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