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How to use func_name method in Slash
Best Python code snippet using slash
item_flags.py
Source:item_flags.py 
1# PythonWars copyright © 2020, 2021 by Paul Penner. All rights reserved.2# In order to use this codebase you must comply with all licenses.3#4# Original Diku Mud copyright © 1990, 1991 by Sebastian Hammer,5# Michael Seifert, Hans Henrik Stærfeldt, Tom Madsen, and Katja Nyboe.6#7# Merc Diku Mud improvements copyright © 1992, 1993 by Michael8# Chastain, Michael Quan, and Mitchell Tse.9#10# ROM 2.4 is copyright 1993-1998 Russ Taylor. ROM has been brought to11# you by the ROM consortium: Russ Taylor (rtaylor@hypercube.org),12# Gabrielle Taylor (gtaylor@hypercube.org), and Brian Moore (zump@rom.org).13#14# Ported to Python by Davion of MudBytes.net using Miniboa15# (https://code.google.com/p/miniboa/).16#17# In order to use any part of this Merc Diku Mud, you must comply with18# both the original Diku license in 'license.doc' as well the Merc19# license in 'license.txt'. In particular, you may not remove either of20# these copyright notices.21#22# Much time and thought has gone into this software, and you are23# benefiting. We hope that you share your changes too. What goes24# around, comes around.25import json26import sys27class ItemFlags:28 def __init__(self, et_data: set = None, iaf_data: set = None, ir_data: set = None, wa_data: set = None):29 self._equips_to = set({})30 if et_data:31 self._equips_to |= set(et_data)32 self._item_attributes = set({})33 if iaf_data:34 self._item_attributes |= set(iaf_data)35 self._item_restrictions = set({})36 if ir_data:37 self._item_restrictions |= set(ir_data)38 self._weapon_attributes = set({})39 if wa_data:40 self._weapon_attributes |= set(wa_data)41 @property42 def head(self):43 func_name = sys._getframe().f_code.co_name44 return func_name if func_name in self._equips_to else False45 @head.setter46 def head(self, is_equippable):47 func_name = sys._getframe().f_code.co_name48 if is_equippable:49 self._equips_to |= {func_name}50 else:51 self._equips_to -= {func_name}52 @property53 def legs(self):54 func_name = sys._getframe().f_code.co_name55 return func_name if func_name in self._equips_to else False56 @legs.setter57 def legs(self, is_equippable):58 func_name = sys._getframe().f_code.co_name59 if is_equippable:60 self._equips_to |= {func_name}61 else:62 self._equips_to -= {func_name}63 @property64 def feet(self):65 func_name = sys._getframe().f_code.co_name66 return func_name if func_name in self._equips_to else False67 @feet.setter68 def feet(self, is_equippable):69 func_name = sys._getframe().f_code.co_name70 if is_equippable:71 self._equips_to |= {func_name}72 else:73 self._equips_to -= {func_name}74 @property75 def hands(self):76 func_name = sys._getframe().f_code.co_name77 return func_name if func_name in self._equips_to else False78 @hands.setter79 def hands(self, is_equippable):80 func_name = sys._getframe().f_code.co_name81 if is_equippable:82 self._equips_to |= {func_name}83 else:84 self._equips_to -= {func_name}85 @property86 def face(self):87 func_name = sys._getframe().f_code.co_name88 return func_name if func_name in self._equips_to else False89 @face.setter90 def face(self, is_equippable):91 func_name = sys._getframe().f_code.co_name92 if is_equippable:93 self._equips_to |= {func_name}94 else:95 self._equips_to -= {func_name}96 @property97 def left_finger(self):98 func_name = sys._getframe().f_code.co_name99 return func_name if func_name in self._equips_to else False100 @left_finger.setter101 def left_finger(self, is_equippable):102 func_name = sys._getframe().f_code.co_name103 if is_equippable:104 self._equips_to |= {func_name}105 else:106 self._equips_to -= {func_name}107 @property108 def right_finger(self):109 func_name = sys._getframe().f_code.co_name110 return func_name if func_name in self._equips_to else False111 @right_finger.setter112 def right_finger(self, is_equippable):113 func_name = sys._getframe().f_code.co_name114 if is_equippable:115 self._equips_to |= {func_name}116 else:117 self._equips_to -= {func_name}118 @property119 def right_wrist(self):120 func_name = sys._getframe().f_code.co_name121 return func_name if func_name in self._equips_to else False122 @right_wrist.setter123 def right_wrist(self, is_equippable):124 func_name = sys._getframe().f_code.co_name125 if is_equippable:126 self._equips_to |= {func_name}127 else:128 self._equips_to -= {func_name}129 @property130 def left_wrist(self):131 func_name = sys._getframe().f_code.co_name132 return func_name if func_name in self._equips_to else False133 @left_wrist.setter134 def left_wrist(self, is_equippable):135 func_name = sys._getframe().f_code.co_name136 if is_equippable:137 self._equips_to |= {func_name}138 else:139 self._equips_to -= {func_name}140 @property141 def waist(self):142 func_name = sys._getframe().f_code.co_name143 return func_name if func_name in self._equips_to else False144 @waist.setter145 def waist(self, is_equippable):146 func_name = sys._getframe().f_code.co_name147 if is_equippable:148 self._equips_to |= {func_name}149 else:150 self._equips_to -= {func_name}151 @property152 def about_body(self):153 func_name = sys._getframe().f_code.co_name154 return func_name if func_name in self._equips_to else False155 @about_body.setter156 def about_body(self, is_equippable):157 func_name = sys._getframe().f_code.co_name158 if is_equippable:159 self._equips_to |= {func_name}160 else:161 self._equips_to -= {func_name}162 @property163 def light(self):164 func_name = sys._getframe().f_code.co_name165 return func_name if func_name in self._equips_to else False166 @light.setter167 def light(self, is_equippable):168 func_name = sys._getframe().f_code.co_name169 if is_equippable:170 self._equips_to |= {func_name}171 else:172 self._equips_to -= {func_name}173 @property174 def body(self):175 func_name = sys._getframe().f_code.co_name176 return func_name if func_name in self._equips_to else False177 @body.setter178 def body(self, is_equippable):179 func_name = sys._getframe().f_code.co_name180 if is_equippable:181 self._equips_to |= {func_name}182 else:183 self._equips_to -= {func_name}184 @property185 def neck_one(self):186 func_name = sys._getframe().f_code.co_name187 return func_name if func_name in self._equips_to else False188 @neck_one.setter189 def neck_one(self, is_equippable):190 func_name = sys._getframe().f_code.co_name191 if is_equippable:192 self._equips_to |= {func_name}193 else:194 self._equips_to -= {func_name}195 @property196 def neck_two(self):197 func_name = sys._getframe().f_code.co_name198 return func_name if func_name in self._equips_to else False199 @neck_two.setter200 def neck_two(self, is_equippable):201 func_name = sys._getframe().f_code.co_name202 if is_equippable:203 self._equips_to |= {func_name}204 else:205 self._equips_to -= {func_name}206 @property207 def arms(self):208 func_name = sys._getframe().f_code.co_name209 return func_name if func_name in self._equips_to else False210 @arms.setter211 def arms(self, is_equippable):212 func_name = sys._getframe().f_code.co_name213 if is_equippable:214 self._equips_to |= {func_name}215 else:216 self._equips_to -= {func_name}217 @property218 def off_hand(self):219 func_name = sys._getframe().f_code.co_name220 return func_name if func_name in self._equips_to else False221 @off_hand.setter222 def off_hand(self, is_equippable):223 func_name = sys._getframe().f_code.co_name224 if is_equippable:225 self._equips_to |= {func_name}226 else:227 self._equips_to -= {func_name}228 @property229 def right_hand(self):230 func_name = sys._getframe().f_code.co_name231 return func_name if func_name in self._equips_to else False232 @right_hand.setter233 def right_hand(self, is_equippable):234 func_name = sys._getframe().f_code.co_name235 if is_equippable:236 self._equips_to |= {func_name}237 else:238 self._equips_to -= {func_name}239 @property240 def left_hand(self):241 func_name = sys._getframe().f_code.co_name242 return func_name if func_name in self._equips_to else False243 @left_hand.setter244 def left_hand(self, is_equippable):245 func_name = sys._getframe().f_code.co_name246 if is_equippable:247 self._equips_to |= {func_name}248 else:249 self._equips_to -= {func_name}250 # Item Attribute Flags251 @property252 def magic(self):253 func_name = sys._getframe().f_code.co_name254 return func_name if func_name in self._item_attributes else False255 @magic.setter256 def magic(self, has_attr):257 func_name = sys._getframe().f_code.co_name258 if has_attr:259 self._item_attributes |= {func_name}260 else:261 self._item_attributes -= {func_name}262 @property263 def glow(self):264 func_name = sys._getframe().f_code.co_name265 return func_name if func_name in self._item_attributes else False266 @glow.setter267 def glow(self, has_attr):268 func_name = sys._getframe().f_code.co_name269 if has_attr:270 self._item_attributes |= {func_name}271 else:272 self._item_attributes -= {func_name}273 @property274 def hum(self):275 func_name = sys._getframe().f_code.co_name276 return func_name if func_name in self._item_attributes else False277 @hum.setter278 def hum(self, has_attr):279 func_name = sys._getframe().f_code.co_name280 if has_attr:281 self._item_attributes |= {func_name}282 else:283 self._item_attributes -= {func_name}284 @property285 def dark(self):286 func_name = sys._getframe().f_code.co_name287 return func_name if func_name in self._item_attributes else False288 @dark.setter289 def dark(self, has_attr):290 func_name = sys._getframe().f_code.co_name291 if has_attr:292 self._item_attributes |= {func_name}293 else:294 self._item_attributes -= {func_name}295 @property296 def silver(self):297 func_name = sys._getframe().f_code.co_name298 return func_name if func_name in self._item_attributes else False299 @silver.setter300 def silver(self, has_attr):301 func_name = sys._getframe().f_code.co_name302 if has_attr:303 self._item_attributes |= {func_name}304 else:305 self._item_attributes -= {func_name}306 @property307 def wolfweapon(self):308 func_name = sys._getframe().f_code.co_name309 return func_name if func_name in self._item_attributes else False310 @wolfweapon.setter311 def wolfweapon(self, has_attr):312 func_name = sys._getframe().f_code.co_name313 if has_attr:314 self._item_attributes |= {func_name}315 else:316 self._item_attributes -= {func_name}317 @property318 def demonic(self):319 func_name = sys._getframe().f_code.co_name320 return func_name if func_name in self._item_attributes else False321 @demonic.setter322 def demonic(self, has_attr):323 func_name = sys._getframe().f_code.co_name324 if has_attr:325 self._item_attributes |= {func_name}326 else:327 self._item_attributes -= {func_name}328 @property329 def highlander(self):330 func_name = sys._getframe().f_code.co_name331 return func_name if func_name in self._item_attributes else False332 @highlander.setter333 def highlander(self, has_attr):334 func_name = sys._getframe().f_code.co_name335 if has_attr:336 self._item_attributes |= {func_name}337 else:338 self._item_attributes -= {func_name}339 @property340 def relic(self):341 func_name = sys._getframe().f_code.co_name342 return func_name if func_name in self._item_attributes else False343 @relic.setter344 def relic(self, has_attr):345 func_name = sys._getframe().f_code.co_name346 if has_attr:347 self._item_attributes |= {func_name}348 else:349 self._item_attributes -= {func_name}350 @property351 def enchanted(self):352 func_name = sys._getframe().f_code.co_name353 return func_name if func_name in self._item_attributes else False354 @enchanted.setter355 def enchanted(self, has_attr):356 func_name = sys._getframe().f_code.co_name357 if has_attr:358 self._item_attributes |= {func_name}359 else:360 self._item_attributes -= {func_name}361 @property362 def artifact(self):363 func_name = sys._getframe().f_code.co_name364 return func_name if func_name in self._item_attributes else False365 @artifact.setter366 def artifact(self, has_attr):367 func_name = sys._getframe().f_code.co_name368 if has_attr:369 self._item_attributes |= {func_name}370 else:371 self._item_attributes -= {func_name}372 @property373 def vanish(self):374 func_name = sys._getframe().f_code.co_name375 return func_name if func_name in self._item_attributes else False376 @vanish.setter377 def vanish(self, has_attr):378 func_name = sys._getframe().f_code.co_name379 if has_attr:380 self._item_attributes |= {func_name}381 else:382 self._item_attributes -= {func_name}383 @property384 def loyal(self):385 func_name = sys._getframe().f_code.co_name386 return func_name if func_name in self._item_attributes else False387 @loyal.setter388 def loyal(self, has_attr):389 func_name = sys._getframe().f_code.co_name390 if has_attr:391 self._item_attributes |= {func_name}392 else:393 self._item_attributes -= {func_name}394 @property395 def shadowplane(self):396 func_name = sys._getframe().f_code.co_name397 return func_name if func_name in self._item_attributes else False398 @shadowplane.setter399 def shadowplane(self, has_attr):400 func_name = sys._getframe().f_code.co_name401 if has_attr:402 self._item_attributes |= {func_name}403 else:404 self._item_attributes -= {func_name}405 @property406 def spellproof(self):407 func_name = sys._getframe().f_code.co_name408 return func_name if func_name in self._item_attributes else False409 @spellproof.setter410 def spellproof(self, has_attr):411 func_name = sys._getframe().f_code.co_name412 if has_attr:413 self._item_attributes |= {func_name}414 else:415 self._item_attributes -= {func_name}416 @property417 def lock(self):418 func_name = sys._getframe().f_code.co_name419 return func_name if func_name in self._item_attributes else False420 @lock.setter421 def lock(self, has_attr):422 func_name = sys._getframe().f_code.co_name423 if has_attr:424 self._item_attributes |= {func_name}425 else:426 self._item_attributes -= {func_name}427 @property428 def evil(self):429 func_name = sys._getframe().f_code.co_name430 return func_name if func_name in self._item_attributes else False431 @evil.setter432 def evil(self, has_attr):433 func_name = sys._getframe().f_code.co_name434 if has_attr:435 self._item_attributes |= {func_name}436 else:437 self._item_attributes -= {func_name}438 @property439 def invis(self):440 func_name = sys._getframe().f_code.co_name441 return func_name if func_name in self._item_attributes else False442 @invis.setter443 def invis(self, has_attr):444 func_name = sys._getframe().f_code.co_name445 if has_attr:446 self._item_attributes |= {func_name}447 else:448 self._item_attributes -= {func_name}449 @property450 def bless(self):451 func_name = sys._getframe().f_code.co_name452 return func_name if func_name in self._item_attributes else False453 @bless.setter454 def bless(self, has_attr):455 func_name = sys._getframe().f_code.co_name456 if has_attr:457 self._item_attributes |= {func_name}458 else:459 self._item_attributes -= {func_name}460 @property461 def had_timer(self):462 func_name = sys._getframe().f_code.co_name463 return func_name if func_name in self._item_attributes else False464 @had_timer.setter465 def had_timer(self, has_attr):466 func_name = sys._getframe().f_code.co_name467 if has_attr:468 self._item_attributes |= {func_name}469 else:470 self._item_attributes -= {func_name}471 @property472 def take(self):473 func_name = sys._getframe().f_code.co_name474 return func_name if func_name in self._item_attributes else False475 @take.setter476 def take(self, has_attr):477 func_name = sys._getframe().f_code.co_name478 if has_attr:479 self._item_attributes |= {func_name}480 else:481 self._item_attributes -= {func_name}482 @property483 def shop_inventory(self):484 func_name = sys._getframe().f_code.co_name485 return func_name if func_name in self._item_attributes else False486 @shop_inventory.setter487 def shop_inventory(self, has_restr):488 func_name = sys._getframe().f_code.co_name489 if has_restr:490 self._item_attributes |= {func_name}491 else:492 self._item_attributes -= {func_name}493 # Item Restriction Flags494 @property495 def no_drop(self):496 func_name = sys._getframe().f_code.co_name497 return func_name if func_name in self._item_restrictions else False498 @no_drop.setter499 def no_drop(self, has_restr):500 func_name = sys._getframe().f_code.co_name501 if has_restr:502 self._item_restrictions |= {func_name}503 else:504 self._item_restrictions -= {func_name}505 @property506 def no_sac(self):507 func_name = sys._getframe().f_code.co_name508 return func_name if func_name in self._item_restrictions else False509 @no_sac.setter510 def no_sac(self, has_restr):511 func_name = sys._getframe().f_code.co_name512 if has_restr:513 self._item_restrictions |= {func_name}514 else:515 self._item_restrictions -= {func_name}516 @property517 def no_remove(self):518 func_name = sys._getframe().f_code.co_name519 return func_name if func_name in self._item_restrictions else False520 @no_remove.setter521 def no_remove(self, has_restr):522 func_name = sys._getframe().f_code.co_name523 if has_restr:524 self._item_restrictions |= {func_name}525 else:526 self._item_restrictions -= {func_name}527 @property528 def no_uncurse(self):529 func_name = sys._getframe().f_code.co_name530 return func_name if func_name in self._item_restrictions else False531 @no_uncurse.setter532 def no_uncurse(self, has_restr):533 func_name = sys._getframe().f_code.co_name534 if has_restr:535 self._item_restrictions |= {func_name}536 else:537 self._item_restrictions -= {func_name}538 @property539 def no_purge(self):540 func_name = sys._getframe().f_code.co_name541 return func_name if func_name in self._item_restrictions else False542 @no_purge.setter543 def no_purge(self, has_restr):544 func_name = sys._getframe().f_code.co_name545 if has_restr:546 self._item_restrictions |= {func_name}547 else:548 self._item_restrictions -= {func_name}549 @property550 def anti_good(self):551 func_name = sys._getframe().f_code.co_name552 return func_name if func_name in self._item_restrictions else False553 @anti_good.setter554 def anti_good(self, has_restr):555 func_name = sys._getframe().f_code.co_name556 if has_restr:557 self._item_restrictions |= {func_name}558 else:559 self._item_restrictions -= {func_name}560 @property561 def anti_evil(self):562 func_name = sys._getframe().f_code.co_name563 return func_name if func_name in self._item_restrictions else False564 @anti_evil.setter565 def anti_evil(self, has_restr):566 func_name = sys._getframe().f_code.co_name567 if has_restr:568 self._item_restrictions |= {func_name}569 else:570 self._item_restrictions -= {func_name}571 @property572 def anti_neutral(self):573 func_name = sys._getframe().f_code.co_name574 return func_name if func_name in self._item_restrictions else False575 @anti_neutral.setter576 def anti_neutral(self, has_restr):577 func_name = sys._getframe().f_code.co_name578 if has_restr:579 self._item_restrictions |= {func_name}580 else:581 self._item_restrictions -= {func_name}582 @property583 def no_locate(self):584 func_name = sys._getframe().f_code.co_name585 return func_name if func_name in self._item_restrictions else False586 @no_locate.setter587 def no_locate(self, has_restr):588 func_name = sys._getframe().f_code.co_name589 if has_restr:590 self._item_restrictions |= {func_name}591 else:592 self._item_restrictions -= {func_name}593 # Weapon Attributes594 @property595 def flaming(self):596 func_name = sys._getframe().f_code.co_name597 return func_name if func_name in self._weapon_attributes else False598 @flaming.setter599 def flaming(self, weap_attr):600 func_name = sys._getframe().f_code.co_name601 if weap_attr:602 self._weapon_attributes |= {func_name}603 else:604 self._weapon_attributes -= {func_name}605 @property606 def sharp(self):607 func_name = sys._getframe().f_code.co_name608 return func_name if func_name in self._weapon_attributes else False609 @sharp.setter610 def sharp(self, weap_attr):611 func_name = sys._getframe().f_code.co_name612 if weap_attr:613 self._weapon_attributes |= {func_name}614 else:615 self._weapon_attributes -= {func_name}616 @property617 def frost(self):618 func_name = sys._getframe().f_code.co_name619 return func_name if func_name in self._weapon_attributes else False620 @frost.setter621 def frost(self, weap_attr):622 func_name = sys._getframe().f_code.co_name623 if weap_attr:624 self._weapon_attributes |= {func_name}625 else:626 self._weapon_attributes -= {func_name}627 @property628 def vampiric(self):629 func_name = sys._getframe().f_code.co_name630 return func_name if func_name in self._weapon_attributes else False631 @vampiric.setter632 def vampiric(self, weap_attr):633 func_name = sys._getframe().f_code.co_name634 if weap_attr:635 self._weapon_attributes |= {func_name}636 else:637 self._weapon_attributes -= {func_name}638 @property639 def vorpal(self):640 func_name = sys._getframe().f_code.co_name641 return func_name if func_name in self._weapon_attributes else False642 @vorpal.setter643 def vorpal(self, weap_attr):644 func_name = sys._getframe().f_code.co_name645 if weap_attr:646 self._weapon_attributes |= {func_name}647 else:648 self._weapon_attributes -= {func_name}649 @property650 def shocking(self):651 func_name = sys._getframe().f_code.co_name652 return func_name if func_name in self._weapon_attributes else False653 @shocking.setter654 def shocking(self, weap_attr):655 func_name = sys._getframe().f_code.co_name656 if weap_attr:657 self._weapon_attributes |= {func_name}658 else:659 self._weapon_attributes -= {func_name}660 @property661 def poison(self):662 func_name = sys._getframe().f_code.co_name663 return func_name if func_name in self._weapon_attributes else False664 @poison.setter665 def poison(self, weap_attr):666 func_name = sys._getframe().f_code.co_name667 if weap_attr:668 self._weapon_attributes |= {func_name}669 else:670 self._weapon_attributes -= {func_name}671 # Serialization672 def to_json(self, outer_encoder=None):673 if outer_encoder is None:674 outer_encoder = json.JSONEncoder.default675 cls_name = "__class__/" + __name__ + "." + self.__class__.__name__676 return {677 cls_name: {678 "equips_to": outer_encoder(self._equips_to),679 "item_attributes": outer_encoder(self._item_attributes),680 "item_restrictions": outer_encoder(self._item_restrictions),681 "weapon_attributes": outer_encoder(self._weapon_attributes),682 }683 }684 @classmethod685 def from_json(cls, data, outer_decoder=None):686 if outer_decoder is None:687 outer_decoder = json.JSONDecoder.decode688 cls_name = "__class__/" + __name__ + "." + cls.__name__689 if cls_name in data:690 return cls(et_data=outer_decoder(data[cls_name]["equips_to"]),691 iaf_data=outer_decoder(data[cls_name]["item_attributes"]),692 ir_data=outer_decoder(data[cls_name]["item_restrictions"]),693 wa_data=outer_decoder(data[cls_name]["weapon_attributes"]))...
optimize.py
Source:optimize.py
1import os2os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'3import matplotlib.pyplot as plt # noqa4import numpy as np # noqa5import tensorflow as tf # noqa6from bayes_opt import BayesianOptimization # noqa7from functools import partial # noqa8from hyperopt import hp, fmin, tpe, STATUS_OK, Trials # noqa9from mpl_toolkits.mplot3d import Axes3D # noqa10def cost_function(x, y, func_name='kaist', return_np=False):11 if func_name == 'kaist':12 z = -1 * tf.sin(x * x) * tf.cos(3 * y * y) * tf.exp(-(x * y) * (x * y)) - tf.exp(-(x + y) * (x + y))13 elif func_name == 'sphere':14 z = tf.square(x) + tf.square(y)15 elif func_name == 'rosenbrock':16 z = 100 * tf.square(y - tf.square(x)) + tf.square(1 - x)17 elif func_name == 'himmelblau':18 z = tf.square(tf.square(x) + y - 11) + tf.square(x + tf.square(y) - 7)19 else:20 raise ValueError()21 if return_np:22 return z.numpy()23 else:24 return z25def bayes_opt_objective(x, y, func_name='kaist', target=None):26 z = cost_function(x, y, func_name=func_name, return_np=True)27 if target is None:28 loss = z29 else:30 loss = np.abs(z - target)31 return -1 * loss32def hyperopt_objective(space):33 x = space['x']34 y = space['y']35 func_name = space['func_name']36 target = space['target']37 z = cost_function(x, y, func_name=func_name, return_np=True)38 if target is None:39 loss = z40 else:41 loss = np.abs(z - target)42 return {'loss': loss, 'status': STATUS_OK, 'history': [x, y, z, loss]}43def draw_cost_function(func_name='sphere'):44 plt.ion()45 fig = plt.figure(figsize=(3, 2), dpi=300)46 ax = fig.add_subplot(1, 1, 1, projection='3d')47 plt.subplots_adjust(left=0, bottom=0, right=1, top=1, wspace=0, hspace=0)48 params = {'legend.fontsize': 3,49 'legend.handlelength': 3}50 plt.rcParams.update(params)51 plt.axis('off')52 if func_name == 'himmelblau':53 x_val = np.arange(-5.0, 5.0, 0.005, dtype=np.float32)54 y_val = np.arange(-5.0, 5.0, 0.005, dtype=np.float32)55 else:56 x_val = np.arange(-1.5, 1.5, 0.005, dtype=np.float32)57 y_val = np.arange(-1.5, 1.5, 0.005, dtype=np.float32)58 x_val_mesh, y_val_mesh = np.meshgrid(x_val, y_val)59 x_val_mesh_flat = x_val_mesh.reshape([-1, 1])60 y_val_mesh_flat = y_val_mesh.reshape([-1, 1])61 z_val_mesh_flat = cost_function(x_val_mesh_flat, y_val_mesh_flat, func_name=func_name, return_np=True)62 z_val_mesh = z_val_mesh_flat.reshape(x_val_mesh.shape)63 ax.plot_surface(x_val_mesh, y_val_mesh, z_val_mesh, alpha=.4, cmap='jet')64 plt.draw()65 return ax66def draw_optimize_history(ax1, history, label):67 color_list = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red']68 iterations = len(history[0])69 x = list()70 y = list()71 z = list()72 for iteration in range(iterations - 1):73 scatter_list = list()74 text_list = list()75 for i in range(len(history)):76 x_pre = history[i][iteration][0]77 y_pre = history[i][iteration][1]78 z_pre = history[i][iteration][2]79 x_val = history[i][iteration + 1][0]80 y_val = history[i][iteration + 1][1]81 z_val = history[i][iteration + 1][2]82 x.append(x_val)83 y.append(y_val)84 z.append(z_val)85 loss = history[i][iteration + 1][3]86 # ax.plot([x_pre, x_val], [y_pre, y_val], [z_pre, z_val],87 # linewidth=0.5, color=color_list[i])88 scatter_list.append(ax1.scatter(x_val, y_val, z_val,89 s=1, depthshade=True, color=color_list[i]))90 text_list.append(ax1.text(x_val, y_val, z_val,91 ' x: {:.2f}, y: {:.2f}, z: {:.2f}, cost: {:.2f}'.format(92 x_val, y_val, z_val, loss93 ), fontsize=3))94 if iteration == 0:95 plt.legend(scatter_list, label)96 plt.pause(0.0001)97 if iteration != range(iterations - 1)[-1]:98 # for scatter in scatter_list:99 # scatter.remove()100 for text in text_list:101 text.remove()102 plt.pause(100)103def optimize_tf(x_0, y_0, optimizer, func_name='kaist', target=None, iterations=100):104 z_0 = cost_function(x_0, y_0, func_name=func_name, return_np=True)105 history = [[x_0, y_0, z_0, np.nan]]106 x = tf.Variable(x_0, dtype=tf.float32)107 y = tf.Variable(y_0, dtype=tf.float32)108 for iteration in range(iterations):109 with tf.GradientTape() as tape:110 z = cost_function(x, y, func_name=func_name, return_np=False)111 if target is None:112 loss = z113 else:114 loss = tf.abs(z - target)115 grad = tape.gradient(loss, [x, y])116 optimizer.apply_gradients(zip(grad, [x, y]))117 history.append([x.numpy(), y.numpy(), z.numpy(), loss.numpy()])118 return history119def opimize_hyperopt(x_0, y_0, func_name='kaist', target=None, iterations=100):120 space = dict()121 space['x'] = hp.uniform('x', -1.5, 1.5)122 space['y'] = hp.uniform('y', -1.5, 1.5)123 space['func_name'] = func_name124 space['target'] = target125 trials = Trials()126 fmin(hyperopt_objective, space=space, algo=tpe.suggest, max_evals=iterations, trials=trials)127 history = [[x_0, y_0, cost_function(x_0, y_0, func_name=func_name, return_np=True), np.nan]]128 for i in range(iterations):129 history.append(trials.results[i]['history'])130 return history131def optimize_bayes_opt(x_0, y_0, func_name='kaist', target=None, iterations=100):132 f = partial(bayes_opt_objective, func_name=func_name, target=target)133 pbounds = {'x': (-1.5, 1.5), 'y': (-1.5, 1.5)}134 optimizer = BayesianOptimization(135 f=f,136 pbounds=pbounds137 )138 optimizer.maximize(init_points=0, n_iter=iterations)139 history = [[x_0, y_0, cost_function(x_0, y_0, func_name=func_name, return_np=True), np.nan]]140 for i, res in enumerate(optimizer.res):141 params = res['params']142 cost = res['target']143 x = params['x']144 y = params['y']145 z = cost_function(x, y, func_name=func_name, return_np=True)146 history.append([x, y, z, cost])147 return history148def main():149 x_0 = 0.75150 y_0 = 1.0151 func_name = 'kaist'152 target = -1153 iterations = 100154 ax = draw_cost_function(func_name=func_name)155 sgd_history = optimize_tf(156 x_0, y_0, tf.keras.optimizers.SGD(lr=0.1), func_name=func_name, target=target, iterations=iterations157 )158 adam_history = optimize_tf(159 x_0, y_0, tf.keras.optimizers.Adam(lr=0.1), func_name=func_name, target=target, iterations=iterations160 )161 # bayes_opt_history = optimize_bayes_opt(x_0, y_0, func_name=func_name, target=target, iterations=iterations)162 hyperopt_history = opimize_hyperopt(x_0, y_0, func_name=func_name, target=target, iterations=iterations)163 draw_optimize_history(ax,164 [sgd_history,165 adam_history,166 # bayes_opt_history,167 hyperopt_history],168 ['SGD (lr=0.1)',169 'Adam (lr=0.1)',170 # 'Bayes-GP',171 'Bayes-TPE'])172if __name__ == '__main__':...
readme_generate.py
Source:readme_generate.py
1print("### 1. read register_scheduler::function registerFunction")2func_names = {} # lua_func:cpp_func3src_file_name = "contract_register_function.cpp"4src_file = open(src_file_name, 'r')5for line in src_file.readlines():6 if line.find("registerFunction(") != -1:7 tokens = line.split("&")8 lua_func_name = tokens[0].split('"')[1]9 print(" " + lua_func_name)10 func_name = tokens[1]11 func_name = func_name[:-3]12 # print(" " + func_name)13 func_name = func_name.split("::")[1]14 func_names[lua_func_name] = func_name15 elif line.find("registerFunction<") != -1:16 pass17 else:18 continue19src_file.close()20print("\n### 2. write register_scheduler::register-function to README.md")21readme_file = open("README.md", "w+")22readme_file.write("## contract api\n")23api_count = 124flag = False25src_file = open(src_file_name, 'r')26for line in src_file.readlines():27 if flag or line.find("struct register_scheduler") != -1:28 flag = True29 else:30 continue31 for lua_func_name in func_names:32 cpp_func_name = func_names[lua_func_name]33 if line.find(cpp_func_name+"(") != -1 and line.find("registerFunction(") == -1:34 api_desc = "### {}. {}\n* å½æ°å:\n``` text\n\t[lua] {} --> [cpp] {}\n```\n* cppå½æ°ååï¼\n``` c++\n\t{}\n```\n\n".format(35 api_count, lua_func_name, lua_func_name, cpp_func_name, line.strip())36 # print(api_desc)37 readme_file.write(api_desc)38 api_count += 139print("total api function: {}".format(api_count))40src_file.close()41print("\n### 3. write register-lambda-function to README.md")42flag = True43startWith = "registerFunction<register_scheduler, "44src_file = open(src_file_name, 'r')45func_name = ""46return_type = ""47for line in src_file.readlines():48 line = line.strip()49 if line.startswith("/*"):50 flag = False51 elif line.endswith("*/"):52 flag = True53 if not flag:54 continue55 if line.find("registerFunction<") != -1:56 tokens = line.split(">")57 func_name = tokens[1][2:-2]58 print(" " + func_name)59 params = tokens[0][len(startWith):]60 params_tokens = params.split("(")61 return_type = params_tokens[0]62 # full_func_name = "{} {}({}".format(params_tokens[0], func_name, params_tokens[1])63 # print(full_func_name)64 # api_desc = "### {}. {}\n> å½æ°ååï¼\n``` c++\n{}\n```\n\n".format(api_count, func_name, full_func_name)65 # api_desc = "### {}. {}\n* å½æ°å:\n``` text\n\t[lua] {} --> [cpp] {}\n```\n* cppå½æ°ååï¼\n``` c++\n\t{}\n```\n\n".format(66 # api_count, func_name, func_name, func_name, full_func_name)67 # # print(api_desc)68 # readme_file.write(api_desc)69 # api_count += 170 if line.startswith("[](register_scheduler"):71 # print(line)72 tokens = line.split("fc_register,")73 params = tokens[1].strip()[:-1].strip()74 # print(params)75 full_func_name = "{} {}({}".format(return_type, func_name, params)76 api_desc = "### {}. {}\n* å½æ°å:\n``` text\n\t[lua] {} --> [cpp] {}\n```\n* cppå½æ°ååï¼\n``` c++\n\t{}\n```\n\n".format(77 api_count, func_name, func_name, func_name, full_func_name)78 # print(api_desc)79 readme_file.write(api_desc)80 api_count += 181 func_name = ""82src_file.close()...
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