Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 1 | #!/usr/bin/env python3 |
Jeremy Johnson | 35396f2 | 2023-01-04 17:05:25 +0000 | [diff] [blame] | 2 | # Copyright (c) 2021-2023, ARM Limited. |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 3 | # SPDX-License-Identifier: Apache-2.0 |
| 4 | """Build conformance tests. |
| 5 | |
| 6 | Steps: |
| 7 | - Specific input shapes (or tests) are specified and produced by using the |
| 8 | settings in the .json files. |
| 9 | - Tests are selected to produce a good coverage. |
| 10 | - Tests are run on the reference model to produce the correct output files. |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 11 | - Tests are converted to JSON and/or copied and saved to desired output directory. |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 12 | """ |
| 13 | import argparse |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 14 | import copy |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 15 | import json |
| 16 | import logging |
| 17 | import multiprocessing as mp |
| 18 | import os |
Jeremy Johnson | fd8c8fe | 2023-10-23 11:55:38 +0100 | [diff] [blame] | 19 | import re |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 20 | import shlex |
| 21 | import shutil |
| 22 | import subprocess |
| 23 | from functools import partial |
| 24 | from itertools import tee |
| 25 | from pathlib import Path |
| 26 | |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 27 | import conformance.model_files as cmf |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 28 | from conformance.test_select import Operator |
| 29 | from convert2conformance.convert2conformance import main as c2c_main |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 30 | from convert2conformance.convert2conformance import OUTPUT_TYPE_DEFAULT |
| 31 | from convert2conformance.convert2conformance import OUTPUT_TYPES |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 32 | from distutils.dir_util import copy_tree |
Jeremy Johnson | fd8c8fe | 2023-10-23 11:55:38 +0100 | [diff] [blame] | 33 | from serializer.tosa_serializer import TOSA_VERSION |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 34 | |
| 35 | logging.basicConfig() |
| 36 | logger = logging.getLogger("tosa_verif_conformance_generator") |
| 37 | |
| 38 | # Configuration for each TOSA profile |
| 39 | PROFILE_OPS_INFO = { |
Jeremy Johnson | 8858862 | 2022-07-12 16:42:29 +0100 | [diff] [blame] | 40 | "tosa-bi": { |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 41 | "operator_test_params": "tosa_base_profile_ops_info.json", |
| 42 | "framework_tests": "tosa_base_profile_framework_ops_info.json", |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 43 | }, |
| 44 | "tosa-mi": { |
| 45 | # Note: This is just the extra tests not in the base profile! |
| 46 | "operator_test_params": "tosa_main_profile_ops_info.json", |
| 47 | "framework_tests": "tosa_main_profile_framework_ops_info.json", |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 48 | }, |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 49 | } |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 50 | PROFILES_ALL = "all" |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 51 | |
Jeremy Johnson | 93d4390 | 2022-09-27 12:26:14 +0100 | [diff] [blame] | 52 | DEFAULT_SEED = 42 |
| 53 | |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 54 | # When there is a dictionary of generator argument lists (groups) only the |
| 55 | # standard group will have negative tests generated for it |
| 56 | STANDARD_GENERATOR_GROUP = "standard" |
| 57 | |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 58 | TEST_VERSION_LATEST = "latest" |
| 59 | TEST_VERSION_V0_60_0 = "v0.60.0" |
| 60 | TEST_VERSIONS = (TEST_VERSION_LATEST, TEST_VERSION_V0_60_0) |
Jeremy Johnson | fd8c8fe | 2023-10-23 11:55:38 +0100 | [diff] [blame] | 61 | REGEX_VERSION = re.compile(r"v([0-9]+)\.([0-9]+)\.([0-9]+)") |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 62 | |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 63 | |
| 64 | class GenConformanceError(Exception): |
| 65 | """Generation error reporting exception.""" |
| 66 | |
| 67 | pass |
| 68 | |
| 69 | |
| 70 | def _run_sh_command(args, cwd, full_cmd): |
| 71 | """Run an external command and capture stdout/stderr.""" |
| 72 | # Quote the command line for printing |
| 73 | full_cmd_esc = [shlex.quote(x) for x in full_cmd] |
| 74 | if args.capture_output: |
| 75 | logger.debug(f"Command: {full_cmd_esc}") |
| 76 | |
| 77 | rc = subprocess.run( |
| 78 | full_cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, cwd=cwd |
| 79 | ) |
| 80 | |
| 81 | if args.capture_output: |
| 82 | stdout = rc.stdout.decode("utf-8") |
| 83 | logger.debug(f"stdout: \n{stdout}") |
| 84 | if rc.returncode != 0: |
| 85 | |
| 86 | raise Exception( |
| 87 | "Error running command: {}.\n{}".format( |
| 88 | " ".join(full_cmd_esc), rc.stderr.decode("utf-8") |
| 89 | ) |
| 90 | ) |
| 91 | return (rc.stdout, rc.stderr) |
| 92 | |
| 93 | |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 94 | def build_op_tests( |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 95 | args, |
| 96 | test_type, |
| 97 | profile, |
| 98 | operator, |
| 99 | group, |
| 100 | gen_args_list, |
| 101 | gen_neg_dim_range, |
| 102 | supports=[], |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 103 | ): |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 104 | """Build tests for a given operator. |
| 105 | |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 106 | Builds a set of tests based on the given generator arguments list |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 107 | |
| 108 | Returns operator output directory |
| 109 | """ |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 110 | build_tests_cmd = "tosa_verif_build_tests" |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 111 | op_build_dir = args.build_dir / profile / group |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 112 | |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 113 | build_cmd_base = [ |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 114 | build_tests_cmd, |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 115 | "--generate-lib-path", |
| 116 | str(args.generate_lib_path), |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 117 | "--filter", |
| 118 | operator, |
| 119 | "-o", |
| 120 | str(op_build_dir), |
| 121 | "--seed", |
Jeremy Johnson | 93d4390 | 2022-09-27 12:26:14 +0100 | [diff] [blame] | 122 | str(args.random_seed), |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 123 | ] |
| 124 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 125 | if "lazy_data_gen" in supports and args.lazy_data_generation: |
| 126 | build_cmd_base.append("--lazy-data-generation") |
| 127 | |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 128 | build_cmds_list = [] |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 129 | |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 130 | if test_type in ["positive", "both"]: |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 131 | # Append extra parameters and run test generator for each set of parameters. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 132 | for arglist in gen_args_list: |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 133 | build_cmd_pos_test = build_cmd_base.copy() |
| 134 | build_cmd_pos_test.extend(["--test-type", "positive"]) |
| 135 | build_cmd_pos_test.extend(arglist) |
| 136 | build_cmds_list.append(build_cmd_pos_test) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 137 | |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 138 | if test_type in ["negative", "both"]: |
Jeremy Johnson | 35396f2 | 2023-01-04 17:05:25 +0000 | [diff] [blame] | 139 | # Get target-dtypes options and any filter string to limit tests |
Jeremy Johnson | 93d4390 | 2022-09-27 12:26:14 +0100 | [diff] [blame] | 140 | target_dtypes_args = [] |
Jeremy Johnson | 35396f2 | 2023-01-04 17:05:25 +0000 | [diff] [blame] | 141 | filter_str = None |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 142 | for arglist in gen_args_list: |
Jeremy Johnson | 93d4390 | 2022-09-27 12:26:14 +0100 | [diff] [blame] | 143 | idx = 0 |
| 144 | while idx < len(arglist): |
| 145 | if arglist[idx] == "--target-dtype": |
| 146 | if arglist[idx + 1] not in target_dtypes_args: |
| 147 | target_dtypes_args.extend(arglist[idx : idx + 2]) |
| 148 | idx += 1 # skip over option (and then argument below) |
Jeremy Johnson | 35396f2 | 2023-01-04 17:05:25 +0000 | [diff] [blame] | 149 | elif arglist[idx] == "--filter": |
| 150 | filter_str = arglist[idx + 1] |
| 151 | idx += 1 # skip over option (and then argument below) |
Jeremy Johnson | 93d4390 | 2022-09-27 12:26:14 +0100 | [diff] [blame] | 152 | idx += 1 |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 153 | build_cmd_neg_test = build_cmd_base.copy() |
Jeremy Johnson | 35396f2 | 2023-01-04 17:05:25 +0000 | [diff] [blame] | 154 | if filter_str: |
| 155 | build_cmd_neg_test.extend(["--filter", filter_str]) |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 156 | build_cmd_neg_test.extend(["--test-type", "negative"]) |
Jeremy Johnson | 93d4390 | 2022-09-27 12:26:14 +0100 | [diff] [blame] | 157 | # Limit sizes of negative tests |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 158 | dim_range = gen_neg_dim_range if gen_neg_dim_range is not None else "1,16" |
| 159 | |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 160 | build_cmd_neg_test.extend(["--tensor-dim-range", dim_range]) |
| 161 | build_cmd_neg_test.extend(target_dtypes_args) |
| 162 | build_cmds_list.append(build_cmd_neg_test) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 163 | |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 164 | logger.debug(f"Creating {operator} tests with {len(build_cmds_list)} parameter(s)") |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 165 | error = False |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 166 | for i, cmd in enumerate(build_cmds_list): |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 167 | try: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 168 | _run_sh_command(args, args.ref_model_path.parent, cmd) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 169 | logger.info( |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 170 | f"{operator} test batch {(i+1)}/{len(build_cmds_list)} created successfully" |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 171 | ) |
| 172 | except Exception as e: |
| 173 | logger.error( |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 174 | f"{operator} test batch {(i+1)}/{len(build_cmds_list)} unsuccessful, skipping" |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 175 | ) |
| 176 | logger.error(f" build_op_tests error: {e} ") |
| 177 | error = True |
| 178 | if error: |
| 179 | raise (GenConformanceError()) |
| 180 | |
| 181 | return op_build_dir |
| 182 | |
| 183 | |
| 184 | def _check_to_include_test(profile, test_name, exclude_negative_tests=False): |
| 185 | """Check test name for exclusions, return False to indicate excluded.""" |
| 186 | excludes = ["ERRORIF"] if exclude_negative_tests else [] |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 187 | |
| 188 | for exclusion in excludes: |
| 189 | if f"_{exclusion}_" in test_name: |
| 190 | return False |
| 191 | return True |
| 192 | |
| 193 | |
| 194 | def _get_all_tests_list( |
| 195 | profile, test_root_dir, operator, exclude_negative_tests=False, include_all=False |
| 196 | ): |
| 197 | """Create test list based on tests in the test_dir.""" |
| 198 | test_dir = test_root_dir / operator |
| 199 | if not test_dir.is_dir(): |
| 200 | # Tests are split into multiple dirs, for example: conv2d_1x1, conv2d_3x3 |
| 201 | test_dir = test_root_dir |
| 202 | directories = [ |
| 203 | tdir for tdir in test_dir.glob("*") if tdir.name.startswith(operator) |
| 204 | ] |
| 205 | else: |
| 206 | directories = [test_dir] |
| 207 | |
| 208 | tests = [] |
| 209 | for tdir in directories: |
| 210 | tests.extend( |
| 211 | [ |
| 212 | test |
| 213 | for test in tdir.glob("*") |
| 214 | if include_all |
| 215 | or _check_to_include_test(profile, test.name, exclude_negative_tests) |
| 216 | ] |
| 217 | ) |
| 218 | return tests |
| 219 | |
| 220 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 221 | def generate_results(args, profile, operator, op_build_dir, supports=[], tests=None): |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 222 | """Run tests on reference model and save result to the test directory.""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 223 | if "lazy_data_gen" in supports and args.lazy_data_generation: |
| 224 | logger.info("Skipping running tests due to lazy data gen") |
| 225 | return |
| 226 | |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 227 | num_cores = args.num_cores |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 228 | |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 229 | # Use the test runner |
| 230 | ref_cmd_base = [ |
| 231 | "tosa_verif_run_tests", |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 232 | "--ref-model-path", |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 233 | str(args.ref_model_path), |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 234 | "--schema-path", |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 235 | str(args.schema_path), |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 236 | "-j", |
| 237 | str(num_cores), |
| 238 | "-v", |
| 239 | "-t", |
| 240 | ] |
| 241 | ref_cmds = [] |
| 242 | |
| 243 | if not tests: |
| 244 | # Do not need to run ERRORIF tests as they don't have result files |
| 245 | tests = _get_all_tests_list( |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 246 | profile, op_build_dir, operator, exclude_negative_tests=True |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 247 | ) |
| 248 | |
| 249 | for test in tests: |
Jeremy Johnson | e2b5e87 | 2023-09-14 17:02:09 +0100 | [diff] [blame] | 250 | desc = test / "desc.json" |
| 251 | with desc.open("r") as fd: |
| 252 | test_desc = json.load(fd) |
| 253 | if "meta" in test_desc and "compliance" in test_desc["meta"]: |
| 254 | logger.info( |
| 255 | f"Skipping generating results for new compliance test - {str(test)}" |
| 256 | ) |
| 257 | continue |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 258 | ref_cmd = ref_cmd_base.copy() |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 259 | ref_cmd.append(str(test.absolute())) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 260 | ref_cmds.append(ref_cmd) |
| 261 | |
| 262 | fail_string = "UNEXPECTED_FAILURE" |
| 263 | failed_counter = 0 |
| 264 | |
| 265 | job_pool = mp.Pool(args.num_cores) |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 266 | sh_partial = partial(_run_sh_command, args, args.ref_model_path.parent) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 267 | pool_results = job_pool.map(sh_partial, ref_cmds) |
| 268 | job_pool.close() |
| 269 | job_pool.join() |
| 270 | |
| 271 | # Use captured output for run_sh_command to work out if test passed. |
| 272 | for i, rc in enumerate(pool_results): |
| 273 | if fail_string in str(rc[0]): |
| 274 | logger.error(f"Test {i+1}/{len(ref_cmds)}: {ref_cmds[i][-1]} failed.") |
| 275 | failed_counter += 1 |
| 276 | else: |
| 277 | logger.info(f"Test {i+1}/{len(ref_cmds)}: {ref_cmds[i][-1]} passed.") |
| 278 | |
| 279 | logger.info(f"{len(ref_cmds)-failed_counter}/{len(ref_cmds)} tests passed") |
| 280 | logger.info("Ran tests on model and saved results of passing tests") |
| 281 | |
| 282 | |
| 283 | def convert_tests( |
| 284 | args, |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 285 | profile, |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 286 | operator, |
| 287 | op_build_dir, |
| 288 | output_dir, |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 289 | op_profiles_list, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 290 | supports=[], |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 291 | tests=None, |
| 292 | group=None, |
| 293 | trim_op_subdir=False, |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 294 | tags=None, |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 295 | ): |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 296 | """Convert/copy tests to output directory.""" |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 297 | if group: |
| 298 | output_dir = output_dir / group |
| 299 | |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 300 | c2c_args_base = ["--strict"] |
| 301 | c2c_args_base.extend(["--schema-path", str(args.schema_path)]) |
| 302 | c2c_args_base.extend(["--flatc-path", str(args.flatc_path)]) |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 303 | c2c_args_base.extend(["--output-type", args.output_type]) |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 304 | # This op maybe in more than one profile - e.g. tosa_bi and tosa_mi |
| 305 | # even if we are only producing tests for tosa_mi |
| 306 | for op_profile in op_profiles_list: |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 307 | c2c_args_base.extend(["--profile", op_profile]) |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 308 | if tags is not None: |
| 309 | for tag in tags: |
| 310 | c2c_args_base.extend(["--tag", tag]) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 311 | if args.framework_schema: |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 312 | c2c_args_base.extend(["--framework-schema", str(args.framework_schema)]) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 313 | if "lazy_data_gen" in supports and args.lazy_data_generation: |
| 314 | c2c_args_base.append("--lazy-data-generation") |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 315 | c2c_args_base.append("--output-directory") |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 316 | |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 317 | c2c_args_list = [] |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 318 | |
| 319 | if not tests: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 320 | tests = _get_all_tests_list(profile, op_build_dir, operator) |
| 321 | logger.info(f"Converting all {profile} profile tests") |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 322 | |
| 323 | # Controls if we copy the tests in their operator sub-directory or not |
| 324 | output_dir_relative_pos = -1 if trim_op_subdir else -2 |
| 325 | for test in tests: |
| 326 | logger.info(f"Test chosen: {test}") |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 327 | c2c_args = c2c_args_base.copy() |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 328 | full_output_directory = output_dir / test.relative_to( |
| 329 | *test.parts[:output_dir_relative_pos] |
| 330 | ) |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 331 | c2c_args.append(str(full_output_directory)) |
| 332 | c2c_args.append(str(test)) |
| 333 | c2c_args_list.append(c2c_args) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 334 | |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 335 | if len(c2c_args_list) == 0: |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 336 | logger.error( |
| 337 | f"No tests found for {operator}. Nothing to convert in {op_build_dir}" |
| 338 | ) |
| 339 | raise (GenConformanceError()) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 340 | |
| 341 | job_pool = mp.Pool(args.num_cores) |
| 342 | |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 343 | pool_results = job_pool.map(c2c_main, c2c_args_list) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 344 | job_pool.close() |
| 345 | job_pool.join() |
| 346 | |
| 347 | failed_counter = 0 |
| 348 | for i, result in enumerate(pool_results): |
| 349 | if result != 0: |
| 350 | logger.error( |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 351 | f"test {i+1}/{len(c2c_args_list)}: {c2c_args_list[i][-1]} failed to convert." |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 352 | ) |
| 353 | failed_counter += 1 |
| 354 | else: |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 355 | logger.info( |
| 356 | f"test {i+1}/{len(c2c_args_list)}: {c2c_args_list[i][-1]} converted" |
| 357 | ) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 358 | logger.info( |
Jeremy Johnson | dd8d9c2 | 2022-12-12 14:18:10 +0000 | [diff] [blame] | 359 | f"{len(c2c_args_list)-failed_counter}/{len(c2c_args_list)} tests successfully converted" |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 360 | ) |
| 361 | |
| 362 | if failed_counter > 0: |
| 363 | logger.error(f"Stopping due to {failed_counter} test conversion errors") |
| 364 | raise (GenConformanceError()) |
| 365 | |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 366 | logger.info("Converted/copied tests and saved to output directory") |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 367 | |
| 368 | return output_dir |
| 369 | |
| 370 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 371 | def get_op_tests_selection( |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 372 | args, |
| 373 | profile, |
| 374 | operator, |
| 375 | op_build_dir, |
| 376 | selection_config, |
| 377 | negative=False, |
| 378 | ignore_missing=False, |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 379 | ): |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 380 | """Use test picker to get subsection of tests generated.""" |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 381 | # Need a full copy of the config as the selector updates it |
| 382 | config = copy.deepcopy(selection_config) |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 383 | logger.info("Choosing {} tests".format(("negative" if negative else "positive"))) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 384 | try: |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 385 | op = Operator.registry[operator]( |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 386 | op_build_dir, config, negative=negative, ignore_missing=ignore_missing |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 387 | ) |
| 388 | except KeyError: |
| 389 | logger.error(f"{operator} operator is not supported by test_select") |
| 390 | raise (GenConformanceError()) |
| 391 | |
| 392 | return op.select_tests() |
| 393 | |
| 394 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 395 | def check_op_tests(args, profile, operator, output_dir): |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 396 | """Move test folders than contain files larger than 30MB to new directory.""" |
| 397 | destination_dir = str(args.output_dir) + "_large_files" |
| 398 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 399 | tests = _get_all_tests_list(profile, output_dir, operator, include_all=True) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 400 | if not tests: |
| 401 | logger.error( |
| 402 | f"Couldn't find any tests to size check for {operator} in {output_dir}" |
| 403 | ) |
| 404 | raise (GenConformanceError()) |
| 405 | |
| 406 | for tdir in tests: |
| 407 | move_dir = False |
| 408 | test_files = [file for file in tdir.glob("*")] |
| 409 | for file in test_files: |
| 410 | file_size = os.stat(file).st_size / 1024**2 |
| 411 | if file_size > 30: |
| 412 | move_dir = True |
| 413 | |
| 414 | if move_dir: |
| 415 | move_destination = destination_dir / tdir.relative_to(output_dir) |
| 416 | logger.warning( |
| 417 | f"{tdir.relative_to(output_dir)} contains files that are too large (>30MB), test moved to new folder: {destination_dir}" |
| 418 | ) |
| 419 | |
| 420 | if move_destination.is_dir(): |
| 421 | logger.warning( |
| 422 | f"{move_destination} directory already exists, deleting existing." |
| 423 | ) |
| 424 | shutil.rmtree(str(move_destination)) |
| 425 | shutil.move(str(tdir), move_destination) |
| 426 | |
| 427 | |
| 428 | def copy_rename_framework_tests(args, operator, test_picks): |
| 429 | """Copy framework tests into new folder and rename them if needed. |
| 430 | |
| 431 | The tests are renamed to match the framework operator names if an |
| 432 | alternate name has been used instead. |
| 433 | """ |
| 434 | framework_tests_dir = args.framework_tests_dir |
| 435 | new_tests_dir = args.build_dir / "frameworks" / operator |
| 436 | os.makedirs(new_tests_dir, exist_ok=True) |
| 437 | |
| 438 | # Get the framework tests operator name |
| 439 | if "alternate_names" in test_picks[operator]: |
| 440 | alternate_names = test_picks[operator]["alternate_names"] |
| 441 | else: |
| 442 | alternate_names = [operator] |
| 443 | |
| 444 | # Get the alternate named test directories for the operator |
| 445 | for alt_name in alternate_names: |
| 446 | test_prefix = f"test_{alt_name}" |
| 447 | test_dirs = list(framework_tests_dir.glob(f"{test_prefix}_*")) |
| 448 | |
| 449 | # Copy tests to new directory and rename to match framework operator names |
| 450 | # - if there is just 1 alternate name, replace the full test prefix |
| 451 | # test_add_... -> add_... |
| 452 | # - if there are multiple alternate names, just replace the "test" |
| 453 | # test_concatv2_... -> concatenation_concatv2_... |
| 454 | old_prefix = test_prefix if len(alternate_names) == 1 else "test" |
| 455 | |
| 456 | for tdir in test_dirs: |
| 457 | new_test_name = tdir.name.replace(old_prefix, operator) |
| 458 | copy_destination = new_tests_dir / new_test_name |
| 459 | logger.debug(f"copying test folder {tdir} to {copy_destination}") |
| 460 | copy_tree(str(tdir), str(copy_destination)) |
| 461 | |
| 462 | logger.info(f"Copied and renamed {len(test_dirs)} framework test folders") |
| 463 | return new_tests_dir.parent |
| 464 | |
| 465 | |
| 466 | def get_framework_tests_selection(args, operator, test_picks, op_build_dir): |
| 467 | """Get the list of pre-chosen tests with relative paths.""" |
| 468 | try: |
| 469 | tests = test_picks[operator]["tests"] |
| 470 | except KeyError: |
| 471 | logger.error(f"Framework test selection not defined for {operator} operator") |
| 472 | raise (GenConformanceError()) |
| 473 | |
| 474 | test_paths = [op_build_dir / operator / test for test in tests] |
| 475 | return test_paths |
| 476 | |
| 477 | |
| 478 | def parse_args(argv=None): |
| 479 | """Parse the arguments.""" |
| 480 | parser = argparse.ArgumentParser() |
Jeremy Johnson | 8858862 | 2022-07-12 16:42:29 +0100 | [diff] [blame] | 481 | profiles = list(PROFILE_OPS_INFO.keys()) |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 482 | profiles.append(PROFILES_ALL) |
Jeremy Johnson | 8858862 | 2022-07-12 16:42:29 +0100 | [diff] [blame] | 483 | parser.add_argument( |
| 484 | "--profile", |
| 485 | dest="profile", |
| 486 | choices=profiles, |
| 487 | default=profiles[0], |
| 488 | type=str, |
| 489 | help=f"TOSA profile (default is {profiles[0]})", |
| 490 | ) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 491 | parser.add_argument( |
| 492 | "--operators", |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 493 | "--op", |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 494 | type=str, |
| 495 | nargs="*", |
| 496 | help="The operator(s) to create tests for, if not supplied all tests will be created", |
| 497 | ) |
| 498 | parser.add_argument( |
Jeremy Johnson | 8858862 | 2022-07-12 16:42:29 +0100 | [diff] [blame] | 499 | "--unit-tests", |
| 500 | dest="unit_tests", |
| 501 | choices=["operator", "framework", "both"], |
| 502 | default="operator", |
| 503 | type=str, |
| 504 | help="Which unit tests are produced (default is operator)", |
| 505 | ) |
| 506 | parser.add_argument( |
| 507 | "--test-type", |
| 508 | dest="test_type", |
| 509 | choices=["positive", "negative", "both"], |
| 510 | default="both", |
| 511 | type=str, |
| 512 | help="Type of tests produced (default is both)", |
| 513 | ) |
| 514 | parser.add_argument( |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 515 | "--lazy-data-generation", |
| 516 | action="store_true", |
| 517 | help="Enable lazy data generation (only for tosa-mi)", |
| 518 | ) |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 519 | rm_group = parser.add_mutually_exclusive_group(required=True) |
| 520 | rm_group.add_argument( |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 521 | "--ref-model-directory", |
| 522 | dest="ref_model_dir", |
| 523 | type=Path, |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 524 | help="(DEPRECATED - use ref-model-path) Reference Model directory - with build directory", |
| 525 | ) |
| 526 | rm_group.add_argument( |
| 527 | "--ref-model-path", |
| 528 | dest="ref_model_path", |
| 529 | type=Path, |
| 530 | help="Path to TOSA reference model executable", |
| 531 | ) |
| 532 | parser.add_argument( |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 533 | "--generate-lib-path", |
| 534 | dest="generate_lib_path", |
| 535 | type=Path, |
| 536 | help=( |
| 537 | "Path to TOSA generate library. Defaults to " |
| 538 | "the library in the directory of `ref-model-path`" |
| 539 | ), |
| 540 | ) |
| 541 | parser.add_argument( |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 542 | "--schema-path", |
| 543 | "--operator-fbs", |
| 544 | dest="schema_path", |
| 545 | type=Path, |
| 546 | help=( |
| 547 | "Path to TOSA reference model flat buffer schema. Defaults to " |
| 548 | f"`{cmf.DEFAULT_REF_MODEL_SCHEMA_PATH}` in parents parent directory of `ref-model-path`" |
| 549 | ), |
| 550 | ) |
| 551 | parser.add_argument( |
| 552 | "--flatc-path", |
| 553 | dest="flatc_path", |
| 554 | type=Path, |
| 555 | help=( |
| 556 | "Path to flatc executable. Defaults to " |
| 557 | f"`{cmf.DEFAULT_REF_MODEL_BUILD_FLATC_PATH}` in parent directory of `ref-model-path`" |
| 558 | ), |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 559 | ) |
Jeremy Johnson | 8858862 | 2022-07-12 16:42:29 +0100 | [diff] [blame] | 560 | parser.add_argument( |
Jeremy Johnson | 9c2fe6e | 2023-10-04 16:55:04 +0100 | [diff] [blame] | 561 | "--test-version", |
| 562 | dest="test_version", |
| 563 | choices=TEST_VERSIONS, |
| 564 | default=TEST_VERSION_LATEST, |
| 565 | help=f"Version of the tests to produce (default is {TEST_VERSION_LATEST})", |
| 566 | ) |
| 567 | parser.add_argument( |
| 568 | "--output-type", |
| 569 | dest="output_type", |
| 570 | choices=OUTPUT_TYPES, |
| 571 | default=OUTPUT_TYPE_DEFAULT, |
| 572 | help=f"Output file type produced (default is {OUTPUT_TYPE_DEFAULT})", |
| 573 | ) |
| 574 | parser.add_argument( |
Jeremy Johnson | 93d4390 | 2022-09-27 12:26:14 +0100 | [diff] [blame] | 575 | "--seed", |
| 576 | dest="random_seed", |
| 577 | default=DEFAULT_SEED, |
| 578 | type=int, |
| 579 | help="Random test seed", |
| 580 | ) |
| 581 | parser.add_argument( |
Jeremy Johnson | 8858862 | 2022-07-12 16:42:29 +0100 | [diff] [blame] | 582 | "--framework-tests-directory", |
| 583 | dest="framework_tests_dir", |
| 584 | type=Path, |
| 585 | default=Path.cwd() / "tests", |
| 586 | help="The pre-built framework tests directory (default is tests)", |
| 587 | ) |
| 588 | parser.add_argument( |
| 589 | "--framework-schema", |
| 590 | dest="framework_schema", |
| 591 | type=Path, |
| 592 | help="Framework flatbuffers schema needed to convert framework models", |
| 593 | ) |
| 594 | parser.add_argument( |
| 595 | "--build-directory", |
| 596 | dest="build_dir", |
| 597 | type=Path, |
| 598 | default=Path.cwd() / "conformance_build", |
| 599 | help="Temporary build directory for files created during this process (default is conformance_build)", |
| 600 | ) |
| 601 | parser.add_argument( |
| 602 | "--output-directory", |
| 603 | dest="output_dir", |
| 604 | type=Path, |
| 605 | default=Path.cwd() / "conformance", |
| 606 | help="Output directory (default is conformance)", |
| 607 | ) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 608 | script_dir = Path(__file__).parent.absolute() |
| 609 | parser.add_argument( |
| 610 | "--test-param-json-directory", |
| 611 | dest="param_json_dir", |
| 612 | type=Path, |
| 613 | default=script_dir, |
Jeremy Johnson | 8858862 | 2022-07-12 16:42:29 +0100 | [diff] [blame] | 614 | help=f"Test parameters (ops info) JSON file directory (default is {script_dir})", |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 615 | ) |
| 616 | parser.add_argument( |
| 617 | "--convert-all-tests", |
| 618 | action="store_true", |
| 619 | help="Converts all tests instead of those picked by test_select", |
| 620 | ) |
| 621 | parser.add_argument( |
| 622 | "--keep-large-files", |
| 623 | action="store_true", |
| 624 | help="Keeps tests that contain files larger than 30MB in output directory", |
| 625 | ) |
| 626 | parser.add_argument( |
| 627 | "--capture-output", |
| 628 | action="store_true", |
| 629 | help="Prints output of running sh commands", |
| 630 | ) |
| 631 | parser.add_argument( |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 632 | "-j", |
| 633 | dest="num_cores", |
| 634 | type=int, |
| 635 | default=6, |
| 636 | help="Number of simultaneous jobs to split the tasks into for multiprocessing", |
| 637 | ) |
| 638 | parser.add_argument( |
| 639 | "-v", |
| 640 | dest="verbosity", |
| 641 | action="count", |
| 642 | default=0, |
| 643 | help="Verbosity (can be used multiple times for more details)", |
| 644 | ) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 645 | args = parser.parse_args(argv) |
| 646 | |
| 647 | return args |
| 648 | |
| 649 | |
Jeremy Johnson | fd8c8fe | 2023-10-23 11:55:38 +0100 | [diff] [blame] | 650 | def in_version(test_version, gen_dict): |
| 651 | """Check if the selected test_version is compatible with the tests.""" |
| 652 | |
| 653 | def version_string_to_numbers(verstr): |
| 654 | # Turn the "vM.mm.pp" string into Major, Minor, Patch versions |
| 655 | if verstr == TEST_VERSION_LATEST: |
| 656 | return (TOSA_VERSION[0], TOSA_VERSION[1], TOSA_VERSION[2]) |
| 657 | else: |
| 658 | match = re.match(REGEX_VERSION, verstr) |
| 659 | if match is None: |
| 660 | raise KeyError(f"Invalid version string {verstr}") |
| 661 | return (int(v) for v in match.groups()) |
| 662 | |
| 663 | if "from_version" in gen_dict: |
| 664 | selected_version = version_string_to_numbers(test_version) |
| 665 | from_version = version_string_to_numbers(gen_dict["from_version"]) |
| 666 | |
| 667 | # Check the Major version is compatible, then Minor, and lastly Patch |
| 668 | # Unless the versions match, we can exit early due to obvious precedence |
| 669 | for sel, fro in zip(selected_version, from_version): |
| 670 | if sel < fro: |
| 671 | # From version is later than selected version |
| 672 | return False |
| 673 | elif sel > fro: |
| 674 | # From version is earlier than selected version |
| 675 | return True |
| 676 | # If we get here, the version numbers match exactly |
| 677 | return True |
| 678 | else: |
| 679 | # No specific version info |
| 680 | return True |
| 681 | |
| 682 | |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 683 | def main(): |
| 684 | args = parse_args() |
| 685 | |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 686 | if args.ref_model_dir is not None: |
| 687 | # Assume the ref model exe path based on the ref model directory |
| 688 | args.ref_model_path = cmf.find_tosa_file( |
| 689 | cmf.TosaFileType.REF_MODEL, args.ref_model_dir, False |
| 690 | ) |
| 691 | if not args.ref_model_path.is_file(): |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 692 | logger.error( |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 693 | f"Missing reference model binary (--ref-model-path): {args.ref_model_path}" |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 694 | ) |
| 695 | return 2 |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 696 | args.ref_model_path = args.ref_model_path.absolute() |
| 697 | |
| 698 | if args.generate_lib_path is None: |
| 699 | args.generate_lib_path = cmf.find_tosa_file( |
| 700 | cmf.TosaFileType.GENERATE_LIBRARY, args.ref_model_path |
| 701 | ) |
| 702 | if not args.generate_lib_path.is_file(): |
| 703 | logger.error( |
| 704 | f"Missing TOSA generate data library (--generate-lib-path): {args.generate_lib_path}" |
| 705 | ) |
| 706 | return 2 |
| 707 | args.generate_lib_path = args.generate_lib_path.absolute() |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 708 | |
| 709 | if args.schema_path is None: |
| 710 | args.schema_path = cmf.find_tosa_file( |
| 711 | cmf.TosaFileType.SCHEMA, args.ref_model_path |
| 712 | ) |
| 713 | if not args.schema_path.is_file(): |
| 714 | logger.error( |
| 715 | f"Missing reference model schema (--schema-path): {args.schema_path}" |
| 716 | ) |
| 717 | return 2 |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 718 | args.schema_path = args.schema_path.absolute() |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 719 | |
| 720 | if args.flatc_path is None: |
| 721 | args.flatc_path = cmf.find_tosa_file( |
| 722 | cmf.TosaFileType.FLATC, args.ref_model_path |
| 723 | ) |
| 724 | if not args.flatc_path.is_file(): |
| 725 | logger.error(f"Missing flatc binary (--flatc-path): {args.flatc_path}") |
| 726 | return 2 |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 727 | args.flatc_path = args.flatc_path.absolute() |
Jeremy Johnson | f0348ea | 2023-09-27 16:10:59 +0100 | [diff] [blame] | 728 | |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 729 | if args.unit_tests in ["framework", "both"]: |
Jeremy Johnson | c1d1c63 | 2023-08-02 17:21:36 +0100 | [diff] [blame] | 730 | logger.warning( |
| 731 | "DEPRECATION - Framework tests are not part of TOSA conformance testing" |
| 732 | ) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 733 | if not args.framework_schema: |
| 734 | logger.error( |
| 735 | "Need to supply location of Framework flatbuffers schema via --framework-schema" |
| 736 | ) |
| 737 | return 2 |
| 738 | if not args.framework_tests_dir.is_dir(): |
| 739 | logger.error( |
| 740 | f"Missing or invalid framework tests directory: {args.framework_tests_dir}" |
| 741 | ) |
| 742 | return 2 |
| 743 | |
| 744 | loglevels = (logging.WARNING, logging.INFO, logging.DEBUG) |
| 745 | loglevel = loglevels[min(args.verbosity, len(loglevels) - 1)] |
| 746 | logger.setLevel(loglevel) |
| 747 | # Set other loggers the same |
| 748 | logging.getLogger("test_select").setLevel(loglevel) |
| 749 | logging.getLogger("convert2conformance").setLevel(loglevel) |
| 750 | |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 751 | print(f"Output directory: {args.output_dir}") |
| 752 | |
Jeremy Johnson | 93d4390 | 2022-09-27 12:26:14 +0100 | [diff] [blame] | 753 | if args.random_seed != DEFAULT_SEED: |
| 754 | logger.warning( |
| 755 | "Random test seed changed from default, tests will not match official conformance" |
| 756 | ) |
| 757 | |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 758 | args.build_dir = args.build_dir.resolve() |
| 759 | logger.debug(f"Creating build directory: {args.build_dir}") |
| 760 | args.build_dir.mkdir(parents=True, exist_ok=True) |
| 761 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 762 | # TODO: For tosa-mi should really generate tosa-bi profile as well |
| 763 | # - for now leave it as subset instead of as superset (for testing) |
| 764 | if args.profile == PROFILES_ALL: |
| 765 | profiles = list(PROFILE_OPS_INFO.keys()) |
| 766 | else: |
| 767 | profiles = [args.profile] |
| 768 | |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 769 | try: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 770 | for profile in profiles: |
| 771 | print(f"Creating conformance tests for TOSA {profile} profile") |
| 772 | # Framework unit tests |
| 773 | if args.unit_tests in ["framework", "both"]: |
| 774 | logger.debug("Creating FRAMEWORK unit tests") |
| 775 | test_picks_file = ( |
| 776 | args.param_json_dir / PROFILE_OPS_INFO[profile]["framework_tests"] |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 777 | ) |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 778 | try: |
| 779 | with open(test_picks_file, "r") as fd: |
| 780 | test_picks = json.load(fd) |
| 781 | except Exception as e: |
| 782 | logger.error( |
| 783 | f"Couldn't load framework tests info - {test_picks_file}: {e}" |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 784 | ) |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 785 | return 1 |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 786 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 787 | operators = args.operators |
| 788 | if not operators: |
| 789 | # Create tests for all the operators |
| 790 | operators = list(test_picks.keys()) |
| 791 | |
| 792 | root_output_dir = ( |
| 793 | args.output_dir / "frameworks" / "tflite" / "operators" |
| 794 | ) |
| 795 | for op in operators: |
| 796 | logger.info(f"FRAMEWORK OP: {op}") |
| 797 | if op not in test_picks: |
| 798 | logger.warning( |
| 799 | f"Framework op {op} not found in {test_picks_file} - skipping" |
| 800 | ) |
| 801 | continue |
| 802 | |
| 803 | op_profiles_list = test_picks[op]["profile"] |
| 804 | if ( |
| 805 | args.profile != PROFILES_ALL |
| 806 | and args.profile not in op_profiles_list |
| 807 | ): |
| 808 | # Skip this operator as not part of the profile chosen |
| 809 | logger.debug(f"Skipping {op} as not part of {args.profile}") |
| 810 | continue |
| 811 | |
| 812 | logger.debug(f"Copying and renaming {op}") |
| 813 | framework_test_dir = copy_rename_framework_tests( |
| 814 | args, op, test_picks |
| 815 | ) |
| 816 | |
| 817 | if args.convert_all_tests: |
| 818 | logger.debug("Running and converting all framework tests") |
| 819 | framework_tests = None # Don't select any |
| 820 | else: |
| 821 | logger.debug("Running and converting selected framework tests") |
| 822 | framework_tests = get_framework_tests_selection( |
| 823 | args, op, test_picks, framework_test_dir |
| 824 | ) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 825 | convert_tests( |
| 826 | args, |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 827 | profile, |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 828 | op, |
| 829 | framework_test_dir, |
| 830 | root_output_dir, |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 831 | op_profiles_list, |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 832 | tests=framework_tests, |
| 833 | trim_op_subdir=True, |
| 834 | ) |
| 835 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 836 | # Operator unit tests |
| 837 | if args.unit_tests in ["operator", "both"]: |
| 838 | logger.debug("Creating OPERATOR unit tests") |
| 839 | test_params_file = ( |
| 840 | args.param_json_dir |
| 841 | / PROFILE_OPS_INFO[profile]["operator_test_params"] |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 842 | ) |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 843 | try: |
| 844 | with open(test_params_file, "r") as fd: |
| 845 | test_params = json.load(fd) |
| 846 | except Exception as e: |
| 847 | logger.error( |
| 848 | f"Couldn't load operator test params - {test_params_file}: {e}" |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 849 | ) |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 850 | return 1 |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 851 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 852 | operators = args.operators |
| 853 | if not operators: |
| 854 | # Create tests for all the operators |
| 855 | operators = list(test_params.keys()) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 856 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 857 | for op in operators: |
| 858 | logger.info(f"OPERATOR: {op}") |
| 859 | if op not in test_params: |
| 860 | logger.warning( |
| 861 | f"{op} operator parameters not found in {test_params_file} - skipping" |
| 862 | ) |
| 863 | continue |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 864 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 865 | op_profiles_list = test_params[op]["profile"] |
| 866 | if ( |
| 867 | args.profile != PROFILES_ALL |
| 868 | and args.profile not in op_profiles_list |
| 869 | ): |
| 870 | # Skip this operator as not part of the profile chosen |
| 871 | logger.debug(f"Skipping {op} as not part of {args.profile}") |
| 872 | continue |
| 873 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 874 | operator_group = test_params[op]["group"] |
| 875 | root_output_dir = args.output_dir / "operators" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 876 | supports = ( |
| 877 | test_params[op]["support_for"] |
| 878 | if "support_for" in test_params[op] |
| 879 | else [] |
| 880 | ) |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 881 | |
| 882 | # Iterate through the generation groups selecting tests from each |
| 883 | for gen_name, gen_dict in test_params[op]["generation"].items(): |
Jeremy Johnson | fd8c8fe | 2023-10-23 11:55:38 +0100 | [diff] [blame] | 884 | |
| 885 | if not in_version(args.test_version, gen_dict): |
| 886 | logger.warning( |
| 887 | f"{op} [{gen_name}] is not in {args.test_version} - skipping" |
| 888 | ) |
| 889 | continue |
| 890 | |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 891 | no_neg_tests = ( |
| 892 | "no_negative_tests" in gen_dict |
| 893 | and gen_dict["no_negative_tests"] == "true" |
| 894 | ) |
| 895 | |
| 896 | if no_neg_tests: |
| 897 | if args.test_type == "negative": |
| 898 | logger.info( |
| 899 | f"No negative tests for {op} / generation group {gen_name}" |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 900 | ) |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 901 | continue |
| 902 | # Only produce positive tests |
| 903 | test_type = "positive" |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 904 | else: |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 905 | test_type = args.test_type |
| 906 | |
| 907 | gen_neg_dim_range = ( |
| 908 | gen_dict["negative_dim_range"] |
| 909 | if "negative_dim_range" in gen_dict |
| 910 | else None |
| 911 | ) |
| 912 | |
| 913 | ignore_missing = gen_name != STANDARD_GENERATOR_GROUP |
| 914 | tags = ( |
| 915 | [gen_name] if gen_name != STANDARD_GENERATOR_GROUP else None |
| 916 | ) |
| 917 | |
| 918 | op_build_dir = build_op_tests( |
| 919 | args, |
| 920 | test_type, |
| 921 | profile, |
| 922 | op, |
| 923 | gen_name, |
| 924 | gen_dict["generator_args"], |
| 925 | gen_neg_dim_range, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 926 | supports=supports, |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 927 | ) |
| 928 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 929 | # Work out which selection criteria we are using |
| 930 | if "selector" in gen_dict: |
| 931 | selector_name = gen_dict["selector"] |
| 932 | if selector_name not in test_params[op]["selection"]: |
| 933 | logger.warn( |
| 934 | f"Could not find {selector_name} in selection dict for {op} - using default" |
| 935 | ) |
| 936 | selector_name = "default" |
| 937 | else: |
| 938 | selector_name = "default" |
| 939 | if selector_name not in test_params[op]["selection"]: |
| 940 | logger.error( |
| 941 | f"Could not find {selector_name} in selection dict for {op}" |
| 942 | ) |
| 943 | raise (GenConformanceError()) |
| 944 | |
| 945 | # Selection criteria |
| 946 | selection_config = test_params[op]["selection"][selector_name] |
| 947 | |
Jeremy Johnson | 76c6a55 | 2023-09-11 09:30:02 +0100 | [diff] [blame] | 948 | if args.convert_all_tests: |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 949 | logger.debug(f"Running and converting all {op} tests") |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 950 | generate_results( |
| 951 | args, profile, op, op_build_dir, supports=supports |
| 952 | ) |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 953 | operator_test_list = None |
| 954 | else: |
| 955 | logger.debug( |
| 956 | f"Running and converting selection of {op} tests" |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 957 | ) |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 958 | if test_type in ["positive", "both"]: |
Jeremy Johnson | 76c6a55 | 2023-09-11 09:30:02 +0100 | [diff] [blame] | 959 | if ( |
| 960 | "all" in selection_config |
| 961 | and selection_config["all"] == "true" |
| 962 | ): |
| 963 | # Just get all the positive tests |
| 964 | tests_gen, tests_gen2 = tee( |
| 965 | _get_all_tests_list( |
| 966 | profile, |
| 967 | op_build_dir, |
| 968 | op, |
| 969 | exclude_negative_tests=True, |
| 970 | ) |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 971 | ) |
Jeremy Johnson | 76c6a55 | 2023-09-11 09:30:02 +0100 | [diff] [blame] | 972 | else: |
| 973 | # Get a selection of positive tests |
| 974 | tests_gen, tests_gen2 = tee( |
| 975 | get_op_tests_selection( |
| 976 | args, |
| 977 | profile, |
| 978 | op, |
| 979 | op_build_dir, |
| 980 | selection_config, |
| 981 | ignore_missing=ignore_missing, |
| 982 | ) |
| 983 | ) |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 984 | generate_results( |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 985 | args, |
| 986 | profile, |
| 987 | op, |
| 988 | op_build_dir, |
| 989 | supports=supports, |
| 990 | tests=tests_gen, |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 991 | ) |
| 992 | operator_test_list = list(tests_gen2) |
| 993 | else: |
| 994 | operator_test_list = [] |
| 995 | if test_type in ["negative", "both"]: |
| 996 | operator_test_list.extend( |
| 997 | get_op_tests_selection( |
| 998 | args, |
| 999 | profile, |
| 1000 | op, |
| 1001 | op_build_dir, |
| 1002 | selection_config, |
| 1003 | negative=True, |
| 1004 | ) |
| 1005 | ) |
| 1006 | output_dir = convert_tests( |
| 1007 | args, |
| 1008 | profile, |
| 1009 | op, |
| 1010 | op_build_dir, |
| 1011 | root_output_dir, |
| 1012 | op_profiles_list, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1013 | supports=supports, |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 1014 | tests=operator_test_list, |
| 1015 | group=operator_group, |
| 1016 | tags=tags, |
| 1017 | ) |
| 1018 | if not args.keep_large_files: |
| 1019 | check_op_tests(args, profile, op, output_dir) |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 1020 | except GenConformanceError: |
| 1021 | return 1 |
| 1022 | |
| 1023 | return 0 |
| 1024 | |
| 1025 | |
| 1026 | if __name__ == "__main__": |
| 1027 | exit(main()) |