820 | TosaArgGen.agCast, |
| 3821 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3822 | "types": ( |
| 3823 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3824 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3825 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3826 | DType.INT8, |
| 3827 | DType.INT16, |
| 3828 | DType.INT32, |
| 3829 | DType.BOOL, |
| 3830 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3831 | "error_if_validators": ( |
| 3832 | TosaErrorValidator.evWrongInputType, |
| 3833 | TosaErrorValidator.evWrongOutputType, |
| 3834 | TosaErrorValidator.evWrongInputList, |
| 3835 | TosaErrorValidator.evWrongOutputList, |
| 3836 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3837 | }, |
| 3838 | "rescale": { |
| 3839 | "op": Op.RESCALE, |
| 3840 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3841 | "build_fcn": ( |
| 3842 | build_rescale, |
| 3843 | TosaTensorGen.tgBasic, |
| 3844 | TosaTensorValuesGen.tvgDefault, |
| 3845 | TosaArgGen.agRescale, |
| 3846 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3847 | "types": [ |
| 3848 | DType.UINT8, |
| 3849 | DType.INT8, |
| 3850 | DType.INT16, |
| 3851 | DType.INT32, |
| 3852 | DType.INT48, |
| 3853 | DType.UINT16, |
| 3854 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3855 | "error_if_validators": ( |
| 3856 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3857 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 3858 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 3859 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3860 | TosaErrorValidator.evScaleTrue, |
| 3861 | TosaErrorValidator.evScaleNotTrue, |
| 3862 | TosaErrorValidator.evWrongInputType, |
| 3863 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3864 | TosaErrorValidator.evWrongInputList, |
| 3865 | TosaErrorValidator.evWrongOutputList, |
| 3866 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3867 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3868 | # Custom |
| 3869 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3870 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3871 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 3872 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 3873 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3874 | "cond_if_const": { |
| 3875 | "op": Op.COND_IF, |
| 3876 | "operands": (0, 2), |
| 3877 | "build_fcn": ( |
| 3878 | build_cond_if_const, |
| 3879 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3880 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3881 | TosaArgGen.agCondIf, |
| 3882 | ), |
| 3883 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3884 | "error_if_validators": ( |
| 3885 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3886 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 3887 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 3888 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3889 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3890 | }, |
| 3891 | "cond_if_binary": { |
| 3892 | "op": Op.COND_IF, |
| 3893 | "operands": (2, 0), |
| 3894 | "build_fcn": ( |
| 3895 | build_cond_if_binary, |
| 3896 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3897 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3898 | TosaArgGen.agCondIf, |
| 3899 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 3900 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3901 | "error_if_validators": ( |
| 3902 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 3903 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 3904 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 3905 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 3906 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 3907 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3908 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3909 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3910 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3911 | "while_loop": { |
| 3912 | "op": Op.WHILE_LOOP, |
| 3913 | "operands": (0, 1), |
| 3914 | "build_fcn": ( |
| 3915 | build_while_loop, |
| 3916 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3917 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3918 | TosaArgGen.agWhileLoop, |
| 3919 | ), |
| 3920 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3921 | "error_if_validators": ( |
| 3922 | TosaErrorValidator.evInputListOutputListMismatch, |
| 3923 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 3924 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 3925 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 3926 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 3927 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3928 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3929 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 3930 | "rfft2d": { |
| 3931 | "op": Op.RFFT2D, |
| 3932 | "operands": (1, 0), |
| 3933 | "rank": (3, 3), |
| 3934 | "build_fcn": ( |
| 3935 | build_rfft2d, |
| 3936 | TosaTensorGen.tgRFFT2d, |
| 3937 | TosaTensorValuesGen.tvgDefault, |
| 3938 | TosaArgGen.agNone, |
| 3939 | ), |
| 3940 | "types": [DType.FP32], |
| 3941 | "error_if_validators": ( |
| 3942 | TosaErrorValidator.evWrongInputType, |
| 3943 | TosaErrorValidator.evWrongOutputType, |
| 3944 | TosaErrorValidator.evWrongInputList, |
| 3945 | TosaErrorValidator.evWrongOutputList, |
| 3946 | TosaErrorValidator.evWrongRank, |
| 3947 | TosaErrorValidator.evBatchMismatch, |
| 3948 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 3949 | ), |
| 3950 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3951 | } |
| 3952 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3953 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3954 | class OutputShaper: |
| 3955 | # Methods in this class compute the expected output shape and datatype |
| 3956 | # for common classes of operations |
| 3957 | def __init__(self): |
| 3958 | pass |
| 3959 | |
| 3960 | # These methods return arguments that can be used for |
| 3961 | # creating a new output tensor |
| 3962 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3963 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 3964 | if error_name != ErrorIf.RankMismatch: |
| 3965 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3966 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3967 | |
| 3968 | shape = [] |
| 3969 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3970 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3971 | shape.append(b.shape[i]) |
| 3972 | else: |
| 3973 | shape.append(a.shape[i]) |
| 3974 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3975 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3976 | all_dtypes = [ |
| 3977 | DType.INT8, |
| 3978 | DType.INT16, |
| 3979 | DType.INT32, |
| 3980 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3981 | DType.FP16, |
| 3982 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3983 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3984 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 3985 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 3986 | outputDType = rng.choice(wrong_dtypes) |
| 3987 | else: |
| 3988 | outputDType = a.dtype |
| 3989 | |
| 3990 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3991 | |
| 3992 | @staticmethod |
| 3993 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3994 | assert len(a.shape) == len(b.shape) |
| 3995 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3996 | |
| 3997 | shape = [] |
| 3998 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3999 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4000 | shape.append(a.shape[i]) |
| 4001 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4002 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4003 | |
| 4004 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4005 | def unaryOp(ser, rng, a, error_name=None): |
| 4006 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4007 | all_dtypes = [ |
| 4008 | DType.INT8, |
| 4009 | DType.INT16, |
| 4010 | DType.INT32, |
| 4011 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4012 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4013 | DType.FP16, |
| 4014 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4015 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4016 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4017 | outputDType = rng.choice(wrong_dtypes) |
| 4018 | else: |
| 4019 | outputDType = a.dtype |
| 4020 | |
| 4021 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4022 | |
| 4023 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4024 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4025 | if error_name != ErrorIf.RankMismatch: |
| 4026 | 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] | 4027 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4028 | |
| 4029 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4030 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4031 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4032 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4033 | else: |
| 4034 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4035 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4036 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4037 | all_dtypes = [ |
| 4038 | DType.INT8, |
| 4039 | DType.INT16, |
| 4040 | DType.INT32, |
| 4041 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4042 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4043 | DType.FP16, |
| 4044 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4045 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4046 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4047 | outputDType = rng.choice(wrong_dtypes) |
| 4048 | else: |
| 4049 | outputDType = a.dtype |
| 4050 | |
| 4051 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4052 | |
| 4053 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4054 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4055 | if error_name != ErrorIf.RankMismatch: |
| 4056 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4057 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4058 | |
| 4059 | # Do broadcast |
| 4060 | shape = [] |
| 4061 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4062 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4063 | shape.append(b.shape[i]) |
| 4064 | else: |
| 4065 | shape.append(a.shape[i]) |
| 4066 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4067 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4068 | wrong_dtypes = [ |
| 4069 | DType.INT8, |
| 4070 | DType.INT16, |
| 4071 | DType.INT32, |
| 4072 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4073 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4074 | DType.FP16, |
| 4075 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4076 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4077 | outputDType = rng.choice(wrong_dtypes) |
| 4078 | else: |
| 4079 | outputDType = DType.BOOL |
| 4080 | |
| 4081 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4082 | |
| 4083 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4084 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4085 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4086 | if error_name not in [ |
| 4087 | ErrorIf.AxisSmallerZero, |
| 4088 | ErrorIf.AxisLargerRank, |
| 4089 | ErrorIf.ShapeOfAxisNotOne, |
| 4090 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4091 | shape[axis] = 1 |
| 4092 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4093 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4094 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4095 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4096 | all_dtypes = [ |
| 4097 | DType.INT8, |
| 4098 | DType.INT16, |
| 4099 | DType.INT32, |
| 4100 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4101 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4102 | DType.FP16, |
| 4103 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4104 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4105 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4106 | outputDType = rng.choice(wrong_dtypes) |
| 4107 | else: |
| 4108 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4109 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4110 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4111 | |
| 4112 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4113 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4114 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4115 | |
| 4116 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4117 | del shape[axis] |
| 4118 | |
| 4119 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4120 | remove = rng.choice([True, False]) |
| 4121 | if remove and len(shape) > 1: |
| 4122 | del shape[0] |
| 4123 | else: |
| 4124 | shape.append(1) |
| 4125 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4126 | for i in range(len(shape)): |
| 4127 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4128 | |
| 4129 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4130 | all_dtypes = [ |
| 4131 | DType.INT8, |
| 4132 | DType.INT16, |
| 4133 | DType.INT32, |
| 4134 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4135 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4136 | DType.FP16, |
| 4137 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4138 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4139 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4140 | outputDType = rng.choice(wrong_dtypes) |
| 4141 | else: |
| 4142 | outputDType = DType.INT32 |
| 4143 | |
| 4144 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4145 | |
| 4146 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4147 | def conv2dOp( |
| 4148 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4149 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4150 | |
| 4151 | # IFM: NHWC |
| 4152 | # Filter: OHWI |
| 4153 | # OFM: NHWC |
| 4154 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4155 | h = ( |
| 4156 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4157 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4158 | + padding[0] |
| 4159 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4160 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4161 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4162 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4163 | w = ( |
| 4164 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4165 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4166 | + padding[2] |
| 4167 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4168 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4169 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4170 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4171 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4172 | choices = [1, 2, 3] |
| 4173 | change = rng.choice(choices) |
| 4174 | # increment in multiples of stride to not hit non-integer error case |
| 4175 | if change in [1, 3]: |
| 4176 | h = h + (rng.choice(choices) * strides[0]) |
| 4177 | if change in [2, 3]: |
| 4178 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4179 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4180 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 4181 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4182 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4183 | # Pick some potentially correct output dtype if input type is incorrect |
| 4184 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4185 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4186 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4187 | |
| 4188 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4189 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4190 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4191 | else: |
| 4192 | excludes = [out_dtype] |
| 4193 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4194 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4195 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4196 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4197 | |
| 4198 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4199 | def conv3dOp( |
| 4200 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4201 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4202 | |
| 4203 | # IFM: NDHWC |
| 4204 | # Filter: ODHWI |
| 4205 | # OFM: NDHWC |
| 4206 | |
| 4207 | d = ( |
| 4208 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4209 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4210 | + padding[0] |
| 4211 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4212 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4213 | ) // strides[0] + 1 |
| 4214 | |
| 4215 | h = ( |
| 4216 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4217 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4218 | + padding[2] |
| 4219 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4220 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4221 | ) // strides[1] + 1 |
| 4222 | |
| 4223 | w = ( |
| 4224 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4225 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4226 | + padding[4] |
| 4227 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4228 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4229 | ) // strides[2] + 1 |
| 4230 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4231 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4232 | choices = [1, 2, 3, 4] |
| 4233 | change = rng.choice(choices) |
| 4234 | # increment in multiples of stride to not hit non-integer error case |
| 4235 | if change in [1, 4]: |
| 4236 | d = d + (rng.choice(choices) * strides[0]) |
| 4237 | if change in [2, 4]: |
| 4238 | h = h + (rng.choice(choices) * strides[1]) |
| 4239 | if change in [3, 4]: |
| 4240 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4241 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4242 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 4243 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4244 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4245 | # Pick some potentially correct output dtype if input type is incorrect |
| 4246 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4247 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4248 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4249 | |
| 4250 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4251 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4252 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4253 | else: |
| 4254 | excludes = [out_dtype] |
| 4255 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4256 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 4257 | |
| 4258 | return ser.addOutput(ofm_shape, out_dtype) |
| 4259 | |
| 4260 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4261 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4262 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4263 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4264 | # IFM: NHWC |
| 4265 | # Filter: HWCM |
| 4266 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4267 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4268 | h = ( |
| 4269 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4270 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4271 | + padding[0] |
| 4272 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4273 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4274 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4275 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4276 | w = ( |
| 4277 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4278 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4279 | + padding[2] |
| 4280 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4281 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4282 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4283 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4284 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4285 | choices = [1, 2, 3] |
| 4286 | change = rng.choice(choices) |
| 4287 | # increment in multiples of stride to not hit non-integer error case |
| 4288 | if change in [1, 3]: |
| 4289 | h = h + (rng.choice(choices) * strides[0]) |
| 4290 | if change in [2, 3]: |
| 4291 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4292 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4293 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 4294 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4295 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4296 | # Pick some potentially correct output dtype if input type is incorrect |
| 4297 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4298 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4299 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4300 | |
| 4301 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4302 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4303 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4304 | else: |
| 4305 | excludes = [out_dtype] |
| 4306 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4307 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4308 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4309 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4310 | |
| 4311 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4312 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4313 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4314 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4315 | # 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] | 4316 | h = 1 |
| 4317 | w = 1 |
| 4318 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4319 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 4320 | 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] | 4321 | |
| 4322 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4323 | choices = [1, 2, 3] |
| 4324 | change = rng.choice(choices) |
| 4325 | # increment in multiples of stride to not hit non-integer error case |
| 4326 | if change in [1, 3]: |
| 4327 | h = h + (rng.choice(choices) * stride[0]) |
| 4328 | if change in [2, 3]: |
| 4329 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4330 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4331 | |
| 4332 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4333 | all_dtypes = [ |
| 4334 | DType.INT8, |
| 4335 | DType.INT16, |
| 4336 | DType.INT32, |
| 4337 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4338 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4339 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4340 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4341 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 4342 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 4343 | outputDType = rng.choice(wrong_dtypes) |
| 4344 | else: |
| 4345 | outputDType = ifm.dtype |
| 4346 | |
| 4347 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4348 | |
| 4349 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4350 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4351 | # input: N, IC |
| 4352 | # filter: OC, IC |
| 4353 | # output: N, OC |
| 4354 | |
| 4355 | output_shape = [input.shape[0], filter.shape[0]] |
| 4356 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4357 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 4358 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4359 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4360 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4361 | |
| 4362 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4363 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4364 | # a: N, H, C |
| 4365 | # b: N, C, W |
| 4366 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4367 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 4368 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4369 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4370 | if error_name == ErrorIf.WrongOutputType: |
| 4371 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4372 | incorrect_types = ( |
| 4373 | DType.INT4, |
| 4374 | DType.INT8, |
| 4375 | DType.INT16, |
| 4376 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4377 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4378 | DType.FP16, |
| 4379 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4380 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4381 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4382 | incorrect_types = ( |
| 4383 | DType.INT4, |
| 4384 | DType.INT8, |
| 4385 | DType.INT16, |
| 4386 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4387 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4388 | DType.FP16, |
| 4389 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4390 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4391 | elif ( |
| 4392 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 4393 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4394 | incorrect_types = ( |
| 4395 | DType.INT4, |
| 4396 | DType.INT8, |
| 4397 | DType.INT16, |
| 4398 | DType.INT32, |
| 4399 | DType.INT48, |
| 4400 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4401 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4402 | elif error_name == ErrorIf.WrongInputType: |
| 4403 | # Pick some potentially correct output dtype if input type is incorrect |
| 4404 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4405 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4406 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4407 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4408 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4409 | |
| 4410 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4411 | def concatOp(ser, rng, axis, *a, error_name=None): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4412 | input1 = a[0] |
| 4413 | remaining_inputs = a[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4414 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4415 | # 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] | 4416 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4417 | if not ( |
| 4418 | # unable to concat tensors of different ranks |
| 4419 | error_name == ErrorIf.ConcatInputRankMismatch |
| 4420 | # unable to concat tensors along an invalid axis |
| 4421 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4422 | ): |
| 4423 | for tensor in remaining_inputs: |
| 4424 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4425 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 4426 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 4427 | output_shape[axis] += rng.integers(5, 10) |
| 4428 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4429 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4430 | all_dtypes = { |
| 4431 | DType.INT8, |
| 4432 | DType.INT16, |
| 4433 | DType.INT32, |
| 4434 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4435 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4436 | DType.FP16, |
| 4437 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4438 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4439 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 4440 | outputDType = rng.choice(wrong_dtypes) |
| 4441 | else: |
| 4442 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 4443 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4444 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4445 | |
| 4446 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4447 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4448 | |
| 4449 | output_shape = a.shape.copy() |
| 4450 | |
| 4451 | for i in range(len(output_shape)): |
| 4452 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 4453 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4454 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 4455 | bad_dim = rng.choice(range(len(output_shape))) |
| 4456 | output_shape[bad_dim] -= rng.choice([1, 2]) |
| 4457 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4458 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4459 | all_dtypes = [ |
| 4460 | DType.INT8, |
| 4461 | DType.INT16, |
| 4462 | DType.INT32, |
| 4463 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4464 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4465 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4466 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4467 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4468 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4469 | outputDType = rng.choice(wrong_dtypes) |
| 4470 | else: |
| 4471 | outputDType = a.dtype |
| 4472 | |
| 4473 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4474 | |
| 4475 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4476 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4477 | output_shape = shape.copy() |
| 4478 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4479 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 4480 | for i in range(len(output_shape)): |
| 4481 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 4482 | |
| 4483 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4484 | all_dtypes = [ |
| 4485 | DType.INT8, |
| 4486 | DType.INT16, |
| 4487 | DType.INT32, |
| 4488 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4489 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4490 | DType.FP16, |
| 4491 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4492 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4493 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4494 | outputDType = rng.choice(wrong_dtypes) |
| 4495 | else: |
| 4496 | outputDType = a.dtype |
| 4497 | |
| 4498 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4499 | |
| 4500 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4501 | def sliceOp(ser, rng, a, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4502 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +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 | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4513 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4514 | outputDType = rng.choice(wrong_dtypes) |
| 4515 | else: |
| 4516 | outputDType = a.dtype |
| 4517 | |
| 4518 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
| 4519 | output_shape = size.copy() |
| 4520 | for index in range(len(output_shape)): |
| 4521 | if output_shape[index] <= 2: |
| 4522 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 4523 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4524 | output_shape[index] = output_shape[index] + rng.choice( |
| 4525 | [-2, -1, 1, 2] |
| 4526 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4527 | else: |
| 4528 | output_shape = size.copy() |
| 4529 | |
| 4530 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4531 | |
| 4532 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4533 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4534 | |
| 4535 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4536 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4537 | |
| 4538 | for i in range(len(output_shape)): |
| 4539 | output_shape[i] = a.shape[i] * multiples[i] |
| 4540 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4541 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4542 | all_dtypes = [ |
| 4543 | DType.INT8, |
| 4544 | DType.INT16, |
| 4545 | DType.INT32, |
| 4546 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4547 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4548 | DType.FP16, |
| 4549 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4550 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4551 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4552 | outputDType = rng.choice(wrong_dtypes) |
| 4553 | else: |
| 4554 | outputDType = a.dtype |
| 4555 | |
| 4556 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4557 | |
| 4558 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4559 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4560 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4561 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4562 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4563 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4564 | if error_name == ErrorIf.IndexOutsideBounds: |
| 4565 | for i in range(len(output_shape)): |
| 4566 | output_shape[i] = a.shape[0] |
| 4567 | else: |
| 4568 | for i in range(len(output_shape)): |
| 4569 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4570 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4571 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4572 | all_dtypes = [ |
| 4573 | DType.INT8, |
| 4574 | DType.INT16, |
| 4575 | DType.INT32, |
| 4576 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4577 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4578 | DType.FP16, |
| 4579 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4580 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 4581 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4582 | outputDType = rng.choice(wrong_dtypes) |
| 4583 | else: |
| 4584 | outputDType = a.dtype |
| 4585 | |
| 4586 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4587 | |
| 4588 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4589 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4590 | if error_name != ErrorIf.WrongRank: |
| 4591 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4592 | assert len(indices.shape) == 2 |
| 4593 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4594 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4595 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 4596 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4597 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4598 | all_dtypes = [ |
| 4599 | DType.INT8, |
| 4600 | DType.INT16, |
| 4601 | DType.INT32, |
| 4602 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4603 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4604 | DType.FP16, |
| 4605 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4606 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4607 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 4608 | outputDType = rng.choice(wrong_dtypes) |
| 4609 | else: |
| 4610 | outputDType = values.dtype |
| 4611 | |
| 4612 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4613 | |
| 4614 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4615 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4616 | if error_name != ErrorIf.WrongRank: |
| 4617 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4618 | assert len(indices.shape) == 2 |
| 4619 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4620 | assert values_in.shape[0] == indices.shape[0] # N |
| 4621 | assert input.shape[1] == indices.shape[1] # W |
| 4622 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 4623 | |
| 4624 | output_shape = values_in.shape |
| 4625 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4626 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4627 | all_dtypes = [ |
| 4628 | DType.INT8, |
| 4629 | DType.INT16, |
| 4630 | DType.INT32, |
| 4631 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4632 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4633 | DType.FP16, |
| 4634 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4635 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4636 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 4637 | outputDType = rng.choice(wrong_dtypes) |
| 4638 | else: |
| 4639 | outputDType = values_in.dtype |
| 4640 | |
| 4641 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4642 | |
| 4643 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4644 | def tableOp(ser, rng, input, error_name=None): |
| 4645 | # Same shape as the input, dtype dependent on input dtype |
| 4646 | if error_name != ErrorIf.WrongInputType: |
| 4647 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 4648 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4649 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4650 | wrong_dtypes = [ |
| 4651 | DType.INT8, |
| 4652 | DType.INT16, |
| 4653 | DType.INT32, |
| 4654 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4655 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4656 | DType.FP16, |
| 4657 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4658 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4659 | wrong_dtypes.remove(output_dtype) |
| 4660 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4661 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4662 | |
| 4663 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4664 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4665 | serializer, |
| 4666 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4667 | input, |
| 4668 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4669 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4670 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4671 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4672 | input_dtype, |
| 4673 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4674 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4675 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4676 | # Calculate OH, OW |
| 4677 | scale_y_n = scale[0] |
| 4678 | scale_y_d = scale[1] |
| 4679 | scale_x_n = scale[2] |
| 4680 | scale_x_d = scale[3] |
| 4681 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 4682 | scale_y_n = max(scale_y_n, 1) |
| 4683 | scale_y_d = max(scale_y_d, 1) |
| 4684 | scale_x_n = max(scale_x_n, 1) |
| 4685 | scale_x_d = max(scale_x_d, 1) |
| 4686 | |
| 4687 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 4688 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 4689 | |
| 4690 | if error_name is not None: |
| 4691 | # Make sure the output tensor is valid, which can occur when |
| 4692 | # scale, offset or border have been changed for ERROR_IFs |
| 4693 | oh = max(oh, 1) |
| 4694 | ow = max(ow, 1) |
| 4695 | if error_name != ErrorIf.MaxDimExceeded: |
| 4696 | oh = min(oh, MAX_RESIZE_DIMENSION - 1) |
| 4697 | ow = min(ow, MAX_RESIZE_DIMENSION - 1) |
| 4698 | |
| 4699 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 4700 | choices = [1, 2, 3] |
| 4701 | change = rng.choice(choices) |
| 4702 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 4703 | if change in [1, 3]: |
| 4704 | if oh + scale_y_d >= MAX_RESIZE_DIMENSION: |
| 4705 | oh -= scale_y_d |
| 4706 | assert oh > 0 # Should have been caught in agResize |
| 4707 | else: |
| 4708 | oh += scale_y_d |
| 4709 | if change in [2, 3]: |
| 4710 | if ow + scale_x_d >= MAX_RESIZE_DIMENSION: |
| 4711 | ow -= scale_x_d |
| 4712 | assert ow > 0 # Should have been caught in agResize |
| 4713 | else: |
| 4714 | ow += scale_x_d |
| 4715 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4716 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4717 | output_dims = [ |
| 4718 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4719 | oh, |
| 4720 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4721 | input.shape[0], |
| 4722 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4723 | elif error_name == ErrorIf.BatchMismatch: |
| 4724 | output_dims = [ |
| 4725 | input.shape[0] + rng.integers(1, 10), |
| 4726 | oh, |
| 4727 | ow, |
| 4728 | input.shape[3], |
| 4729 | ] |
| 4730 | elif error_name == ErrorIf.ChannelMismatch: |
| 4731 | output_dims = [ |
| 4732 | input.shape[0], |
| 4733 | oh, |
| 4734 | ow, |
| 4735 | input.shape[3] + rng.integers(1, 10), |
| 4736 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 4737 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4738 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4739 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 4740 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4741 | |
| 4742 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4743 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4744 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4745 | |
| 4746 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4747 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 4748 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 4749 | choices = [1, 2, 3] |
| 4750 | change = rng.choice(choices) |
| 4751 | if change in [1, 3]: |
| 4752 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 4753 | if change in [2, 3]: |
| 4754 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 4755 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4756 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4757 | # Pick some potentially correct output dtype if input type is incorrect |
| 4758 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4759 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4760 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4761 | |
| 4762 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4763 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4764 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4765 | else: |
| 4766 | excludes = [out_dtype] |
| 4767 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 4768 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4769 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4770 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4771 | |
| 4772 | @staticmethod |
| 4773 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 4774 | outputs = [] |
| 4775 | |
| 4776 | input_shape = value.shape |
| 4777 | if error_name != ErrorIf.WrongRank: |
| 4778 | assert len(input_shape) == 3 |
| 4779 | |
| 4780 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 4781 | |
| 4782 | output_dtype = value.dtype |
| 4783 | if error_name == ErrorIf.WrongOutputType: |
| 4784 | excludes = [DType.FP32] |
| 4785 | wrong_dtypes = list(usableDTypes(excludes=excludes)) |
| 4786 | output_dtype = rng.choice(wrong_dtypes) |
| 4787 | elif error_name == ErrorIf.BatchMismatch: |
| 4788 | incorrect_batch = input_shape[0] + rng.integers(1, 10) |
| 4789 | output_shape = [incorrect_batch, *input_shape[1:]] |
| 4790 | |
| 4791 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4792 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 4793 | return outputs |