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