Coverage for klayout_pex/kpex_cli.py: 72%

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1#! /usr/bin/env python3 

2# 

3# -------------------------------------------------------------------------------- 

4# SPDX-FileCopyrightText: 2024-2025 Martin Jan Köhler and Harald Pretl 

5# Johannes Kepler University, Institute for Integrated Circuits. 

6# 

7# This file is part of KPEX  

8# (see https://github.com/iic-jku/klayout-pex). 

9# 

10# This program is free software: you can redistribute it and/or modify 

11# it under the terms of the GNU General Public License as published by 

12# the Free Software Foundation, either version 3 of the License, or 

13# (at your option) any later version. 

14# 

15# This program is distributed in the hope that it will be useful, 

16# but WITHOUT ANY WARRANTY; without even the implied warranty of 

17# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 

18# GNU General Public License for more details. 

19# 

20# You should have received a copy of the GNU General Public License 

21# along with this program. If not, see <http://www.gnu.org/licenses/>. 

22# SPDX-License-Identifier: GPL-3.0-or-later 

23# -------------------------------------------------------------------------------- 

24# 

25 

26import argparse 

27from datetime import datetime 

28from enum import StrEnum 

29from functools import cached_property 

30import logging 

31import os 

32import os.path 

33from pathlib import Path 

34import rich.console 

35import rich.markdown 

36import rich.text 

37from rich_argparse import RichHelpFormatter 

38import shlex 

39import shutil 

40import sys 

41from typing import * 

42 

43import klayout.db as kdb 

44import klayout.rdb as rdb 

45 

46from .common.path_validation import validate_files, FileValidationResult 

47from .env import EnvVar, Env 

48from .extraction_engine import ExtractionEngine 

49from .fastercap.fastercap_input_builder import FasterCapInputBuilder 

50from .fastercap.fastercap_model_generator import FasterCapModelGenerator 

51from .fastercap.fastercap_runner import run_fastercap, fastercap_parse_capacitance_matrix 

52from .fastcap.fastcap_runner import run_fastcap, fastcap_parse_capacitance_matrix 

53from .klayout.lvs_runner import LVSRunner 

54from .klayout.lvsdb_extractor import KLayoutExtractionContext, KLayoutExtractedLayerInfo 

55from .klayout.netlist_expander import NetlistExpander 

56from .klayout.netlist_csv import NetlistCSVWriter 

57from .klayout.netlist_printer import NetlistPrinter 

58from .klayout.netlist_reducer import NetlistReducer 

59from .klayout.repair_rdb import repair_rdb 

60from .log import ( 

61 LogLevel, 

62 set_log_level, 

63 register_additional_handler, 

64 deregister_additional_handler, 

65 # console, 

66 # debug, 

67 info, 

68 warning, 

69 subproc, 

70 error, 

71 rule 

72) 

73from .magic.magic_ext_file_parser import parse_magic_pex_run 

74from .magic.magic_runner import ( 

75 MagicPEXMode, 

76 MagicShortMode, 

77 MagicMergeMode, 

78 run_magic, 

79 prepare_magic_script, 

80) 

81from .magic.magic_log_analyzer import MagicLogAnalyzer 

82from .pdk_config import PDKConfig 

83from .rcx25.extractor import RCX25Extractor, ExtractionResults 

84from .rcx25.netlist_expander import RCX25NetlistExpander 

85from .rcx25.pex_mode import PEXMode 

86from .tech_info import TechInfo 

87from .util.multiple_choice import MultipleChoicePattern 

88from .util.argparse_helpers import render_enum_help, true_or_false 

89from .version import __version__ 

90 

91 

92# ------------------------------------------------------------------------------------ 

93 

94PROGRAM_NAME = "kpex" 

95 

96 

97class ArgumentValidationError(Exception): 

98 pass 

99 

100 

101class InputMode(StrEnum): 

102 LVSDB = "lvsdb" 

103 GDS = "gds" 

104 

105 

106# TODO: this should be externally configurable 

107class PDK(StrEnum): 

108 IHP_SG13G2 = 'ihp_sg13g2' 

109 SKY130A = 'sky130A' 

110 

111 @cached_property 

112 def config(self) -> PDKConfig: 

113 # NOTE: installation paths of resources in the distribution wheel differs from source repo 

114 base_dir = os.path.dirname(os.path.realpath(__file__)) 

115 

116 # NOTE: .git can be dir (standalone clone), or file (in case of submodule) 

117 if os.path.exists(os.path.join(base_dir, '..', '.git')): # in source repo 

118 base_dir = os.path.dirname(base_dir) 

119 tech_pb_json_dir = os.path.join(base_dir, 'klayout_pex_protobuf') 

120 else: # site-packages/klayout_pex -> site-packages/klayout_pex_protobuf 

121 tech_pb_json_dir = os.path.join(os.path.dirname(base_dir), 'klayout_pex_protobuf') 

122 

123 match self: 

124 case PDK.IHP_SG13G2: 

125 return PDKConfig( 

126 name=self, 

127 pex_lvs_script_path=os.path.join(base_dir, 'pdk', self, 'libs.tech', 'kpex', 'sg13g2.lvs'), 

128 tech_pb_json_path=os.path.join(tech_pb_json_dir, f"{self}_tech.pb.json") 

129 ) 

130 case PDK.SKY130A: 

131 return PDKConfig( 

132 name=self, 

133 pex_lvs_script_path=os.path.join(base_dir, 'pdk', self, 'libs.tech', 'kpex', 'sky130.lvs'), 

134 tech_pb_json_path=os.path.join(tech_pb_json_dir, f"{self}_tech.pb.json") 

135 ) 

136 

137 

138 

139class KpexCLI: 

140 @staticmethod 

141 def parse_args(arg_list: List[str], 

142 env: Env) -> argparse.Namespace: 

143 # epilog = f"See '{PROGRAM_NAME} <subcommand> -h' for help on subcommand" 

144 epilog = EnvVar.help_epilog_table() 

145 epilog_md = rich.console.Group( 

146 rich.text.Text('Environmental variables:', style='argparse.groups'), 

147 rich.markdown.Markdown(epilog, style='argparse.text') 

148 ) 

149 main_parser = argparse.ArgumentParser(description=f"{PROGRAM_NAME}: " 

150 f"KLayout-integrated Parasitic Extraction Tool", 

151 epilog=epilog_md, 

152 add_help=False, 

153 formatter_class=RichHelpFormatter) 

154 

155 group_special = main_parser.add_argument_group("Special options") 

156 group_special.add_argument("--help", "-h", action='help', help="show this help message and exit") 

157 group_special.add_argument("--version", "-v", action='version', version=f'{PROGRAM_NAME} {__version__}') 

158 group_special.add_argument("--log_level", dest='log_level', default='subprocess', 

159 help=render_enum_help(topic='log_level', enum_cls=LogLevel)) 

160 group_special.add_argument("--threads", dest='num_threads', type=int, 

161 default=os.cpu_count() * 4, 

162 help="number of threads (e.g. for FasterCap) (default is %(default)s)") 

163 

164 group_pex = main_parser.add_argument_group("Parasitic Extraction Setup") 

165 group_pex.add_argument("--pdk", dest="pdk", required=True, 

166 type=PDK, choices=list(PDK), 

167 help=render_enum_help(topic='pdk', enum_cls=PDK)) 

168 

169 group_pex.add_argument("--out_dir", dest="output_dir_base_path", default="output", 

170 help="Run directory path (default is '%(default)s')") 

171 

172 group_pex.add_argument("--out_spice", "-o", dest="output_spice_path", default=None, 

173 help="Optional additional SPICE output path (default is none)") 

174 

175 group_pex_input = main_parser.add_argument_group("Parasitic Extraction Input", 

176 description="Either LVS is run, or an existing LVSDB is used") 

177 group_pex_input.add_argument("--gds", "-g", dest="gds_path", default=None, 

178 help="GDS path (for LVS)") 

179 group_pex_input.add_argument("--schematic", "-s", dest="schematic_path", 

180 help="Schematic SPICE netlist path (for LVS). " 

181 "If none given, a dummy schematic will be created") 

182 group_pex_input.add_argument("--lvsdb", "-l", dest="lvsdb_path", default=None, 

183 help="KLayout LVSDB path (bypass LVS)") 

184 group_pex_input.add_argument("--cell", "-c", dest="cell_name", default=None, 

185 help="Cell (default is the top cell)") 

186 

187 group_pex_input.add_argument("--cache-lvs", dest="cache_lvs", 

188 type=true_or_false, default=True, 

189 help="Used cached LVSDB (for given input GDS) (default is %(default)s)") 

190 group_pex_input.add_argument("--cache-dir", dest="cache_dir_path", default=None, 

191 help="Path for cached LVSDB (default is .kpex_cache within --out_dir)") 

192 group_pex_input.add_argument("--lvs-verbose", dest="klayout_lvs_verbose", 

193 type=true_or_false, default=False, 

194 help="Verbose KLayout LVS output (default is %(default)s)") 

195 

196 group_pex_options = main_parser.add_argument_group("Parasitic Extraction Options") 

197 group_pex_options.add_argument("--blackbox", dest="blackbox_devices", 

198 type=true_or_false, default=False, # TODO: in the future this should be True by default 

199 help="Blackbox devices like MIM/MOM caps, as they are handled by SPICE models " 

200 "(default is %(default)s for testing now)") 

201 group_pex_options.add_argument("--fastercap", dest="run_fastercap", 

202 action='store_true', default=False, 

203 help="Run FasterCap engine (default is %(default)s)") 

204 group_pex_options.add_argument("--fastcap", dest="run_fastcap", 

205 action='store_true', default=False, 

206 help="Run FastCap2 engine (default is %(default)s)") 

207 group_pex_options.add_argument("--magic", dest="run_magic", 

208 action='store_true', default=False, 

209 help="Run MAGIC engine (default is %(default)s)") 

210 group_pex_options.add_argument("--2.5D", dest="run_2_5D", 

211 action='store_true', default=False, 

212 help="Run 2.5D analytical engine (default is %(default)s)") 

213 

214 group_fastercap = main_parser.add_argument_group("FasterCap options") 

215 group_fastercap.add_argument("--k_void", "-k", dest="k_void", 

216 type=float, default=3.9, 

217 help="Dielectric constant of void (default is %(default)s)") 

218 

219 # TODO: reflect that these are also now used by KPEX/2.5D engine! 

220 group_fastercap.add_argument("--delaunay_amax", "-a", dest="delaunay_amax", 

221 type=float, default=50, 

222 help="Delaunay triangulation maximum area (default is %(default)s)") 

223 group_fastercap.add_argument("--delaunay_b", "-b", dest="delaunay_b", 

224 type=float, default=0.5, 

225 help="Delaunay triangulation b (default is %(default)s)") 

226 group_fastercap.add_argument("--geo_check", dest="geometry_check", 

227 type=true_or_false, default=False, 

228 help=f"Validate geometries before passing to FasterCap " 

229 f"(default is False)") 

230 group_fastercap.add_argument("--diel", dest="dielectric_filter", 

231 type=str, default="all", 

232 help=f"Comma separated list of dielectric filter patterns. " 

233 f"Allowed patterns are: (none, all, -dielname1, +dielname2) " 

234 f"(default is %(default)s)") 

235 

236 group_fastercap.add_argument("--tolerance", dest="fastercap_tolerance", 

237 type=float, default=0.05, 

238 help="FasterCap -aX error tolerance (default is %(default)s)") 

239 group_fastercap.add_argument("--d_coeff", dest="fastercap_d_coeff", 

240 type=float, default=0.5, 

241 help=f"FasterCap -d direct potential interaction coefficient to mesh refinement " 

242 f"(default is %(default)s)") 

243 group_fastercap.add_argument("--mesh", dest="fastercap_mesh_refinement_value", 

244 type=float, default=0.5, 

245 help="FasterCap -m Mesh relative refinement value (default is %(default)s)") 

246 group_fastercap.add_argument("--ooc", dest="fastercap_ooc_condition", 

247 type=float, default=2, 

248 help="FasterCap -f out-of-core free memory to link memory condition " 

249 "(0 = don't go OOC, default is %(default)s)") 

250 group_fastercap.add_argument("--auto_precond", dest="fastercap_auto_preconditioner", 

251 type=true_or_false, default=True, 

252 help=f"FasterCap -ap Automatic preconditioner usage (default is %(default)s)") 

253 group_fastercap.add_argument("--galerkin", dest="fastercap_galerkin_scheme", 

254 action='store_true', default=False, 

255 help=f"FasterCap -g Use Galerkin scheme (default is %(default)s)") 

256 group_fastercap.add_argument("--jacobi", dest="fastercap_jacobi_preconditioner", 

257 action='store_true', default=False, 

258 help="FasterCap -pj Use Jacobi preconditioner (default is %(default)s)") 

259 

260 group_magic = main_parser.add_argument_group("MAGIC options") 

261 

262 default_magicrc_path = env.default_magicrc_path 

263 if default_magicrc_path: 

264 magicrc_help = f"Path to magicrc configuration file (default is '{default_magicrc_path}')" 

265 else: 

266 magicrc_help = "Path to magicrc configuration file "\ 

267 "(default not available, PDK and PDK_ROOT must be set!)" 

268 

269 group_magic.add_argument('--magicrc', dest='magicrc_path', default=default_magicrc_path, 

270 help=magicrc_help) 

271 group_magic.add_argument("--magic_mode", dest='magic_pex_mode', 

272 default=MagicPEXMode.DEFAULT, type=MagicPEXMode, choices=list(MagicPEXMode), 

273 help=render_enum_help(topic='magic_mode', enum_cls=MagicPEXMode)) 

274 group_magic.add_argument("--magic_cthresh", dest="magic_cthresh", 

275 type=float, default=0.01, 

276 help="Threshold (in fF) for ignored parasitic capacitances (default is %(default)s). " 

277 "(MAGIC command: ext2spice cthresh <value>)") 

278 group_magic.add_argument("--magic_rthresh", dest="magic_rthresh", 

279 type=int, default=100, 

280 help="Threshold (in Ω) for ignored parasitic resistances (default is %(default)s). " 

281 "(MAGIC command: ext2spice rthresh <value>)") 

282 group_magic.add_argument("--magic_tolerance", dest="magic_tolerance", 

283 type=float, default=1, 

284 help="Set ratio between resistor and device tolerance (default is %(default)s). " 

285 "(MAGIC command: extresist tolerance <value>)") 

286 group_magic.add_argument("--magic_halo", dest="magic_halo", 

287 type=float, default=None, 

288 help="Custom sidewall halo distance (in µm) " 

289 "(MAGIC command: extract halo <value>) (default is no custom halo)") 

290 group_magic.add_argument("--magic_short", dest='magic_short_mode', 

291 default=MagicShortMode.DEFAULT, type=MagicShortMode, choices=list(MagicShortMode), 

292 help=render_enum_help(topic='magic_short', enum_cls=MagicShortMode)) 

293 group_magic.add_argument("--magic_merge", dest='magic_merge_mode', 

294 default=MagicMergeMode.DEFAULT, type=MagicMergeMode, choices=list(MagicMergeMode), 

295 help=render_enum_help(topic='magic_merge', enum_cls=MagicMergeMode)) 

296 

297 group_25d = main_parser.add_argument_group("2.5D options") 

298 group_25d.add_argument("--mode", dest='pex_mode', 

299 default=PEXMode.DEFAULT, type=PEXMode, choices=list(PEXMode), 

300 help=render_enum_help(topic='mode', enum_cls=PEXMode)) 

301 group_25d.add_argument("--halo", dest="halo", 

302 type=float, default=None, 

303 help="Custom sidewall halo distance (in µm) to override tech info " 

304 "(default is no custom halo)") 

305 group_25d.add_argument("--scale", dest="scale_ratio_to_fit_halo", 

306 type=true_or_false, default=True, 

307 help=f"Scale fringe ratios, so that halo distance is 100%% (default is %(default)s)") 

308 

309 if arg_list is None: 

310 arg_list = sys.argv[1:] 

311 args = main_parser.parse_args(arg_list) 

312 

313 # environmental variables and their defaults 

314 args.fastcap_exe_path = env[EnvVar.FASTCAP_EXE] 

315 args.fastercap_exe_path = env[EnvVar.FASTERCAP_EXE] 

316 args.klayout_exe_path = env[EnvVar.KLAYOUT_EXE] 

317 args.magic_exe_path = env[EnvVar.MAGIC_EXE] 

318 

319 return args 

320 

321 @staticmethod 

322 def validate_args(args: argparse.Namespace): 

323 found_errors = False 

324 

325 pdk_config: PDKConfig = args.pdk.config 

326 args.tech_pbjson_path = pdk_config.tech_pb_json_path 

327 args.lvs_script_path = pdk_config.pex_lvs_script_path 

328 

329 def input_file_stem(path: str): 

330 # could be *.gds, or *.gds.gz, so remove all extensions 

331 return os.path.basename(path).split(sep='.')[0] 

332 

333 if not os.path.isfile(args.klayout_exe_path): 

334 path = shutil.which(args.klayout_exe_path) 

335 if not path: 

336 error(f"Can't locate KLayout executable at {args.klayout_exe_path}") 

337 found_errors = True 

338 

339 if not os.path.isfile(args.tech_pbjson_path): 

340 error(f"Can't read technology file at path {args.tech_pbjson_path}") 

341 found_errors = True 

342 

343 if not os.path.isfile(args.lvs_script_path): 

344 error(f"Can't locate LVS script path at {args.lvs_script_path}") 

345 found_errors = True 

346 

347 rule('Input Layout') 

348 

349 # check engines VS input possiblities 

350 match (args.run_magic, args.run_fastcap, args.run_fastercap, args.run_2_5D, 

351 args.gds_path, args.lvsdb_path): 

352 case (True, _, _, _, None, _): 

353 error(f"Running PEX engine MAGIC requires --gds (--lvsdb not possible)") 

354 found_errors = True 

355 case (False, False, False, False, _, _): # at least one engine must be activated 

356 error("No PEX engines activated") 

357 engine_help = """ 

358 | Argument | Description | 

359 | ------------ | ------------------------------- | 

360 | --2.5D | Run KPEX/2.5D analytical engine | 

361 | --fastercap | Run KPEX/FastCap 3D engine | 

362 | --fastercap | Run KPEX/FasterCap 3D engine | 

363 | --magic | Run MAGIC wrapper engine | 

364 """ 

365 subproc(f"\n\nPlease activate one or more engines using the arguments:") 

366 rich.print(rich.markdown.Markdown(engine_help, style='argparse.text')) 

367 found_errors = True 

368 case (_, _, _, _, None, None): 

369 error(f"Neither GDS nor LVSDB was provided") 

370 found_errors = True 

371 

372 # check if we find magicrc 

373 if args.run_magic: 

374 if args.magicrc_path is None: 

375 error(f"magicrc not available, requires any those:\n" 

376 f"\t• set environmental variables PDK_ROOT / PDK\n" 

377 f"\t• pass argument --magicrc") 

378 found_errors = True 

379 else: 

380 result = validate_files([args.magicrc_path]) 

381 for f in result.failures: 

382 error(f"Invalid magicrc: {f.reason} at {str(f.path)}") 

383 found_errors = True 

384 

385 # input mode: LVS or existing LVSDB? 

386 if args.gds_path: 

387 info(f"GDS input file passed, running in LVS mode") 

388 args.input_mode = InputMode.GDS 

389 if not os.path.isfile(args.gds_path): 

390 error(f"Can't read GDS file (LVS input) at path {args.gds_path}") 

391 found_errors = True 

392 else: 

393 args.layout = kdb.Layout() 

394 args.layout.read(args.gds_path) 

395 

396 top_cells = args.layout.top_cells() 

397 

398 if args.cell_name: # explicit user-specified cell name 

399 args.effective_cell_name = args.cell_name 

400 

401 found_cell: Optional[kdb.Cell] = None 

402 for cell in args.layout.cells('*'): 

403 if cell.name == args.effective_cell_name: 

404 found_cell = cell 

405 break 

406 if not found_cell: 

407 error(f"Could not find cell {args.cell_name} in GDS {args.gds_path}") 

408 found_errors = True 

409 

410 is_only_top_cell = len(top_cells) == 1 and top_cells[0].name == args.cell_name 

411 if is_only_top_cell: 

412 info(f"Found cell {args.cell_name} in GDS {args.gds_path} (only top cell)") 

413 else: # there are other cells => extract the top cell to a tmp layout 

414 run_dir_id = f"{input_file_stem(args.gds_path)}__{args.effective_cell_name}" 

415 args.output_dir_path = os.path.join(args.output_dir_base_path, run_dir_id) 

416 os.makedirs(args.output_dir_path, exist_ok=True) 

417 args.effective_gds_path = os.path.join(args.output_dir_path, 

418 f"{args.cell_name}_exported.gds.gz") 

419 info(f"Found cell {args.cell_name} in GDS {args.gds_path}, " 

420 f"but it is not the only top cell, " 

421 f"so layout is exported to: {args.effective_gds_path}") 

422 

423 found_cell.write(args.effective_gds_path) 

424 else: # find top cell 

425 if len(top_cells) == 1: 

426 args.effective_cell_name = top_cells[0].name 

427 info(f"No explicit top cell specified, using top cell '{args.effective_cell_name}'") 

428 else: 

429 args.effective_cell_name = 'TOP' 

430 error(f"Could not determine the default top cell in GDS {args.gds_path}, " 

431 f"there are multiple: {', '.join([c.name for c in top_cells])}. " 

432 f"Use --cell to specify the cell") 

433 found_errors = True 

434 

435 if not hasattr(args, 'effective_gds_path'): 

436 args.effective_gds_path = args.gds_path 

437 elif args.lvsdb_path is not None: 

438 info(f"LVSDB input file passed, bypassing LVS") 

439 args.input_mode = InputMode.LVSDB 

440 if not os.path.isfile(args.lvsdb_path): 

441 error(f"Can't read KLayout LVSDB file at path {args.lvsdb_path}") 

442 found_errors = True 

443 else: 

444 lvsdb = kdb.LayoutVsSchematic() 

445 lvsdb.read(args.lvsdb_path) 

446 top_cell: kdb.Cell = lvsdb.internal_top_cell() 

447 args.effective_cell_name = top_cell.name 

448 

449 if hasattr(args, 'effective_cell_name'): 

450 run_dir_id: str 

451 match args.input_mode: 

452 case InputMode.GDS: 

453 run_dir_id = f"{input_file_stem(args.gds_path)}__{args.effective_cell_name}" 

454 case InputMode.LVSDB: 

455 run_dir_id = f"{input_file_stem(args.lvsdb_path)}__{args.effective_cell_name}" 

456 case _: 

457 raise NotImplementedError(f"Unknown input mode {args.input_mode}") 

458 

459 args.output_dir_path = os.path.join(args.output_dir_base_path, run_dir_id) 

460 os.makedirs(args.output_dir_path, exist_ok=True) 

461 if args.input_mode == InputMode.GDS: 

462 if args.schematic_path: 

463 args.effective_schematic_path = args.schematic_path 

464 if not os.path.isfile(args.schematic_path): 

465 error(f"Can't read schematic (LVS input) at path {args.schematic_path}") 

466 found_errors = True 

467 else: 

468 info(f"LVS input schematic not specified (argument --schematic), using dummy schematic") 

469 args.effective_schematic_path = os.path.join(args.output_dir_path, 

470 f"{args.effective_cell_name}_dummy_schematic.spice") 

471 with open(args.effective_schematic_path, 'w', encoding='utf-8') as f: 

472 f.writelines([ 

473 f".subckt {args.effective_cell_name} VDD VSS\n", 

474 '.ends\n', 

475 '.end\n' 

476 ]) 

477 

478 try: 

479 args.log_level = LogLevel[args.log_level.upper()] 

480 except KeyError: 

481 error(f"Requested log level {args.log_level.lower()} does not exist, " 

482 f"{render_enum_help(topic='log_level', enum_cls=LogLevel, print_default=False)}") 

483 found_errors = True 

484 

485 try: 

486 pattern_string: str = args.dielectric_filter 

487 args.dielectric_filter = MultipleChoicePattern(pattern=pattern_string) 

488 except ValueError as e: 

489 error("Failed to parse --diel arg", e) 

490 found_errors = True 

491 

492 if args.cache_dir_path is None: 

493 args.cache_dir_path = os.path.join(args.output_dir_base_path, '.kpex_cache') 

494 

495 if found_errors: 

496 raise ArgumentValidationError("Argument validation failed") 

497 

498 def create_netlist_printer(self, 

499 args: argparse.Namespace, 

500 extraction_engine: ExtractionEngine): 

501 printer = NetlistPrinter(extraction_engine=extraction_engine, 

502 pdk=args.pdk) 

503 return printer 

504 

505 def build_fastercap_input(self, 

506 args: argparse.Namespace, 

507 pex_context: KLayoutExtractionContext, 

508 tech_info: TechInfo) -> str: 

509 rule('Process stackup') 

510 fastercap_input_builder = FasterCapInputBuilder(pex_context=pex_context, 

511 tech_info=tech_info, 

512 k_void=args.k_void, 

513 delaunay_amax=args.delaunay_amax, 

514 delaunay_b=args.delaunay_b) 

515 gen: FasterCapModelGenerator = fastercap_input_builder.build() 

516 

517 rule('FasterCap Input File Generation') 

518 faster_cap_input_dir_path = os.path.join(args.output_dir_path, 'FasterCap_Input_Files') 

519 os.makedirs(faster_cap_input_dir_path, exist_ok=True) 

520 

521 lst_file = gen.write_fastcap(output_dir_path=faster_cap_input_dir_path, prefix='FasterCap_Input_') 

522 

523 rule('STL File Generation') 

524 geometry_dir_path = os.path.join(args.output_dir_path, 'Geometries') 

525 os.makedirs(geometry_dir_path, exist_ok=True) 

526 gen.dump_stl(output_dir_path=geometry_dir_path, prefix='') 

527 

528 if args.geometry_check: 

529 rule('Geometry Validation') 

530 gen.check() 

531 

532 return lst_file 

533 

534 

535 def run_fastercap_extraction(self, 

536 args: argparse.Namespace, 

537 pex_context: KLayoutExtractionContext, 

538 lst_file: str): 

539 rule('FasterCap Execution') 

540 info(f"Configure number of OpenMP threads (environmental variable OMP_NUM_THREADS) as {args.num_threads}") 

541 os.environ['OMP_NUM_THREADS'] = f"{args.num_threads}" 

542 

543 log_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_FasterCap_Output.txt") 

544 raw_csv_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_FasterCap_Result_Matrix_Raw.csv") 

545 avg_csv_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_FasterCap_Result_Matrix_Avg.csv") 

546 expanded_netlist_path = os.path.join(args.output_dir_path, 

547 f"{args.effective_cell_name}_FasterCap_Expanded_Netlist.cir") 

548 expanded_netlist_csv_path = os.path.join(args.output_dir_path, 

549 f"{args.effective_cell_name}_FasterCap_Expanded_Netlist.csv") 

550 reduced_netlist_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_FasterCap_Reduced_Netlist.cir") 

551 

552 run_fastercap(exe_path=args.fastercap_exe_path, 

553 lst_file_path=lst_file, 

554 log_path=log_path, 

555 tolerance=args.fastercap_tolerance, 

556 d_coeff=args.fastercap_d_coeff, 

557 mesh_refinement_value=args.fastercap_mesh_refinement_value, 

558 ooc_condition=args.fastercap_ooc_condition, 

559 auto_preconditioner=args.fastercap_auto_preconditioner, 

560 galerkin_scheme=args.fastercap_galerkin_scheme, 

561 jacobi_preconditioner=args.fastercap_jacobi_preconditioner) 

562 

563 cap_matrix = fastercap_parse_capacitance_matrix(log_path) 

564 cap_matrix.write_csv(raw_csv_path) 

565 

566 cap_matrix = cap_matrix.averaged_off_diagonals() 

567 cap_matrix.write_csv(avg_csv_path) 

568 

569 netlist_expander = NetlistExpander() 

570 expanded_netlist = netlist_expander.expand( 

571 extracted_netlist=pex_context.lvsdb.netlist(), 

572 top_cell_name=pex_context.annotated_top_cell.name, 

573 cap_matrix=cap_matrix, 

574 blackbox_devices=args.blackbox_devices 

575 ) 

576 

577 # create a nice CSV for reports, useful for spreadsheets 

578 netlist_csv_writer = NetlistCSVWriter() 

579 netlist_csv_writer.write_csv(netlist=expanded_netlist, 

580 top_cell_name=pex_context.annotated_top_cell.name, 

581 output_path=expanded_netlist_csv_path) 

582 

583 rule("Extended netlist (CSV format):") 

584 with open(expanded_netlist_csv_path, 'r') as f: 

585 for line in f.readlines(): 

586 subproc(line[:-1]) # abusing subproc, simply want verbatim 

587 rule() 

588 

589 info(f"Wrote expanded netlist CSV to: {expanded_netlist_csv_path}") 

590 

591 netlist_printer = self.create_netlist_printer(args, ExtractionEngine.FASTERCAP) 

592 netlist_printer.write(expanded_netlist, expanded_netlist_path) 

593 info(f"Wrote expanded netlist to: {expanded_netlist_path}") 

594 

595 # FIXME: should this be already reduced? 

596 if args.output_spice_path: 

597 netlist_printer.write(expanded_netlist, args.output_spice_path) 

598 info(f"Copied expanded SPICE netlist to: {args.output_spice_path}") 

599 

600 netlist_reducer = NetlistReducer() 

601 reduced_netlist = netlist_reducer.reduce(netlist=expanded_netlist, 

602 top_cell_name=pex_context.annotated_top_cell.name) 

603 netlist_printer.write(reduced_netlist, reduced_netlist_path) 

604 info(f"Wrote reduced netlist to: {reduced_netlist_path}") 

605 

606 self._fastercap_extracted_csv_path = expanded_netlist_csv_path 

607 

608 def run_magic_extraction(self, 

609 args: argparse.Namespace): 

610 if args.input_mode != InputMode.GDS: 

611 error(f"MAGIC engine only works with GDS input mode" 

612 f" (currently {args.input_mode})") 

613 return 

614 

615 magic_run_dir = os.path.join(args.output_dir_path, f"magic_{args.magic_pex_mode}") 

616 magic_log_path = os.path.join(magic_run_dir, 

617 f"{args.effective_cell_name}_MAGIC_{args.magic_pex_mode}_Output.txt") 

618 magic_script_path = os.path.join(magic_run_dir, 

619 f"{args.effective_cell_name}_MAGIC_{args.magic_pex_mode}_Script.tcl") 

620 

621 output_netlist_path = os.path.join(magic_run_dir, f"{args.effective_cell_name}.pex.spice") 

622 report_db_path = os.path.join(magic_run_dir, f"{args.effective_cell_name}_MAGIC_report.rdb.gz") 

623 

624 os.makedirs(magic_run_dir, exist_ok=True) 

625 

626 prepare_magic_script(gds_path=args.effective_gds_path, 

627 cell_name=args.effective_cell_name, 

628 run_dir_path=magic_run_dir, 

629 script_path=magic_script_path, 

630 output_netlist_path=output_netlist_path, 

631 pex_mode=args.magic_pex_mode, 

632 c_threshold=args.magic_cthresh, 

633 r_threshold=args.magic_rthresh, 

634 tolerance=args.magic_tolerance, 

635 halo=args.magic_halo, 

636 short_mode=args.magic_short_mode, 

637 merge_mode=args.magic_merge_mode) 

638 

639 run_magic(exe_path=args.magic_exe_path, 

640 magicrc_path=args.magicrc_path, 

641 script_path=magic_script_path, 

642 log_path=magic_log_path) 

643 

644 magic_pex_run = parse_magic_pex_run(Path(magic_run_dir)) 

645 

646 layout = kdb.Layout() 

647 layout.read(args.effective_gds_path) 

648 

649 report = rdb.ReportDatabase('') 

650 magic_log_analyzer = MagicLogAnalyzer(magic_pex_run=magic_pex_run, 

651 report=report, 

652 dbu=layout.dbu) 

653 magic_log_analyzer.analyze() 

654 report.save(report_db_path) 

655 

656 rule("Paths") 

657 subproc(f"Report DB saved at: {report_db_path}") 

658 subproc(f"SPICE netlist saved at: {output_netlist_path}") 

659 

660 if os.path.exists(output_netlist_path): 

661 if args.output_spice_path and os.path.exists(output_netlist_path): 

662 shutil.copy(output_netlist_path, args.output_spice_path) 

663 info(f"Copied expanded SPICE netlist to: {args.output_spice_path}") 

664 

665 rule("MAGIC PEX SPICE netlist") 

666 with open(output_netlist_path, 'r') as f: 

667 subproc(f.read()) 

668 rule() 

669 

670 def run_fastcap_extraction(self, 

671 args: argparse.Namespace, 

672 pex_context: KLayoutExtractionContext, 

673 lst_file: str): 

674 rule('FastCap2 Execution') 

675 

676 log_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_FastCap2_Output.txt") 

677 raw_csv_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_FastCap2_Result_Matrix_Raw.csv") 

678 avg_csv_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_FastCap2_Result_Matrix_Avg.csv") 

679 expanded_netlist_path = os.path.join(args.output_dir_path, 

680 f"{args.effective_cell_name}_FastCap2_Expanded_Netlist.cir") 

681 reduced_netlist_path = os.path.join(args.output_dir_path, 

682 f"{args.effective_cell_name}_FastCap2_Reduced_Netlist.cir") 

683 

684 run_fastcap(exe_path=args.fastcap_exe_path, 

685 lst_file_path=lst_file, 

686 log_path=log_path) 

687 

688 cap_matrix = fastcap_parse_capacitance_matrix(log_path) 

689 cap_matrix.write_csv(raw_csv_path) 

690 

691 cap_matrix = cap_matrix.averaged_off_diagonals() 

692 cap_matrix.write_csv(avg_csv_path) 

693 

694 netlist_expander = NetlistExpander() 

695 expanded_netlist = netlist_expander.expand( 

696 extracted_netlist=pex_context.lvsdb.netlist(), 

697 top_cell_name=pex_context.annotated_top_cell.name, 

698 cap_matrix=cap_matrix, 

699 blackbox_devices=args.blackbox_devices 

700 ) 

701 

702 netlist_printer = self.create_netlist_printer(args, ExtractionEngine.FASTCAP2) 

703 netlist_printer.write(expanded_netlist, expanded_netlist_path) 

704 info(f"Wrote expanded netlist to: {expanded_netlist_path}") 

705 

706 # FIXME: should this be already reduced? 

707 if args.output_spice_path: 

708 netlist_printer.write(expanded_netlist, args.output_spice_path) 

709 info(f"Copied expanded SPICE netlist to: {args.output_spice_path}") 

710 

711 netlist_reducer = NetlistReducer() 

712 reduced_netlist = netlist_reducer.reduce(netlist=expanded_netlist, 

713 top_cell_name=pex_context.annotated_top_cell.name) 

714 netlist_printer.write(reduced_netlist, reduced_netlist_path) 

715 

716 info(f"Wrote reduced netlist to: {reduced_netlist_path}") 

717 

718 def run_kpex_2_5d_engine(self, 

719 args: argparse.Namespace, 

720 pex_context: KLayoutExtractionContext, 

721 tech_info: TechInfo, 

722 report_path: str, 

723 netlist_csv_path: Optional[str], 

724 expanded_netlist_path: Optional[str]): 

725 # TODO: make this separatly configurable 

726 # for now we use 0 

727 args.rcx25d_delaunay_amax = 0 

728 args.rcx25d_delaunay_b = 0.5 

729 

730 extractor = RCX25Extractor(pex_context=pex_context, 

731 pex_mode=args.pex_mode, 

732 delaunay_amax=args.rcx25d_delaunay_amax, 

733 delaunay_b=args.rcx25d_delaunay_b, 

734 scale_ratio_to_fit_halo=args.scale_ratio_to_fit_halo, 

735 tech_info=tech_info, 

736 report_path=report_path) 

737 extraction_results = extractor.extract() 

738 

739 if netlist_csv_path is not None: 

740 # TODO: merge this with klayout_pex/klayout/netlist_csv.py 

741 

742 with open(netlist_csv_path, 'w', encoding='utf-8') as f: 

743 summary = extraction_results.summarize() 

744 

745 f.write('Device;Net1;Net2;Capacitance [fF];Resistance [Ω]\n') 

746 for idx, (key, cap_value) in enumerate(sorted(summary.capacitances.items())): 

747 f.write(f"C{idx + 1};{key.net1};{key.net2};{round(cap_value, 3)};\n") 

748 for idx, (key, res_value) in enumerate(sorted(summary.resistances.items())): 

749 f.write(f"R{idx + 1};{key.net1};{key.net2};;{round(res_value, 3)}\n") 

750 

751 rule('kpex/2.5D extracted netlist (CSV format)') 

752 with open(netlist_csv_path, 'r') as f: 

753 for line in f.readlines(): 

754 subproc(line[:-1]) # abusing subproc, simply want verbatim 

755 

756 rule('Extracted netlist CSV') 

757 subproc(f"{netlist_csv_path}") 

758 

759 if expanded_netlist_path is not None: 

760 rule('kpex/2.5D extracted netlist (SPICE format)') 

761 netlist_expander = RCX25NetlistExpander() 

762 expanded_netlist = netlist_expander.expand( 

763 extracted_netlist=pex_context.lvsdb.netlist(), 

764 top_cell_name=pex_context.annotated_top_cell.name, 

765 extraction_results=extraction_results, 

766 blackbox_devices=args.blackbox_devices 

767 ) 

768 

769 netlist_printer = self.create_netlist_printer(args, ExtractionEngine.K25D) 

770 netlist_printer.write(expanded_netlist, expanded_netlist_path) 

771 subproc(f"Wrote expanded netlist to: {expanded_netlist_path}") 

772 

773 # FIXME: should this be already reduced? 

774 if args.output_spice_path: 

775 netlist_printer.write(expanded_netlist, args.output_spice_path) 

776 info(f"Copied expanded SPICE netlist to: {args.output_spice_path}") 

777 

778 # NOTE: there was a KLayout bug that some of the categories were lost, 

779 # so that the marker browser could not load the report file 

780 try: 

781 report = rdb.ReportDatabase('') 

782 report.load(report_path) # try loading rdb 

783 except Exception as e: 

784 rule("Repair broken marker DB") 

785 warning(f"Detected KLayout bug: RDB can't be loaded due to exception {e}") 

786 repair_rdb(report_path) 

787 

788 return extraction_results 

789 

790 def setup_logging(self, args: argparse.Namespace): 

791 def register_log_file_handler(log_path: str, 

792 formatter: Optional[logging.Formatter]) -> logging.Handler: 

793 handler = logging.FileHandler(log_path) 

794 handler.setLevel(LogLevel.SUBPROCESS) 

795 if formatter: 

796 handler.setFormatter(formatter) 

797 register_additional_handler(handler) 

798 return handler 

799 

800 def reregister_log_file_handler(handler: logging.Handler, 

801 log_path: str, 

802 formatter: Optional[logging.Formatter]): 

803 deregister_additional_handler(handler) 

804 handler.flush() 

805 handler.close() 

806 os.makedirs(args.output_dir_path, exist_ok=True) 

807 new_path = os.path.join(args.output_dir_path, os.path.basename(log_path)) 

808 if os.path.exists(new_path): 

809 ctime = os.path.getctime(new_path) 

810 dt = datetime.fromtimestamp(ctime) 

811 timestamp = dt.strftime('%Y-%m-%d_%H-%M-%S') 

812 backup_path = f"{new_path[:-4]}_{timestamp}.bak.log" 

813 shutil.move(new_path, backup_path) 

814 log_path = shutil.move(log_path, new_path) 

815 register_log_file_handler(log_path, formatter) 

816 

817 # setup preliminary logger 

818 cli_log_path_plain = os.path.join(args.output_dir_base_path, f"kpex_plain.log") 

819 cli_log_path_formatted = os.path.join(args.output_dir_base_path, f"kpex.log") 

820 formatter = logging.Formatter('[%(asctime)s] [%(levelname)s] %(message)s') 

821 file_handler_plain = register_log_file_handler(cli_log_path_plain, None) 

822 file_handler_formatted = register_log_file_handler(cli_log_path_formatted, formatter) 

823 try: 

824 self.validate_args(args) 

825 except ArgumentValidationError: 

826 if hasattr(args, 'output_dir_path'): 

827 reregister_log_file_handler(file_handler_plain, cli_log_path_plain, None) 

828 reregister_log_file_handler(file_handler_formatted, cli_log_path_formatted, formatter) 

829 sys.exit(1) 

830 reregister_log_file_handler(file_handler_plain, cli_log_path_plain, None) 

831 reregister_log_file_handler(file_handler_formatted, cli_log_path_formatted, formatter) 

832 

833 set_log_level(args.log_level) 

834 

835 @staticmethod 

836 def modification_date(filename: str) -> datetime: 

837 t = os.path.getmtime(filename) 

838 return datetime.fromtimestamp(t) 

839 

840 def create_lvsdb(self, args: argparse.Namespace) -> kdb.LayoutVsSchematic: 

841 lvsdb = kdb.LayoutVsSchematic() 

842 

843 match args.input_mode: 

844 case InputMode.LVSDB: 

845 lvsdb.read(args.lvsdb_path) 

846 case InputMode.GDS: 

847 lvs_log_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_lvs.log") 

848 lvsdb_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}.lvsdb.gz") 

849 lvsdb_cache_path = os.path.join(args.cache_dir_path, args.pdk, 

850 os.path.splitroot(os.path.abspath(args.gds_path))[-1], 

851 f"{args.effective_cell_name}.lvsdb.gz") 

852 

853 lvs_needed = True 

854 

855 if args.cache_lvs: 

856 if not os.path.exists(lvsdb_cache_path): 

857 info(f"Cache miss: extracted LVSDB does not exist") 

858 subproc(lvsdb_cache_path) 

859 elif self.modification_date(lvsdb_cache_path) <= self.modification_date(args.gds_path): 

860 info(f"Cache miss: extracted LVSDB is older than the input GDS") 

861 subproc(lvsdb_cache_path) 

862 else: 

863 warning(f"Cache hit: Reusing cached LVSDB") 

864 subproc(lvsdb_cache_path) 

865 lvs_needed = False 

866 

867 if lvs_needed: 

868 lvs_runner = LVSRunner() 

869 lvs_runner.run_klayout_lvs(exe_path=args.klayout_exe_path, 

870 lvs_script=args.lvs_script_path, 

871 gds_path=args.effective_gds_path, 

872 schematic_path=args.effective_schematic_path, 

873 log_path=lvs_log_path, 

874 lvsdb_path=lvsdb_path, 

875 verbose=args.klayout_lvs_verbose) 

876 if args.cache_lvs: 

877 cache_dir_path = os.path.dirname(lvsdb_cache_path) 

878 if not os.path.exists(cache_dir_path): 

879 os.makedirs(cache_dir_path, exist_ok=True) 

880 shutil.copy(lvsdb_path, lvsdb_cache_path) 

881 

882 lvsdb.read(lvsdb_path) 

883 return lvsdb 

884 

885 def main(self, argv: List[str]): 

886 if '-v' not in argv and \ 

887 '--version' not in argv and \ 

888 '-h' not in argv and \ 

889 '--help' not in argv: 

890 rule('Command line arguments') 

891 subproc(' '.join(map(shlex.quote, sys.argv))) 

892 

893 env = Env.from_os_environ() 

894 args = self.parse_args(arg_list=argv[1:], env=env) 

895 

896 os.makedirs(args.output_dir_base_path, exist_ok=True) 

897 self.setup_logging(args) 

898 

899 tech_info = TechInfo.from_json(args.tech_pbjson_path, 

900 dielectric_filter=args.dielectric_filter) 

901 

902 if args.halo is not None: 

903 tech_info.tech.process_parasitics.side_halo = args.halo 

904 

905 if args.run_magic: 

906 rule('MAGIC') 

907 self.run_magic_extraction(args) 

908 

909 # no need to run LVS etc if only running magic engine 

910 if not (args.run_fastcap or args.run_fastercap or args.run_2_5D): 

911 return 

912 

913 rule('Prepare LVSDB') 

914 lvsdb = self.create_lvsdb(args) 

915 

916 pex_context = KLayoutExtractionContext.prepare_extraction(top_cell=args.effective_cell_name, 

917 lvsdb=lvsdb, 

918 tech=tech_info, 

919 blackbox_devices=args.blackbox_devices) 

920 rule('Non-empty layers in LVS database') 

921 for gds_pair, layer_info in pex_context.extracted_layers.items(): 

922 names = [l.lvs_layer_name for l in layer_info.source_layers] 

923 info(f"{gds_pair} -> ({' '.join(names)})") 

924 

925 gds_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_l2n_extracted.oas") 

926 pex_context.annotated_layout.write(gds_path) 

927 

928 gds_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_l2n_internal.oas") 

929 pex_context.lvsdb.internal_layout().write(gds_path) 

930 

931 def dump_layers(cell: str, 

932 layers: List[KLayoutExtractedLayerInfo], 

933 layout_dump_path: str): 

934 layout = kdb.Layout() 

935 layout.dbu = lvsdb.internal_layout().dbu 

936 

937 top_cell = layout.create_cell(cell) 

938 for ulyr in layers: 

939 li = kdb.LayerInfo(*ulyr.gds_pair) 

940 li.name = ulyr.lvs_layer_name 

941 layer = layout.insert_layer(li) 

942 layout.insert(top_cell.cell_index(), layer, ulyr.region.dup()) 

943 

944 layout.write(layout_dump_path) 

945 

946 if len(pex_context.unnamed_layers) >= 1: 

947 layout_dump_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_unnamed_LVS_layers.gds.gz") 

948 dump_layers(cell=args.effective_cell_name, 

949 layers=pex_context.unnamed_layers, 

950 layout_dump_path=layout_dump_path) 

951 

952 if len(pex_context.extracted_layers) >= 1: 

953 layout_dump_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_nonempty_LVS_layers.gds.gz") 

954 nonempty_layers = [l \ 

955 for layers in pex_context.extracted_layers.values() \ 

956 for l in layers.source_layers] 

957 dump_layers(cell=args.effective_cell_name, 

958 layers=nonempty_layers, 

959 layout_dump_path=layout_dump_path) 

960 else: 

961 error("No extracted layers found") 

962 sys.exit(1) 

963 

964 if args.run_fastcap or args.run_fastercap: 

965 lst_file = self.build_fastercap_input(args=args, 

966 pex_context=pex_context, 

967 tech_info=tech_info) 

968 if args.run_fastercap: 

969 self.run_fastercap_extraction(args=args, 

970 pex_context=pex_context, 

971 lst_file=lst_file) 

972 if args.run_fastcap: 

973 self.run_fastcap_extraction(args=args, 

974 pex_context=pex_context, 

975 lst_file=lst_file) 

976 

977 if args.run_2_5D: 

978 rule("kpex/2.5D PEX Engine") 

979 report_path = os.path.join(args.output_dir_path, f"{args.effective_cell_name}_k25d_pex_report.rdb.gz") 

980 netlist_csv_path = os.path.abspath(os.path.join(args.output_dir_path, 

981 f"{args.effective_cell_name}_k25d_pex_netlist.csv")) 

982 netlist_spice_path = os.path.abspath(os.path.join(args.output_dir_path, 

983 f"{args.effective_cell_name}_k25d_pex_netlist.spice")) 

984 

985 self._rcx25_extraction_results = self.run_kpex_2_5d_engine( # NOTE: store for test case 

986 args=args, 

987 pex_context=pex_context, 

988 tech_info=tech_info, 

989 report_path=report_path, 

990 netlist_csv_path=netlist_csv_path, 

991 expanded_netlist_path=netlist_spice_path 

992 ) 

993 

994 self._rcx25_extracted_csv_path = netlist_csv_path 

995 

996 @property 

997 def rcx25_extraction_results(self) -> ExtractionResults: 

998 if not hasattr(self, '_rcx25_extraction_results'): 

999 raise Exception('rcx25_extraction_results is not initialized, was run_kpex_2_5d_engine called?') 

1000 return self._rcx25_extraction_results 

1001 

1002 @property 

1003 def rcx25_extracted_csv_path(self) -> str: 

1004 if not hasattr(self, '_rcx25_extracted_csv_path'): 

1005 raise Exception('rcx25_extracted_csv_path is not initialized, was run_kpex_2_5d_engine called?') 

1006 return self._rcx25_extracted_csv_path 

1007 

1008 @property 

1009 def fastercap_extracted_csv_path(self) -> str: 

1010 if not hasattr(self, '_fastercap_extracted_csv_path'): 

1011 raise Exception('fastercap_extracted_csv_path is not initialized, was run_fastercap_extraction called?') 

1012 return self._fastercap_extracted_csv_path 

1013 

1014 

1015if __name__ == "__main__": 

1016 cli = KpexCLI() 

1017 cli.main(sys.argv)