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@@ -1,124 +1,144 @@
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+import os
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+import os.path
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import argparse
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import logging
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import time
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import numpy as np
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from random import randint
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-import os.path
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+from multiprocessing import Pool
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logging.basicConfig(level=logging.INFO,
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format="%(created)d %(asctime)s:%(module)s(%(lineno)d):%(levelname)s:%(message)s")
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-logger = logging.getLogger(__name__)
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+logger = logging.getLogger()
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logger.debug('Logger started')
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from . import turmit, rpnlib
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from .turmit import Turmit
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-from .world import World, LivingTurmit
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+from .world import World, LivingTurmit, eval_prog
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from .mutator import mutate
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parser = argparse.ArgumentParser(description='Genetic Turmit Evolver')
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-parser.add_argument('--list-op', action='store_const', default=False,
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- const=True)
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-parser.add_argument('--list-var', action='store_const', default=False,
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- const=True)
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-parser.add_argument('--rand-sym', '-r', action='store_const', default=False,
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- const=True)
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+subparsers = parser.add_subparsers(help='sub-commands help')
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+
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+parser_evolve = subparsers.add_parser('evolve', help='evolving help')
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-parser.add_argument('--steps', '-s', type=int, metavar='N', default=1024,
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+parser_evolve.add_argument('--steps', '-s', type=int, metavar='N', default=1024,
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help="Number of steps")
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-parser.add_argument('--try', type=int, metavar='N', default=5)
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+parser_evolve.add_argument('--repeat-eval', type=int, metavar='N', default=5)
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+
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+parser_evolve.add_argument('--world-height', '-y', type=int, metavar='HEIGHT',
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+ default=256)
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+parser_evolve.add_argument('--world-width', '-x', type=int, metavar='WIDTH',
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+ default=256)
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+
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+parser_evolve.add_argument('--turmit-count', '-T', type=int, metavar='N',
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+ default=10)
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+
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+parser_evolve.add_argument('--pool-size', '-p', type=int, metavar='N',
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+ default=10)
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-parser.add_argument('--world-height', '-y', type=int, metavar='HEIGHT',
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- default=256)
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-parser.add_argument('--world-width', '-x', type=int, metavar='WIDTH',
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- default=256)
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+parser_evolve.add_argument('--prog-size', type=int, metavar='SIZE',
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+ default=10)
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-parser.add_argument('--turmit-count', '-T', type=int, metavar='N',
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- default=10)
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+parser_evolve.add_argument('--prog', '-P', type=str, metavar='EXPR',
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+ default=None)
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-parser.add_argument('--pool-size', '-p', type=int, metavar='N',
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- default=20)
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+parser_evolve.add_argument('--threads', type=int, metavar='N',
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+ default=os.cpu_count())
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-parser.add_argument('--prog-size', type=int, metavar='SIZE',
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- default=10)
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+parser_evolve.add_argument('--max-generation', '-G', type=int, metavar='N',
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+ default=0)
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-parser.add_argument('--output-dir', '-O', type=str, metavar='PATH',
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- default=None)
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+parser_gen = subparsers.add_parser('generate', help='evolving help')
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-parser.add_argument('--prog', '-P', type=str, metavar='EXPR',
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- default=None)
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+parser_gen.add_argument('--prog', '-P', type=str, default=None)
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+parser_gen.add_argument('--output', '-o', type=str, default='gte.png')
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+parser_gen.add_argument('--world-height', '-y', type=int, metavar='HEIGHT',
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+ default=256)
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+parser_gen.add_argument('--world-width', '-x', type=int, metavar='WIDTH',
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+ default=256)
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+parser_gen.add_argument('--turmit-count', '-T', type=int, metavar='N',
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+ default=10)
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+parser_gen.add_argument('--steps', '-s', type=int, metavar='N',
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+ default=1024)
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-parser.add_argument('--threads', type=int, metavar='N',
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- default=4)
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args = parser.parse_args()
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-if args.list_op:
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- for i,(op, desc) in enumerate(rpnlib._op_list.items()):
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- print('#%02X %7s%s' % (i, op.upper(), desc[0].__doc__))
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- exit(0)
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-elif args.list_var:
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- print([op.upper() for op in rpnlib._op_list.keys()])
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- exit(0)
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-elif args.rand_sym:
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- for _ in range(10):
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- print(rpnlib.RpnSymbol.random())
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- exit(0)
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-
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-w = World(args.world_height, args.world_width)
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-
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-if args.prog is None:
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- progs = [rpnlib.RpnExpr.random(args.prog_size)
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- for _ in range(args.pool_size)]
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+if 'pool_size' in args:
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+ # Evolver
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+ if args.prog is None:
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+ progs = [rpnlib.RpnExpr.random(args.prog_size)
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+ for _ in range(args.pool_size)]
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+ else:
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+ progs = [rpnlib.RpnExpr.from_string(args.prog)]
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+ progs = [mutate(progs[0], force=True) for _ in range(args.pool_size-1)]
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+
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+ generation = 0
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+
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+ pool = Pool(args.threads)
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+
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+ while True:
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+ if args.max_generation > 0 and generation >= args.max_generation:
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+ exit(0)
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+ scores = []
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+ for i, prog in enumerate(progs):
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+ logger.info('Gen#%d P%d: %s' % (generation, i, str(prog)))
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+ genstart = time.time()
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+ msg = 'Gen#%d Running %d eval with %d turmits and %d steps for each %d progs'
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+ logger.info(msg % (generation, args.repeat_eval, args.turmit_count,
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+ args.steps, args.pool_size))
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+
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+ works = []
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+ for pid, prog in enumerate(progs):
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+ for i in range(args.repeat_eval):
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+ works.append((pid, prog, i, args))
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+ res = pool.map(eval_prog, works)
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+ scores = [0 for _ in range(len(progs))]
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+ for pid, score in res:
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+ scores[pid] += score
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+ scores = [(scores[i] / args.repeat_eval, progs[i])
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+ for i in range(len(progs))]
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+
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+ genstop = time.time()
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+ logger.info('Generation evaluating ended in %.2fs' % (genstop - genstart))
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+
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+ scores = sorted(scores, key=lambda x: x[0], reverse=True)
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+ for i, (score, prog) in enumerate(scores):
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+ logger.debug('P%d %.3f : %s' % (i, score, str(prog)))
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+
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+ for score, prog in scores[:len(scores)//2]:
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+ logger.info('Keeping %.3f : %s' % (score, str(prog)))
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+
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+ progs = [ prog for _, prog in scores[:len(scores)//2]]
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+ for prog in list(progs):
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+ progs.append(mutate(prog, force=True))
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+ if len(progs) >= args.pool_size:
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+ break
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+ generation += 1
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else:
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- progs = [rpnlib.RpnExpr.from_string(args.prog)
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- for _ in range(args.pool_size)]
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-
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-generation = 0
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-
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-while True:
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- scores = []
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- logger.info('Generation %d' % generation)
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- genstart = time.time()
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- for i, prog in enumerate(progs):
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-
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- logger.debug('Running %s' % prog)
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- w.raz()
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- turmits = [LivingTurmit(world=w, prog=prog)
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- for _ in range(args.turmit_count)]
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-
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- start = time.time()
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- for step in range(args.steps):
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- for turmit in turmits:
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- turmit()
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- stop = time.time()
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-
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- score = w.fractdim()
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- scores.append((score, prog))
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- msg = 'Prog %d/%d scores %.3f in %.2fs (%dus per step)'
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- msg %= (i, len(progs), score,
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- stop - start,
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- ((stop - start)*1000000)//args.steps)
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- logger.info(msg)
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-
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- if args.output_dir is not None:
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- filename = 'gte_G%04X_%02d.png' % (generation, i)
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- w.save(os.path.join(args.output_dir,filename))
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- logger.debug('Saved in %s' % filename)
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-
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- genstop = time.time()
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- logger.info('Generation evaluating ended in %.2fs' % (genstop - genstart))
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-
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- scores = sorted(scores, key=lambda x: x[0], reverse=True)
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- for score, prog in scores[:len(scores)//2]:
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- logger.info('Keeping %.3f : %s' % (score, str(prog)))
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-
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- progs = [ prog for _, prog in scores[:len(scores)//2]]
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- for prog in list(progs):
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- progs.append(mutate(prog, force=True))
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- if len(progs) >= args.pool_size:
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- break
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- generation += 1
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+ # Generate
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+ w = World(args.world_height, args.world_width)
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+ prog = rpnlib.RpnExpr.from_string(args.prog)
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+ turmits = [LivingTurmit(world=w, prog=prog)
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+ for _ in range(args.turmit_count)]
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+ msg = 'Generating image for program %s with %d steps and %d turmits'
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+ logger.info(msg % (str(prog), args.steps, args.turmit_count))
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+ start = time.time()
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+ for step in range(args.steps):
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+ for turmit in turmits:
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+ turmit()
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+ stop = time.time()
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+
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+ msg = 'Fractdim %.3f after %d steps in %.2fs (%dus per step)'
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+ msg %= (w.fractdim(), args.steps,
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+ stop - start,
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+ ((stop - start)*1000000)//args.steps)
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+ logger.info(msg)
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+
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+ w.save(args.output)
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+ logger.info('Image saved in %s' % args.output)
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exit(0)
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