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fastai/fastai
|
fastai/widgets/image_downloader.py
|
ImageDownloader.validate_search_input
|
def validate_search_input(self) -> bool:
"Check if input value is empty."
input = self._search_input
if input.value == str(): input.layout = Layout(border="solid 2px red", height='auto')
else: self._search_input.layout = Layout()
return input.value != str()
|
python
|
def validate_search_input(self) -> bool:
"Check if input value is empty."
input = self._search_input
if input.value == str(): input.layout = Layout(border="solid 2px red", height='auto')
else: self._search_input.layout = Layout()
return input.value != str()
|
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Check if input value is empty.
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_downloader.py#L53-L58
|
train
|
Check if input value is empty.
|
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SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011 + 0o4) + '\x30', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\x32' + chr(54), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1009 - 959) + '\064' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(1848 - 1797) + chr(52), 18439 - 18431), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b1101111) + '\063' + '\065' + chr(226 - 171), 38685 - 38677), ehT0Px3KOsy9(chr(1434 - 1386) + '\157' + chr(0b100000 + 0o25) + chr(0b1 + 0o61), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(0b11111 + 0o21) + chr(55), 0o10), ehT0Px3KOsy9(chr(185 - 137) + chr(111) + '\x32' + chr(0b110100 + 0o1) + chr(52), 0b1000), ehT0Px3KOsy9(chr(1157 - 1109) + chr(111) + chr(50) + '\x30' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(298 - 250) + '\157' + '\063' + chr(0b110000) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(950 - 901) + '\061' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(414 - 363) + chr(0b101010 + 0o10) + chr(1187 - 1132), 0o10), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(111) + chr(0b110010) + chr(54) + chr(1522 - 1469), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b1000 + 0o54) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + chr(0b110111) + chr(771 - 716), 0b1000), ehT0Px3KOsy9(chr(48) + chr(7176 - 7065) + chr(0b110011) + chr(0b110011) + chr(50), 0b1000), ehT0Px3KOsy9(chr(1378 - 1330) + chr(0b1101111) + '\x33' + '\x33' + chr(601 - 548), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(1219 - 1164), 0b1000), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(3008 - 2897) + chr(594 - 543) + chr(0b11 + 0o61) + chr(0b10110 + 0o37), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(0b1110 + 0o44) + '\x31' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + chr(1406 - 1354) + chr(48), 41191 - 41183), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(11963 - 11852) + chr(1116 - 1064), 9994 - 9986), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(0b1000000 + 0o57) + chr(2030 - 1980) + chr(53) + chr(2030 - 1979), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(0b111 + 0o56) + '\x34', 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + chr(0b110100) + chr(0b110101), 8), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1001 + 0o50) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b1000 + 0o53) + '\x32' + chr(0b110001), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + '\065' + chr(0b100100 + 0o16), 0o10), ehT0Px3KOsy9(chr(1604 - 1556) + '\157' + chr(0b11010 + 0o30) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + chr(51) + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b11001 + 0o30) + '\x32' + '\x32', 0o10), ehT0Px3KOsy9('\060' + chr(0b101100 + 0o103) + '\x31' + chr(1164 - 1115) + '\x35', 15512 - 15504), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1101111 + 0o0) + '\062' + chr(0b110 + 0o55) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(111) + '\063' + chr(52) + chr(0b110001 + 0o0), 0o10), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(111) + chr(0b110001) + '\x34' + '\x31', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + '\x37' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + '\x33' + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(710 - 660) + '\x33' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110101) + '\x32', 8), ehT0Px3KOsy9(chr(1100 - 1052) + '\x6f' + chr(0b110101) + '\064', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(12266 - 12155) + '\x35' + '\060', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x16'), '\x64' + chr(101) + '\x63' + chr(111) + chr(0b1100100) + chr(0b1100101))('\x75' + '\x74' + chr(0b1100110) + chr(0b1110 + 0o37) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def eQupl23TzSeB(oVre8I6UXc3b) -> WbBjf8Y7v9VN:
Y3jVKaC8LEDU = oVre8I6UXc3b.O2GOJUkKHfbj
if xafqLlk3kkUe(Y3jVKaC8LEDU, xafqLlk3kkUe(SXOLrMavuUCe(b'i{\xc9;\xb8\x7f\x85\x9d\xb2\x95\x0c\x9d'), '\x64' + chr(0b1100101) + '\143' + chr(0b1101111) + '\144' + chr(101))('\165' + chr(988 - 872) + chr(5082 - 4980) + chr(0b1010 + 0o43) + '\070')) == M8_cKLkHVB2V():
Y3jVKaC8LEDU.HDH7OEwZuDah = W_AO9evqCYv6(border=xafqLlk3kkUe(SXOLrMavuUCe(b'Ky\xc85\x8b\n\xf5\xdc\xf9\xe3=\xb2\xd1'), '\144' + chr(0b1100101) + chr(99) + chr(10715 - 10604) + '\144' + chr(1632 - 1531))(chr(117) + chr(0b11101 + 0o127) + chr(102) + chr(0b101101) + '\070'), height=xafqLlk3kkUe(SXOLrMavuUCe(b'Yc\xd03'), chr(100) + '\145' + chr(0b1101 + 0o126) + '\157' + '\144' + chr(101))('\x75' + chr(0b1110100) + chr(575 - 473) + '\x2d' + chr(56)))
else:
oVre8I6UXc3b._search_input.HDH7OEwZuDah = W_AO9evqCYv6()
return xafqLlk3kkUe(Y3jVKaC8LEDU, xafqLlk3kkUe(SXOLrMavuUCe(b'i{\xc9;\xb8\x7f\x85\x9d\xb2\x95\x0c\x9d'), chr(4337 - 4237) + '\145' + '\143' + chr(11612 - 11501) + '\x64' + chr(5897 - 5796))(chr(1236 - 1119) + chr(116) + chr(0b1100110) + chr(403 - 358) + '\070')) != M8_cKLkHVB2V()
|
fastai/fastai
|
fastai/widgets/image_downloader.py
|
ImageDownloader.on_download_button_click
|
def on_download_button_click(self, btn) -> None:
"Download button click handler: validate search term and download images."
term = self._search_input.value
limit = int(self._count_input.value)
size = self._size_input.value
if not self.validate_search_input(): return
self.clear_imgs()
downloaded_images = download_google_images(self._path, term, n_images=limit, size=size)
self.display_images_widgets(downloaded_images[:min(limit, 12)])
self._preview_header.value = self._download_complete_heading
self.render()
|
python
|
def on_download_button_click(self, btn) -> None:
"Download button click handler: validate search term and download images."
term = self._search_input.value
limit = int(self._count_input.value)
size = self._size_input.value
if not self.validate_search_input(): return
self.clear_imgs()
downloaded_images = download_google_images(self._path, term, n_images=limit, size=size)
self.display_images_widgets(downloaded_images[:min(limit, 12)])
self._preview_header.value = self._download_complete_heading
self.render()
|
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] |
Download button click handler: validate search term and download images.
|
[
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_downloader.py#L60-L70
|
train
|
Download button click handler : validate search term and download images.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\x37', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(50) + chr(55) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + chr(1754 - 1705) + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101100 + 0o3) + '\062' + chr(0b10000 + 0o42) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(7711 - 7600) + '\062' + chr(1008 - 958) + chr(52), 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x34', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(0b1100 + 0o52), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b1001 + 0o50) + chr(0b10001 + 0o37) + chr(52), 30139 - 30131), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b110110) + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + chr(789 - 678) + chr(0b110110) + chr(51), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110101 + 0o72) + chr(855 - 805) + '\065' + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\157' + chr(49) + '\x33' + chr(50), 12298 - 12290), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1130 - 1081) + chr(54) + '\061', 64206 - 64198), ehT0Px3KOsy9('\x30' + '\157' + '\x36' + chr(754 - 706), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(810 - 762), 0o10), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(111) + chr(49) + '\063' + '\x37', 11453 - 11445), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + '\062' + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b1101111) + chr(0b1001 + 0o50) + chr(0b110011) + '\x31', 31323 - 31315), ehT0Px3KOsy9(chr(893 - 845) + '\157' + '\067' + '\061', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(2512 - 2461) + '\062' + chr(254 - 200), 2564 - 2556), ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + '\061' + chr(1018 - 968) + chr(1637 - 1588), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + chr(0b110000) + chr(0b110101), 31576 - 31568), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49) + chr(1751 - 1699) + '\x31', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1000010 + 0o55) + chr(0b110010) + chr(51) + chr(97 - 46), 0o10), ehT0Px3KOsy9('\x30' + chr(0b100111 + 0o110) + chr(0b1101 + 0o44) + '\x33' + chr(50), 8), ehT0Px3KOsy9(chr(48) + chr(0b1010011 + 0o34) + chr(0b101001 + 0o10) + chr(55) + chr(1780 - 1731), 36816 - 36808), ehT0Px3KOsy9('\060' + chr(111) + '\063' + chr(0b100110 + 0o16) + chr(51), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(2149 - 2098) + chr(0b111 + 0o60) + '\x36', ord("\x08")), ehT0Px3KOsy9('\060' + chr(1611 - 1500) + chr(0b10001 + 0o41) + chr(0b10010 + 0o41) + '\067', 14868 - 14860), ehT0Px3KOsy9(chr(1510 - 1462) + chr(111) + chr(55) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(0b110010), 41800 - 41792), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(3935 - 3824) + chr(595 - 544) + chr(0b110 + 0o53) + chr(0b10110 + 0o41), 37046 - 37038), ehT0Px3KOsy9(chr(681 - 633) + chr(11178 - 11067) + chr(0b1 + 0o60) + chr(0b10 + 0o64) + chr(1208 - 1154), 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1101111) + chr(51) + chr(54) + chr(0b110000), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1893 - 1844) + chr(53) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(1517 - 1468) + chr(53) + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110010) + '\066' + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2519 - 2468) + '\x33' + chr(0b11010 + 0o27), 55468 - 55460), ehT0Px3KOsy9(chr(0b110000) + chr(0b11110 + 0o121) + '\x32' + '\064' + '\060', 57175 - 57167), ehT0Px3KOsy9('\x30' + chr(0b1011110 + 0o21) + chr(49) + chr(0b100010 + 0o24) + chr(0b110000 + 0o0), 54014 - 54006)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b110010 + 0o75) + '\x35' + '\060', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'1'), chr(100) + chr(0b1100101) + chr(0b1000001 + 0o42) + chr(0b1001101 + 0o42) + chr(0b1100100) + chr(0b1100101))(chr(11677 - 11560) + chr(0b1110100) + chr(0b1100110) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def kBI2IfyDFIkV(oVre8I6UXc3b, r5F5TUTCBqRK) -> None:
BnuOe7t2jDZ6 = oVre8I6UXc3b._search_input.QmmgWUB13VCJ
j8BaqiKmcR6w = ehT0Px3KOsy9(oVre8I6UXc3b._count_input.QmmgWUB13VCJ)
NLcc3BCJnQka = oVre8I6UXc3b._size_input.QmmgWUB13VCJ
if not xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'i\xda\xa0\xfd\xf0eb!+@\xcd;\x03Sh\x00>7I\xa3%'), chr(0b1100100) + '\145' + chr(99) + '\157' + chr(0b1100100) + chr(2954 - 2853))(chr(0b1110101) + chr(116) + '\x66' + chr(0b10110 + 0o27) + chr(56)))():
return
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'|\xd7\xa9\xf5\xe6[\x7f)\x13@'), '\x64' + chr(101) + chr(99) + chr(10209 - 10098) + chr(6828 - 6728) + chr(6102 - 6001))(chr(0b100011 + 0o122) + chr(0b1100101 + 0o17) + chr(0b1100110) + '\x2d' + chr(0b10001 + 0o47)))()
jPxBNlbpKJ48 = uFv_F7PUXTh3(oVre8I6UXc3b._path, BnuOe7t2jDZ6, n_images=j8BaqiKmcR6w, size=NLcc3BCJnQka)
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'{\xd2\xbf\xe4\xf8eo\x1b\x1d^\xc9=\x14C_(>=^\xb3%6'), chr(0b1100100) + '\145' + '\143' + chr(0b1101111) + '\144' + '\145')(chr(4343 - 4226) + chr(5966 - 5850) + chr(9847 - 9745) + chr(95 - 50) + chr(0b100101 + 0o23)))(jPxBNlbpKJ48[:Dx22bkKPdt5d(j8BaqiKmcR6w, ehT0Px3KOsy9(chr(353 - 305) + chr(9875 - 9764) + chr(0b110001) + chr(0b110100), ord("\x08")))])
oVre8I6UXc3b._preview_header.QmmgWUB13VCJ = oVre8I6UXc3b.d2P3dC_lvfpv
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'm\xde\xa2\xf0\xf1v'), chr(0b1001000 + 0o34) + chr(0b1100101) + chr(99) + chr(1551 - 1440) + chr(0b1100100) + '\x65')('\165' + '\x74' + chr(2514 - 2412) + '\055' + chr(1687 - 1631)))()
|
fastai/fastai
|
fastai/widgets/image_downloader.py
|
ImageDownloader.display_images_widgets
|
def display_images_widgets(self, fnames:list) -> None:
"Display a few preview images in the notebook"
imgs = [widgets.Image(value=open(f, 'rb').read(), width='200px') for f in fnames]
self._img_pane.children = tuple(imgs)
|
python
|
def display_images_widgets(self, fnames:list) -> None:
"Display a few preview images in the notebook"
imgs = [widgets.Image(value=open(f, 'rb').read(), width='200px') for f in fnames]
self._img_pane.children = tuple(imgs)
|
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] |
Display a few preview images in the notebook
|
[
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"preview",
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"notebook"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_downloader.py#L72-L75
|
train
|
Display a few preview images in the notebook
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(111) + chr(0b110010) + chr(52) + chr(1153 - 1100), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b111110 + 0o61) + '\062' + chr(51) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(111) + chr(603 - 554) + chr(2404 - 2354), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1000011 + 0o54) + chr(49) + '\x31' + '\x32', 3468 - 3460), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001) + '\067' + chr(1297 - 1249), 12946 - 12938), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10100 + 0o36) + chr(0b110011) + chr(0b10110 + 0o41), 8), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\157' + chr(0b10100 + 0o40) + '\x31', 34259 - 34251), ehT0Px3KOsy9(chr(48) + chr(0b1 + 0o156) + chr(0b110010) + chr(0b110011) + chr(1050 - 1001), ord("\x08")), ehT0Px3KOsy9('\060' + chr(652 - 541) + chr(655 - 604) + chr(63 - 13) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b110110 + 0o71) + chr(0b100010 + 0o20) + chr(1797 - 1744) + chr(0b110110), 51817 - 51809), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(111) + chr(0b110101) + '\062', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b11110 + 0o25) + '\063' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + '\x35', 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(6059 - 5948) + chr(0b10100 + 0o35) + '\x30', 0b1000), ehT0Px3KOsy9(chr(1195 - 1147) + chr(111) + chr(51) + chr(1500 - 1452) + '\x35', 57940 - 57932), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b101111 + 0o4) + '\x37' + chr(0b110010), 8570 - 8562), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + '\067' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1 + 0o156) + chr(0b101111 + 0o4) + chr(53) + chr(0b100110 + 0o12), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(2153 - 2098) + chr(0b1010 + 0o51), 26912 - 26904), ehT0Px3KOsy9('\060' + '\157' + chr(341 - 292) + chr(0b101110 + 0o3) + chr(51), 0b1000), ehT0Px3KOsy9(chr(1215 - 1167) + '\157' + '\x34' + chr(0b10001 + 0o40), 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + chr(0b110011) + chr(375 - 323), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1273 - 1223) + '\x31' + chr(48), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + '\061' + '\062', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + '\065', 0b1000), ehT0Px3KOsy9(chr(1244 - 1196) + '\157' + '\x33' + '\x30' + '\062', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + '\065' + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(1105 - 994) + chr(0b101100 + 0o10), 3517 - 3509), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x32' + '\063' + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(817 - 769) + chr(7239 - 7128) + chr(50) + '\062' + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(111) + chr(1378 - 1329) + '\066' + '\067', 33687 - 33679), ehT0Px3KOsy9(chr(1067 - 1019) + chr(0b1100100 + 0o13) + chr(50) + chr(0b101010 + 0o11) + chr(0b110001), 8), ehT0Px3KOsy9('\060' + chr(9313 - 9202) + chr(0b101 + 0o56) + chr(0b110010) + '\061', 0o10), ehT0Px3KOsy9(chr(1929 - 1881) + '\157' + '\x32' + chr(2802 - 2748) + chr(1368 - 1318), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(49) + '\064' + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(0b100010 + 0o17) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001) + '\064' + '\066', 48808 - 48800), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100101 + 0o15) + chr(0b101 + 0o56) + chr(0b110111), 8), ehT0Px3KOsy9(chr(48) + chr(0b1 + 0o156) + chr(49) + chr(399 - 349) + '\x32', 0b1000), ehT0Px3KOsy9('\060' + chr(0b110101 + 0o72) + chr(0b110000 + 0o5) + chr(0b110101 + 0o0), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b1000110 + 0o51) + chr(53) + '\060', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x8b'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(4115 - 4015) + chr(0b1001111 + 0o26))(chr(0b1101 + 0o150) + chr(0b1110100) + '\146' + '\x2d' + chr(0b1111 + 0o51)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def VOhjxpvkrsJo(oVre8I6UXc3b, N6gE1htigVVA) -> None:
wDUPQjwY6JPV = [_hsjuBdi8ctP.Image(value=_fwkIVCGgtAN(EGyt1xfPT1P6, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7\xfd'), chr(0b101101 + 0o67) + chr(4833 - 4732) + chr(0b1100011) + chr(111) + '\144' + chr(0b1001011 + 0o32))(chr(3816 - 3699) + chr(116) + '\146' + chr(0b101101) + '\x38')).U6MiWrhuCi2Y(), width=xafqLlk3kkUe(SXOLrMavuUCe(b'\x97\xaf::\x00'), '\x64' + '\145' + chr(99) + chr(111) + chr(100) + chr(0b1100101))('\165' + '\x74' + chr(102) + '\x2d' + chr(2765 - 2709))) for EGyt1xfPT1P6 in N6gE1htigVVA]
oVre8I6UXc3b._img_pane.fbmcheqacAus = KNyTy8rYcwji(wDUPQjwY6JPV)
|
fastai/fastai
|
fastai/callbacks/lr_finder.py
|
LRFinder.on_train_begin
|
def on_train_begin(self, pbar, **kwargs:Any)->None:
"Initialize optimizer and learner hyperparameters."
setattr(pbar, 'clean_on_interrupt', True)
self.learn.save('tmp')
self.opt = self.learn.opt
self.opt.lr = self.sched.start
self.stop,self.best_loss = False,0.
return {'skip_validate': True}
|
python
|
def on_train_begin(self, pbar, **kwargs:Any)->None:
"Initialize optimizer and learner hyperparameters."
setattr(pbar, 'clean_on_interrupt', True)
self.learn.save('tmp')
self.opt = self.learn.opt
self.opt.lr = self.sched.start
self.stop,self.best_loss = False,0.
return {'skip_validate': True}
|
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"best_loss",
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"False",
",",
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"{",
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"}"
] |
Initialize optimizer and learner hyperparameters.
|
[
"Initialize",
"optimizer",
"and",
"learner",
"hyperparameters",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/callbacks/lr_finder.py#L16-L23
|
train
|
Initialize optimizer and learner hyperparameters.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(53) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001110 + 0o41) + '\x31' + '\x32' + '\x32', 20701 - 20693), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(48) + '\065', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b111111 + 0o60) + '\x33' + chr(0b110100) + chr(49), 64957 - 64949), ehT0Px3KOsy9('\x30' + chr(10714 - 10603) + '\063' + chr(1148 - 1097) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110110) + chr(2712 - 2659), 44649 - 44641), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b10111 + 0o130) + chr(51) + chr(0b101010 + 0o15) + '\x34', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11110 + 0o25) + chr(50), 39239 - 39231), ehT0Px3KOsy9(chr(2213 - 2165) + '\157' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(111) + '\x33' + chr(0b11011 + 0o27) + chr(0b1001 + 0o51), 0b1000), ehT0Px3KOsy9(chr(911 - 863) + chr(111) + '\x31' + '\x33' + '\x31', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1143 - 1094) + chr(55) + chr(2223 - 2168), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\063' + chr(0b110011) + chr(2303 - 2252), 43807 - 43799), ehT0Px3KOsy9(chr(2084 - 2036) + chr(8172 - 8061) + chr(1042 - 993) + '\063' + '\061', 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(2047 - 1998) + chr(575 - 524) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(111) + chr(0b100110 + 0o14) + '\x33' + '\064', 15998 - 15990), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1759 - 1710) + chr(2048 - 1997) + chr(0b101111 + 0o2), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011 + 0o0) + '\062' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110111 + 0o70) + chr(0b110111) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(2264 - 2153) + chr(2103 - 2052) + chr(55) + chr(0b100101 + 0o20), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(0b110010) + chr(665 - 616), 40449 - 40441), ehT0Px3KOsy9(chr(2107 - 2059) + chr(111) + chr(49) + chr(0b110001) + '\x30', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(10774 - 10663) + chr(0b11000 + 0o37) + chr(2486 - 2434), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(6939 - 6828) + chr(1052 - 1003) + chr(0b110101), 40589 - 40581), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + chr(53) + chr(0b11110 + 0o23), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001) + '\x33' + chr(0b110000), 28061 - 28053), ehT0Px3KOsy9('\060' + '\157' + chr(0b10100 + 0o36) + chr(51) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(0b11110 + 0o25) + chr(0b110111), 50397 - 50389), ehT0Px3KOsy9('\x30' + chr(1931 - 1820) + chr(0b110001) + chr(0b1 + 0o65) + '\064', 11945 - 11937), ehT0Px3KOsy9(chr(0b100010 + 0o16) + '\x6f' + '\063' + chr(50) + chr(0b1010 + 0o50), 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1924 - 1874) + '\065' + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101 + 0o142) + chr(51) + '\060' + chr(0b110110), 49101 - 49093), ehT0Px3KOsy9(chr(573 - 525) + chr(0b1101111) + chr(1217 - 1166) + chr(0b110101) + chr(2284 - 2232), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\067' + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1100111 + 0o10) + '\x31' + chr(0b110110) + chr(1029 - 979), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8027 - 7916) + '\061' + chr(0b110101) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b1000101 + 0o52) + '\x34' + chr(49), 0b1000), ehT0Px3KOsy9(chr(1779 - 1731) + '\157' + '\063', 0o10), ehT0Px3KOsy9(chr(48) + chr(1005 - 894) + '\x34' + chr(52), 0b1000), ehT0Px3KOsy9(chr(771 - 723) + chr(0b1101111) + chr(2320 - 2265) + '\065', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(111) + chr(1769 - 1716) + chr(0b110000), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x81'), chr(248 - 148) + chr(101) + chr(99) + chr(0b1101111) + chr(100) + chr(101))(chr(0b1100100 + 0o21) + chr(8614 - 8498) + '\146' + chr(45) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def hw8LiNM2DL6Z(oVre8I6UXc3b, IU1B1de_insx, **M8EIoTs2GJXE) -> None:
t0rOMsrOC7R_(IU1B1de_insx, xafqLlk3kkUe(SXOLrMavuUCe(b'\xcc>\xa0\x80\xb4j\x93tX\xbb7\x0b\xbe+/\xe9)\xa4'), chr(100) + chr(3384 - 3283) + chr(6069 - 5970) + chr(0b1101111) + chr(0b1000 + 0o134) + chr(0b1100101))(chr(5474 - 5357) + '\164' + chr(0b1100110) + chr(0b100010 + 0o13) + '\070'), ehT0Px3KOsy9(chr(48) + chr(0b10001 + 0o136) + chr(980 - 931), 14373 - 14365))
xafqLlk3kkUe(oVre8I6UXc3b.learn, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdc3\xb3\x84'), chr(100) + chr(2227 - 2126) + '\x63' + chr(0b1 + 0o156) + chr(0b110111 + 0o55) + '\x65')('\x75' + '\164' + chr(2869 - 2767) + chr(0b10100 + 0o31) + '\x38'))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xdb?\xb5'), '\144' + '\x65' + chr(2814 - 2715) + '\157' + chr(4712 - 4612) + '\x65')(chr(117) + chr(0b1110100) + chr(102) + chr(45) + chr(0b111000)))
oVre8I6UXc3b.PFDxXM_vbSsA = oVre8I6UXc3b.learn.PFDxXM_vbSsA
oVre8I6UXc3b.opt.Zzs55KO_HKfp = oVre8I6UXc3b.sched.start
(oVre8I6UXc3b.i64wROPYXl1w, oVre8I6UXc3b.TPw45er6IaoV) = (ehT0Px3KOsy9('\x30' + chr(0b1100100 + 0o13) + chr(0b110000), 0o10), 0.0)
return {xafqLlk3kkUe(SXOLrMavuUCe(b'\xdc9\xac\x91\x85C\x9dvn\xb68\x0b\xbe'), chr(100) + chr(101) + chr(4071 - 3972) + '\157' + chr(0b1100100) + chr(0b1010 + 0o133))('\165' + '\x74' + chr(102) + '\x2d' + '\070'): ehT0Px3KOsy9(chr(550 - 502) + chr(11462 - 11351) + chr(0b101101 + 0o4), 8)}
|
fastai/fastai
|
fastai/callbacks/lr_finder.py
|
LRFinder.on_batch_end
|
def on_batch_end(self, iteration:int, smooth_loss:TensorOrNumber, **kwargs:Any)->None:
"Determine if loss has runaway and we should stop."
if iteration==0 or smooth_loss < self.best_loss: self.best_loss = smooth_loss
self.opt.lr = self.sched.step()
if self.sched.is_done or (self.stop_div and (smooth_loss > 4*self.best_loss or torch.isnan(smooth_loss))):
#We use the smoothed loss to decide on the stopping since it's less shaky.
return {'stop_epoch': True, 'stop_training': True}
|
python
|
def on_batch_end(self, iteration:int, smooth_loss:TensorOrNumber, **kwargs:Any)->None:
"Determine if loss has runaway and we should stop."
if iteration==0 or smooth_loss < self.best_loss: self.best_loss = smooth_loss
self.opt.lr = self.sched.step()
if self.sched.is_done or (self.stop_div and (smooth_loss > 4*self.best_loss or torch.isnan(smooth_loss))):
#We use the smoothed loss to decide on the stopping since it's less shaky.
return {'stop_epoch': True, 'stop_training': True}
|
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] |
Determine if loss has runaway and we should stop.
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/callbacks/lr_finder.py#L25-L31
|
train
|
Determine if loss has runaway and we should stop.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b11111 + 0o23) + chr(0b11110 + 0o31) + chr(0b110010 + 0o4), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b10 + 0o155) + chr(1486 - 1436) + '\x32' + chr(52), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1000111 + 0o50) + '\066' + chr(55), ord("\x08")), ehT0Px3KOsy9('\060' + chr(10161 - 10050) + '\x33' + '\063', 0o10), ehT0Px3KOsy9(chr(1360 - 1312) + chr(111) + '\062' + chr(0b101111 + 0o2) + chr(1733 - 1678), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49) + chr(49) + chr(148 - 99), 0o10), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\x6f' + '\x31' + '\x36' + chr(1976 - 1922), ord("\x08")), ehT0Px3KOsy9(chr(139 - 91) + '\157' + '\x32' + chr(51) + chr(0b110110), 40541 - 40533), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + '\060' + '\064', 0b1000), ehT0Px3KOsy9(chr(761 - 713) + chr(6972 - 6861) + chr(0b110011) + '\x32' + '\x35', 27528 - 27520), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100 + 0o56) + chr(0b1001 + 0o52) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1010100 + 0o33) + '\x32' + chr(0b11 + 0o64) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(2200 - 2089) + '\x32' + chr(55) + chr(0b101010 + 0o12), 43618 - 43610), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + chr(0b100010 + 0o25) + chr(0b110101), 49602 - 49594), ehT0Px3KOsy9(chr(48) + '\x6f' + '\067' + '\066', 0o10), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1101111) + chr(52) + chr(50), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(0b101011 + 0o10) + chr(2044 - 1990), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000100 + 0o53) + chr(55) + '\x32', 0o10), ehT0Px3KOsy9('\x30' + chr(4814 - 4703) + chr(0b110001) + chr(51) + chr(54), 46595 - 46587), ehT0Px3KOsy9('\x30' + chr(9969 - 9858) + chr(0b10101 + 0o34) + '\x36' + chr(0b110000), 13554 - 13546), ehT0Px3KOsy9(chr(48) + chr(11488 - 11377) + chr(0b101 + 0o55) + chr(48) + chr(0b10100 + 0o37), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10011 + 0o36), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1101 + 0o44) + chr(0b1101 + 0o50) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b101000 + 0o107) + chr(51) + chr(52) + chr(51), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(1868 - 1817) + '\x36' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\x6f' + '\x31' + chr(1142 - 1092) + chr(49), 47275 - 47267), ehT0Px3KOsy9(chr(1719 - 1671) + '\157' + chr(49) + '\065' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + chr(0b10111 + 0o31) + '\x31', 3984 - 3976), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011011 + 0o24) + '\x33' + chr(1664 - 1616) + chr(2178 - 2124), ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(111) + chr(50) + chr(0b10110 + 0o41) + '\066', 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32' + chr(51) + chr(0b1000 + 0o54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + '\067' + chr(0b1010 + 0o50), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(1077 - 1022) + chr(1310 - 1255), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(1774 - 1719) + chr(1175 - 1124), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(1535 - 1483) + chr(0b11 + 0o60), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1 + 0o156) + chr(50) + '\x34' + '\x34', 2297 - 2289), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(55), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(1583 - 1532) + chr(0b101011 + 0o13) + chr(1701 - 1652), 58806 - 58798), ehT0Px3KOsy9(chr(0b110000) + chr(6947 - 6836) + '\x37' + chr(910 - 861), 0o10), ehT0Px3KOsy9('\060' + chr(9605 - 9494) + chr(50) + chr(337 - 288) + '\x37', 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\157' + chr(0b110101) + chr(0b1101 + 0o43), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x90'), chr(100) + chr(9057 - 8956) + '\143' + chr(111) + '\144' + '\x65')('\165' + chr(0b1110100) + '\x66' + '\055' + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def J9LLNH_kQ0hr(oVre8I6UXc3b, HTak90t_SLN1, o2gXvGxOK9m7, **M8EIoTs2GJXE) -> None:
if HTak90t_SLN1 == ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(0b1100001 + 0o16) + chr(1524 - 1476), 47432 - 47424) or o2gXvGxOK9m7 < xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xea\xc4@/\xba,\x04\xa8\xcd\xb4\xf2\xe9'), chr(0b0 + 0o144) + chr(101) + chr(9210 - 9111) + '\x6f' + '\x64' + chr(5484 - 5383))(chr(2905 - 2788) + chr(0b1110100) + chr(0b10001 + 0o125) + '\x2d' + chr(0b100111 + 0o21))):
oVre8I6UXc3b.TPw45er6IaoV = o2gXvGxOK9m7
oVre8I6UXc3b.opt.Zzs55KO_HKfp = oVre8I6UXc3b.sched.step()
if xafqLlk3kkUe(oVre8I6UXc3b.sched, xafqLlk3kkUe(SXOLrMavuUCe(b"\xd7\xe7h\x7f\xe0'\x13"), '\x64' + chr(0b110001 + 0o64) + chr(99) + '\x6f' + '\144' + '\x65')('\165' + '\164' + chr(0b100000 + 0o106) + chr(0b1000 + 0o45) + chr(56))) or (xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xcd\xe0Xk\xd0-\x1f\xe8'), '\x64' + chr(0b1101 + 0o130) + '\x63' + '\157' + '\x64' + chr(2208 - 2107))('\165' + chr(116) + chr(102) + '\055' + '\x38')) and (o2gXvGxOK9m7 > ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(0b1001100 + 0o43) + chr(2582 - 2530), 13339 - 13331) * xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xea\xc4@/\xba,\x04\xa8\xcd\xb4\xf2\xe9'), '\x64' + '\x65' + chr(0b1100011) + chr(0b101 + 0o152) + chr(100) + chr(101))(chr(117) + '\x74' + chr(0b1100110) + chr(45) + '\x38')) or xafqLlk3kkUe(cEkFpYktkSeK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7\xe7Yz\xe1'), chr(0b1100100) + chr(0b1010001 + 0o24) + chr(9260 - 9161) + chr(0b1010000 + 0o37) + chr(7854 - 7754) + chr(0b100100 + 0o101))('\165' + chr(0b1110100) + '\146' + chr(0b101101) + chr(0b111000)))(o2gXvGxOK9m7))):
return {xafqLlk3kkUe(SXOLrMavuUCe(b'\xcd\xe0Xk\xd0,\x06\xf1\xe7\xbd'), chr(0b1100100) + chr(101) + chr(0b1100011) + chr(3645 - 3534) + chr(0b1100100) + chr(0b1100001 + 0o4))('\165' + chr(0b1110100) + chr(102) + '\x2d' + chr(0b111000)): ehT0Px3KOsy9(chr(48) + '\157' + chr(49), 8), xafqLlk3kkUe(SXOLrMavuUCe(b'\xcd\xe0Xk\xd0=\x04\xff\xed\xbb\xf4\xd1\xdb'), chr(2700 - 2600) + chr(0b1100101) + chr(0b1 + 0o142) + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))(chr(0b1100110 + 0o17) + '\x74' + '\146' + chr(0b100010 + 0o13) + '\070'): ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(111) + chr(0b0 + 0o61), 8)}
|
fastai/fastai
|
fastai/callbacks/lr_finder.py
|
LRFinder.on_train_end
|
def on_train_end(self, **kwargs:Any)->None:
"Cleanup learn model weights disturbed during LRFinder exploration."
self.learn.load('tmp', purge=False)
if hasattr(self.learn.model, 'reset'): self.learn.model.reset()
for cb in self.callbacks:
if hasattr(cb, 'reset'): cb.reset()
print('LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.')
|
python
|
def on_train_end(self, **kwargs:Any)->None:
"Cleanup learn model weights disturbed during LRFinder exploration."
self.learn.load('tmp', purge=False)
if hasattr(self.learn.model, 'reset'): self.learn.model.reset()
for cb in self.callbacks:
if hasattr(cb, 'reset'): cb.reset()
print('LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.')
|
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] |
Cleanup learn model weights disturbed during LRFinder exploration.
|
[
"Cleanup",
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"weights",
"disturbed",
"during",
"LRFinder",
"exploration",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/callbacks/lr_finder.py#L33-L39
|
train
|
Cleanup learn model weights disturbed during LRFinder exploration.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\157' + chr(0b110010) + chr(0b110110) + chr(0b1110 + 0o43), 11423 - 11415), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + '\x37' + chr(0b101101 + 0o6), 35623 - 35615), ehT0Px3KOsy9('\060' + chr(5423 - 5312) + chr(0b101010 + 0o13) + chr(53), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1164 - 1111) + chr(0b110100), 46646 - 46638), ehT0Px3KOsy9(chr(48) + chr(3766 - 3655) + chr(49) + '\062' + chr(52), 3533 - 3525), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\157' + chr(0b100011 + 0o16) + chr(0b101110 + 0o3) + '\x33', 44650 - 44642), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110 + 0o53) + chr(54) + chr(51), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + '\x32' + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b100000 + 0o21) + chr(0b110 + 0o60) + chr(2342 - 2292), 778 - 770), ehT0Px3KOsy9(chr(1878 - 1830) + chr(0b1101111) + chr(0b110101) + chr(1378 - 1326), 8), ehT0Px3KOsy9(chr(48) + chr(2321 - 2210) + chr(0b100000 + 0o22) + '\x35' + chr(0b110010), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(0b110110) + chr(1798 - 1743), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\063' + chr(0b101111 + 0o6) + '\x33', 46914 - 46906), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + chr(0b110 + 0o54) + chr(0b1111 + 0o41), 0b1000), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b10101 + 0o132) + chr(0b110010) + chr(50) + chr(0b11011 + 0o33), 39267 - 39259), ehT0Px3KOsy9(chr(48) + chr(7620 - 7509) + chr(1402 - 1351) + chr(2168 - 2118) + chr(1453 - 1399), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + chr(52) + chr(0b1100 + 0o51), 42311 - 42303), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + chr(0b11110 + 0o25) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1423 - 1374) + '\061' + chr(55), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b110010 + 0o75) + chr(0b110011) + '\062' + chr(1916 - 1862), 8), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(8835 - 8724) + '\063' + chr(0b11111 + 0o27) + chr(0b110000 + 0o4), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110111 + 0o70) + chr(735 - 684) + '\060' + '\x35', 0b1000), ehT0Px3KOsy9(chr(1454 - 1406) + '\157' + '\x31' + '\x33' + chr(0b101011 + 0o13), ord("\x08")), ehT0Px3KOsy9(chr(1783 - 1735) + '\x6f' + chr(0b100101 + 0o20), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + '\x36' + chr(1658 - 1608), 8), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(111) + '\061' + chr(0b110111) + chr(1775 - 1721), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1011 + 0o144) + chr(0b10101 + 0o35) + chr(0b101110 + 0o11) + chr(0b101011 + 0o5), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\x37' + chr(51), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(307 - 258) + chr(0b111 + 0o51) + '\063', 0o10), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1101111) + '\x33' + chr(0b110111), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2405 - 2354) + chr(2374 - 2324) + chr(1533 - 1478), 35680 - 35672), ehT0Px3KOsy9(chr(0b1011 + 0o45) + '\157' + '\063' + chr(0b100 + 0o61), 0b1000), ehT0Px3KOsy9(chr(1038 - 990) + chr(0b1000000 + 0o57) + chr(50) + chr(1194 - 1144) + chr(0b1110 + 0o46), 50066 - 50058), ehT0Px3KOsy9(chr(48) + chr(0b111010 + 0o65) + chr(0b110011) + chr(0b101011 + 0o14) + '\x35', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b0 + 0o63) + chr(1300 - 1251) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + chr(0b110011) + chr(707 - 657), 8), ehT0Px3KOsy9(chr(561 - 513) + chr(0b10111 + 0o130) + chr(0b110011) + chr(0b110 + 0o55) + '\062', 8), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(1968 - 1916), 0o10), ehT0Px3KOsy9('\x30' + chr(2404 - 2293) + chr(49) + '\x36' + chr(913 - 864), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100010 + 0o23) + chr(1323 - 1275), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x9f'), chr(0b101111 + 0o65) + chr(0b1100101) + chr(0b1100011) + chr(10864 - 10753) + '\x64' + chr(7920 - 7819))(chr(0b1110101) + chr(6211 - 6095) + '\x66' + chr(380 - 335) + chr(1539 - 1483)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def ok4dKpBtqgOR(oVre8I6UXc3b, **M8EIoTs2GJXE) -> None:
xafqLlk3kkUe(oVre8I6UXc3b.learn, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdc\x83YH\x05\x06\x16\xbc\x05f\xf0\xfd'), chr(7121 - 7021) + '\145' + chr(99) + chr(0b1101111) + '\x64' + chr(4459 - 4358))('\165' + chr(0b110010 + 0o102) + '\x66' + chr(45) + chr(2113 - 2057)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xc5\x96]'), chr(0b11111 + 0o105) + '\145' + chr(99) + chr(0b100110 + 0o111) + chr(6445 - 6345) + chr(0b1100001 + 0o4))('\x75' + chr(0b111100 + 0o70) + chr(0b1001100 + 0o32) + chr(0b101101) + chr(0b111000)), purge=ehT0Px3KOsy9(chr(1004 - 956) + chr(111) + '\060', ord("\x08")))
if lot1PSoAwYhj(xafqLlk3kkUe(oVre8I6UXc3b.learn, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdc\x94II8'), '\x64' + chr(2563 - 2462) + '\x63' + '\x6f' + chr(100) + chr(0b111011 + 0o52))(chr(11926 - 11809) + chr(0b1110100) + '\x66' + '\055' + chr(670 - 614))), xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3\x9e^I '), '\144' + chr(0b0 + 0o145) + '\x63' + chr(0b100111 + 0o110) + '\144' + chr(0b1100101))(chr(0b1110101) + chr(0b1100010 + 0o22) + chr(0b1100110) + '\x2d' + chr(1647 - 1591))):
xafqLlk3kkUe(oVre8I6UXc3b.learn.model, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3\x9e^I '), chr(100) + '\145' + chr(0b11111 + 0o104) + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(0b1011100 + 0o31) + chr(1837 - 1721) + chr(6427 - 6325) + chr(0b11101 + 0o20) + chr(0b111000)))()
for hfOA2bIyYn7s in xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd2\x9aA@6*\x10\xbe\x01'), chr(907 - 807) + chr(0b1000110 + 0o37) + chr(0b111000 + 0o53) + chr(0b1101111) + '\144' + chr(1334 - 1233))(chr(3408 - 3291) + chr(116) + '\146' + chr(0b101101) + chr(0b111000))):
if lot1PSoAwYhj(hfOA2bIyYn7s, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3\x9e^I '), chr(0b1100100) + '\145' + chr(0b1100011) + chr(111) + '\144' + chr(101))(chr(12258 - 12141) + chr(0b110000 + 0o104) + '\x66' + chr(0b101101) + chr(0b111000))):
xafqLlk3kkUe(hfOA2bIyYn7s, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3\x9e^I '), chr(0b101001 + 0o73) + chr(1606 - 1505) + '\x63' + chr(0b1100101 + 0o12) + chr(0b1100100) + chr(0b1100010 + 0o3))('\x75' + chr(116) + '\x66' + chr(117 - 72) + chr(0b10000 + 0o50)))()
zLUzGokYBM2Z(xafqLlk3kkUe(SXOLrMavuUCe(b'\xfd\xa9\rj=%\x17\xb0\x00\x0c\xc3\xc4\xcb\xb3\xf9\xbb\x15\xb6*\xa2\x91\xe9~q\x0b\x0e\xdd\xdb8sw\xb6o\xfa\x98\xbe\x85\xb4m\x1c\xd4\x86\x03^1(\x1c\xa7\x16I\xd8\x99\x9b\xbc\xf9\xa2M\xf3o\xa2\x9b\xe5-`\x17^\xcc\x93&?u\xa5|\xe4\x95\xe2'), '\144' + '\x65' + chr(99) + chr(111) + '\144' + '\145')(chr(117) + chr(0b1110100) + chr(102) + chr(45) + chr(0b111000)))
|
fastai/fastai
|
old/fastai/rnn_reg.py
|
dropout_mask
|
def dropout_mask(x, sz, dropout):
""" Applies a dropout mask whose size is determined by passed argument 'sz'.
Args:
x (nn.Variable): A torch Variable object
sz (tuple(int, int, int)): The expected size of the new tensor
dropout (float): The dropout fraction to apply
This method uses the bernoulli distribution to decide which activations to keep.
Additionally, the sampled activations is rescaled is using the factor 1/(1 - dropout).
In the example given below, one can see that approximately .8 fraction of the
returned tensors are zero. Rescaling with the factor 1/(1 - 0.8) returns a tensor
with 5's in the unit places.
The official link to the pytorch bernoulli function is here:
http://pytorch.org/docs/master/torch.html#torch.bernoulli
Examples:
>>> a_Var = torch.autograd.Variable(torch.Tensor(2, 3, 4).uniform_(0, 1), requires_grad=False)
>>> a_Var
Variable containing:
(0 ,.,.) =
0.6890 0.5412 0.4303 0.8918
0.3871 0.7944 0.0791 0.5979
0.4575 0.7036 0.6186 0.7217
(1 ,.,.) =
0.8354 0.1690 0.1734 0.8099
0.6002 0.2602 0.7907 0.4446
0.5877 0.7464 0.4257 0.3386
[torch.FloatTensor of size 2x3x4]
>>> a_mask = dropout_mask(a_Var.data, (1,a_Var.size(1),a_Var.size(2)), dropout=0.8)
>>> a_mask
(0 ,.,.) =
0 5 0 0
0 0 0 5
5 0 5 0
[torch.FloatTensor of size 1x3x4]
"""
return x.new(*sz).bernoulli_(1-dropout)/(1-dropout)
|
python
|
def dropout_mask(x, sz, dropout):
""" Applies a dropout mask whose size is determined by passed argument 'sz'.
Args:
x (nn.Variable): A torch Variable object
sz (tuple(int, int, int)): The expected size of the new tensor
dropout (float): The dropout fraction to apply
This method uses the bernoulli distribution to decide which activations to keep.
Additionally, the sampled activations is rescaled is using the factor 1/(1 - dropout).
In the example given below, one can see that approximately .8 fraction of the
returned tensors are zero. Rescaling with the factor 1/(1 - 0.8) returns a tensor
with 5's in the unit places.
The official link to the pytorch bernoulli function is here:
http://pytorch.org/docs/master/torch.html#torch.bernoulli
Examples:
>>> a_Var = torch.autograd.Variable(torch.Tensor(2, 3, 4).uniform_(0, 1), requires_grad=False)
>>> a_Var
Variable containing:
(0 ,.,.) =
0.6890 0.5412 0.4303 0.8918
0.3871 0.7944 0.0791 0.5979
0.4575 0.7036 0.6186 0.7217
(1 ,.,.) =
0.8354 0.1690 0.1734 0.8099
0.6002 0.2602 0.7907 0.4446
0.5877 0.7464 0.4257 0.3386
[torch.FloatTensor of size 2x3x4]
>>> a_mask = dropout_mask(a_Var.data, (1,a_Var.size(1),a_Var.size(2)), dropout=0.8)
>>> a_mask
(0 ,.,.) =
0 5 0 0
0 0 0 5
5 0 5 0
[torch.FloatTensor of size 1x3x4]
"""
return x.new(*sz).bernoulli_(1-dropout)/(1-dropout)
|
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"bernoulli_",
"(",
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"-",
"dropout",
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"/",
"(",
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] |
Applies a dropout mask whose size is determined by passed argument 'sz'.
Args:
x (nn.Variable): A torch Variable object
sz (tuple(int, int, int)): The expected size of the new tensor
dropout (float): The dropout fraction to apply
This method uses the bernoulli distribution to decide which activations to keep.
Additionally, the sampled activations is rescaled is using the factor 1/(1 - dropout).
In the example given below, one can see that approximately .8 fraction of the
returned tensors are zero. Rescaling with the factor 1/(1 - 0.8) returns a tensor
with 5's in the unit places.
The official link to the pytorch bernoulli function is here:
http://pytorch.org/docs/master/torch.html#torch.bernoulli
Examples:
>>> a_Var = torch.autograd.Variable(torch.Tensor(2, 3, 4).uniform_(0, 1), requires_grad=False)
>>> a_Var
Variable containing:
(0 ,.,.) =
0.6890 0.5412 0.4303 0.8918
0.3871 0.7944 0.0791 0.5979
0.4575 0.7036 0.6186 0.7217
(1 ,.,.) =
0.8354 0.1690 0.1734 0.8099
0.6002 0.2602 0.7907 0.4446
0.5877 0.7464 0.4257 0.3386
[torch.FloatTensor of size 2x3x4]
>>> a_mask = dropout_mask(a_Var.data, (1,a_Var.size(1),a_Var.size(2)), dropout=0.8)
>>> a_mask
(0 ,.,.) =
0 5 0 0
0 0 0 5
5 0 5 0
[torch.FloatTensor of size 1x3x4]
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/old/fastai/rnn_reg.py#L9-L47
|
train
|
Applies a dropout mask to the object holding the specified size.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1110 + 0o141) + chr(0b110001) + chr(0b110111) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b11111 + 0o22) + chr(0b100 + 0o55) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + '\x35' + chr(443 - 390), ord("\x08")), ehT0Px3KOsy9(chr(0b11111 + 0o21) + '\x6f' + '\061' + '\x32' + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10010 + 0o37) + chr(0b0 + 0o65), 0o10), ehT0Px3KOsy9('\060' + chr(5793 - 5682) + chr(51) + '\x34' + chr(1789 - 1736), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b100111 + 0o20) + chr(0b11001 + 0o36), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b11010 + 0o125) + chr(49) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + '\x6f' + chr(1371 - 1320) + chr(50) + chr(53), 0b1000), ehT0Px3KOsy9(chr(1038 - 990) + chr(9954 - 9843) + chr(993 - 944) + '\x30' + '\060', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100010 + 0o17) + '\060' + '\x35', 30095 - 30087), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1101111) + chr(191 - 140) + chr(0b110110) + chr(51), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b1111 + 0o43) + chr(0b110000) + chr(50), 0b1000), ehT0Px3KOsy9(chr(1456 - 1408) + chr(2191 - 2080) + chr(0b110001) + '\066' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + chr(0b110101), 8), ehT0Px3KOsy9('\060' + chr(0b110110 + 0o71) + chr(0b110011) + chr(1654 - 1601) + '\063', 41582 - 41574), ehT0Px3KOsy9(chr(1897 - 1849) + '\157' + chr(0b100100 + 0o16) + '\061' + '\062', 42990 - 42982), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + '\063' + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1946 - 1895), 3830 - 3822), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110100) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + '\x30' + '\060', 45642 - 45634), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1111 + 0o46) + chr(0b10100 + 0o37), 0o10), ehT0Px3KOsy9(chr(1930 - 1882) + '\x6f' + chr(0b11100 + 0o25) + '\063' + '\x34', 29293 - 29285), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + chr(11472 - 11361) + chr(968 - 919) + '\066' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(354 - 304) + chr(1828 - 1778) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(218 - 164) + '\x36', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + '\063' + '\x31', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110010 + 0o75) + '\065' + chr(55), 10927 - 10919), ehT0Px3KOsy9(chr(177 - 129) + '\x6f' + chr(55) + '\x36', 62216 - 62208), ehT0Px3KOsy9(chr(1731 - 1683) + '\157' + chr(158 - 108) + '\x32' + chr(0b10001 + 0o45), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(5116 - 5005) + chr(0b110001) + '\x35' + chr(0b110 + 0o52), 0o10), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b1101001 + 0o6) + '\x31' + chr(54), 0o10), ehT0Px3KOsy9(chr(750 - 702) + chr(0b1001 + 0o146) + '\x31' + chr(0b0 + 0o61), ord("\x08")), ehT0Px3KOsy9(chr(1880 - 1832) + '\157' + chr(124 - 73) + chr(590 - 539) + chr(651 - 603), 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(9868 - 9757) + '\x33' + chr(0b110000 + 0o2) + chr(0b101111 + 0o2), 0o10), ehT0Px3KOsy9(chr(131 - 83) + chr(0b1101111) + chr(0b110010) + '\066' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(1567 - 1519) + chr(0b1101111) + '\x32' + chr(0b110001), 14032 - 14024), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\157' + '\x32' + chr(280 - 227) + chr(2021 - 1968), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1251 - 1200) + chr(0b100100 + 0o17) + chr(2548 - 2493), 17331 - 17323)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b110110 + 0o71) + chr(2117 - 2064) + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'V'), chr(0b1100100) + chr(0b1100101) + '\x63' + chr(3274 - 3163) + chr(0b1100100) + chr(0b1010010 + 0o23))(chr(0b110 + 0o157) + chr(3769 - 3653) + '\146' + chr(940 - 895) + chr(0b100 + 0o64)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def HyMmWPuGKzDp(OeWW0F1dBPRQ, hhYs5y35lyzY, ag0mwEgWzjYv):
return xafqLlk3kkUe(OeWW0F1dBPRQ.new(*hhYs5y35lyzY), xafqLlk3kkUe(SXOLrMavuUCe(b'\x1a*\xdf=b\x90Sc\xbc\x1f'), chr(0b1010001 + 0o23) + '\x65' + chr(2624 - 2525) + chr(0b1101111) + '\x64' + chr(8795 - 8694))(chr(5120 - 5003) + chr(4164 - 4048) + chr(0b1100110) + '\x2d' + chr(0b111000)))(ehT0Px3KOsy9(chr(1098 - 1050) + '\157' + chr(0b110001), ord("\x08")) - ag0mwEgWzjYv) / (ehT0Px3KOsy9('\060' + '\157' + chr(1418 - 1369), 8) - ag0mwEgWzjYv)
|
fastai/fastai
|
old/fastai/rnn_reg.py
|
WeightDrop._setup
|
def _setup(self):
""" for each string defined in self.weights, the corresponding
attribute in the wrapped module is referenced, then deleted, and subsequently
registered as a new parameter with a slightly modified name.
Args:
None
Returns:
None
"""
if isinstance(self.module, torch.nn.RNNBase): self.module.flatten_parameters = noop
for name_w in self.weights:
w = getattr(self.module, name_w)
del self.module._parameters[name_w]
self.module.register_parameter(name_w + '_raw', nn.Parameter(w.data))
|
python
|
def _setup(self):
""" for each string defined in self.weights, the corresponding
attribute in the wrapped module is referenced, then deleted, and subsequently
registered as a new parameter with a slightly modified name.
Args:
None
Returns:
None
"""
if isinstance(self.module, torch.nn.RNNBase): self.module.flatten_parameters = noop
for name_w in self.weights:
w = getattr(self.module, name_w)
del self.module._parameters[name_w]
self.module.register_parameter(name_w + '_raw', nn.Parameter(w.data))
|
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] |
for each string defined in self.weights, the corresponding
attribute in the wrapped module is referenced, then deleted, and subsequently
registered as a new parameter with a slightly modified name.
Args:
None
Returns:
None
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/old/fastai/rnn_reg.py#L79-L94
|
train
|
This method is called by the base class to setup the internal state of the internal state of the internal state.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\157' + '\x31' + chr(0b110001) + '\066', 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(54) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\157' + chr(521 - 470) + chr(54), 33008 - 33000), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + chr(54) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(111) + '\062' + chr(1198 - 1144) + chr(51), 46220 - 46212), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b100 + 0o153) + chr(0b110010) + '\065' + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(0b110000) + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1100100 + 0o13) + '\063' + chr(0b110001) + '\066', 0b1000), ehT0Px3KOsy9('\x30' + chr(9066 - 8955) + chr(0b110100) + '\061', ord("\x08")), ehT0Px3KOsy9('\060' + chr(2916 - 2805) + '\x33' + '\062' + chr(0b110000), 64307 - 64299), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2218 - 2164) + chr(49), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(380 - 332) + '\066', 60025 - 60017), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011010 + 0o25) + '\062' + '\x31' + chr(49), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + '\061' + chr(873 - 824), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(92 - 43) + chr(55) + chr(0b110 + 0o61), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1100111 + 0o10) + '\x32' + '\x37' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(609 - 561) + chr(3918 - 3807) + chr(0b10 + 0o64) + chr(0b10100 + 0o43), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b111010 + 0o65) + chr(0b110010) + chr(379 - 324), 0b1000), ehT0Px3KOsy9(chr(0b10100 + 0o34) + '\157' + chr(0b110 + 0o53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + chr(0b110000) + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x33' + chr(0b110100) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(6427 - 6316) + chr(2428 - 2378) + '\x37' + chr(0b101010 + 0o6), 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + chr(1183 - 1133) + chr(53) + chr(0b110111), 12420 - 12412), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + '\x32' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\157' + '\061' + chr(0b1100 + 0o46) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8035 - 7924) + '\063' + chr(55) + chr(0b110110), 24961 - 24953), ehT0Px3KOsy9('\x30' + chr(0b1011011 + 0o24) + chr(49) + chr(0b110 + 0o56) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b11011 + 0o124) + chr(633 - 583) + chr(0b111 + 0o55) + chr(0b11010 + 0o35), 0o10), ehT0Px3KOsy9('\060' + chr(0b0 + 0o157) + chr(51) + '\x33' + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(6640 - 6529) + '\061' + chr(51) + chr(0b110111), 42827 - 42819), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + chr(55) + '\x34', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(2088 - 2034) + chr(1804 - 1756), 0o10), ehT0Px3KOsy9(chr(348 - 300) + chr(9414 - 9303) + '\x32' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\157' + chr(0b1111 + 0o44) + chr(1867 - 1817) + '\x31', 51745 - 51737), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(773 - 722) + chr(0b110000) + chr(53), 0o10), ehT0Px3KOsy9(chr(492 - 444) + chr(0b1101111) + '\x33' + chr(864 - 810) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(7799 - 7688) + '\061' + chr(0b110100) + '\067', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\063' + '\x33' + chr(0b110000 + 0o0), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10100 + 0o37) + '\067' + chr(0b110100), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110101) + '\x32', 29573 - 29565)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b100010 + 0o16) + '\157' + chr(0b110101) + '\x30', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'`'), '\x64' + chr(0b1100101) + chr(99) + chr(0b111110 + 0o61) + '\x64' + chr(4617 - 4516))(chr(0b1011001 + 0o34) + chr(116) + '\x66' + '\055' + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def XAyOfTTJiKNo(oVre8I6UXc3b):
if PlSM16l2KDPD(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'#\x1dz\xc2\xdf\xc9'), '\144' + chr(101) + chr(0b1011100 + 0o7) + '\x6f' + '\x64' + chr(0b1100101))('\x75' + chr(0b1110100) + chr(0b1100110) + '\055' + '\x38')), xafqLlk3kkUe(cEkFpYktkSeK.nn, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1c<P\xf5\xd2\xdf\xe0'), chr(100) + chr(101) + chr(0b1100001 + 0o2) + chr(0b1101111) + chr(100) + chr(0b11110 + 0o107))(chr(0b1010101 + 0o40) + chr(0b11101 + 0o127) + chr(0b1100110) + '\x2d' + '\x38'))):
oVre8I6UXc3b.module.Jq1ZNfd_EL13 = oox01JdXto7H
for hS0TBh5r1ov7 in xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'9\x17w\xd0\xdb\xd8\xf6'), chr(0b101001 + 0o73) + chr(0b1100101) + '\143' + '\x6f' + chr(100) + '\x65')(chr(0b1011100 + 0o31) + chr(5884 - 5768) + '\146' + chr(0b10101 + 0o30) + '\070')):
AOfzRywRzEXp = xafqLlk3kkUe(oVre8I6UXc3b.RqocVGOryNPv, hS0TBh5r1ov7)
del xafqLlk3kkUe(oVre8I6UXc3b.module, xafqLlk3kkUe(SXOLrMavuUCe(b'\x11\x02\x7f\xc5\xd2\xc1\xe0\xbaD\xa2B'), chr(1039 - 939) + chr(0b101 + 0o140) + chr(99) + chr(0b1101111) + '\x64' + '\x65')(chr(0b110001 + 0o104) + chr(0b1000101 + 0o57) + '\x66' + chr(0b101101) + '\070'))[hS0TBh5r1ov7]
xafqLlk3kkUe(oVre8I6UXc3b.module, xafqLlk3kkUe(SXOLrMavuUCe(b'<\x17y\xde\xc0\xd8\xe0\xbc~\xa0P\xb4\xe8\xe4\x1a\xc9Re'), chr(100) + chr(8765 - 8664) + '\x63' + chr(111) + '\144' + chr(8563 - 8462))(chr(117) + chr(10952 - 10836) + '\146' + chr(1857 - 1812) + '\x38'))(hS0TBh5r1ov7 + xafqLlk3kkUe(SXOLrMavuUCe(b'\x11\x00\x7f\xc0'), '\144' + chr(101) + '\x63' + chr(0b11111 + 0o120) + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(11224 - 11108) + chr(0b1100110) + '\055' + '\070'), xafqLlk3kkUe(YGzaUG18aF1F, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1e\x13l\xd6\xde\xc9\xf1\xabS'), '\144' + chr(0b1100101) + chr(0b111011 + 0o50) + chr(0b1101111) + chr(0b1100100) + '\145')('\165' + '\164' + chr(0b1000001 + 0o45) + '\x2d' + chr(3034 - 2978)))(xafqLlk3kkUe(AOfzRywRzEXp, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1b>p\xdd\xc3\x9a\xc1\xf8D\xb6w\x8e'), chr(0b1100100) + '\x65' + chr(99) + chr(111) + '\x64' + '\x65')('\x75' + chr(0b1110100) + '\146' + chr(0b101101) + chr(1824 - 1768)))))
|
fastai/fastai
|
old/fastai/rnn_reg.py
|
WeightDrop._setweights
|
def _setweights(self):
""" Uses pytorch's built-in dropout function to apply dropout to the parameters of
the wrapped module.
Args:
None
Returns:
None
"""
for name_w in self.weights:
raw_w = getattr(self.module, name_w + '_raw')
w = torch.nn.functional.dropout(raw_w, p=self.dropout, training=self.training)
if hasattr(self.module, name_w):
delattr(self.module, name_w)
setattr(self.module, name_w, w)
|
python
|
def _setweights(self):
""" Uses pytorch's built-in dropout function to apply dropout to the parameters of
the wrapped module.
Args:
None
Returns:
None
"""
for name_w in self.weights:
raw_w = getattr(self.module, name_w + '_raw')
w = torch.nn.functional.dropout(raw_w, p=self.dropout, training=self.training)
if hasattr(self.module, name_w):
delattr(self.module, name_w)
setattr(self.module, name_w, w)
|
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] |
Uses pytorch's built-in dropout function to apply dropout to the parameters of
the wrapped module.
Args:
None
Returns:
None
|
[
"Uses",
"pytorch",
"s",
"built",
"-",
"in",
"dropout",
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/old/fastai/rnn_reg.py#L97-L111
|
train
|
Sets the weights of the current module to the weights of the new module.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\157' + '\062' + '\062' + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(0b110110) + chr(0b100111 + 0o12), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + chr(0b110011 + 0o0) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(6269 - 6158) + chr(271 - 222) + chr(0b1010 + 0o46), 16697 - 16689), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(2913 - 2802) + chr(0b11100 + 0o30) + chr(50), 0b1000), ehT0Px3KOsy9(chr(55 - 7) + chr(0b0 + 0o157) + chr(51) + chr(0b110000) + chr(0b110100), 35902 - 35894), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b101111 + 0o3) + '\x36' + chr(0b101111 + 0o5), 0o10), ehT0Px3KOsy9('\x30' + chr(9904 - 9793) + '\063' + chr(50), 25337 - 25329), ehT0Px3KOsy9('\x30' + '\157' + '\061' + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\157' + chr(0b1110 + 0o44) + chr(54) + chr(0b110010), 61023 - 61015), ehT0Px3KOsy9(chr(48) + chr(0b11100 + 0o123) + chr(51) + '\x35' + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\x6f' + chr(681 - 631) + chr(1411 - 1362) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + '\x32' + '\062' + chr(0b101001 + 0o14), 8), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(111) + chr(0b110011) + chr(48) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(2088 - 2040) + chr(0b1101111) + chr(0b110111) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(50) + chr(53) + chr(53), 0b1000), ehT0Px3KOsy9('\060' + chr(0b100000 + 0o117) + chr(1735 - 1686) + '\062' + chr(2643 - 2590), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b101011 + 0o6) + '\x32' + '\x32', 15950 - 15942), ehT0Px3KOsy9('\060' + chr(0b111011 + 0o64) + chr(0b110101) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101011 + 0o4) + '\061' + chr(0b110010) + chr(48), 20174 - 20166), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + '\063' + chr(48) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(2229 - 2174) + chr(0b10100 + 0o36), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(492 - 443) + '\063' + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1237 - 1185) + chr(0b101011 + 0o13), 2157 - 2149), ehT0Px3KOsy9(chr(48) + chr(0b111010 + 0o65) + '\063' + chr(0b110000) + chr(0b11001 + 0o31), 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\x6f' + chr(0b110001), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\x32', 0b1000), ehT0Px3KOsy9(chr(525 - 477) + chr(8616 - 8505) + chr(0b101011 + 0o6) + '\x31' + chr(0b11 + 0o62), 0o10), ehT0Px3KOsy9(chr(48) + chr(5958 - 5847) + chr(0b100010 + 0o17) + '\x36' + chr(0b1011 + 0o46), 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(111) + chr(0b101111 + 0o4) + chr(0b11110 + 0o23) + chr(49), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + '\061' + chr(51), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b11101 + 0o26) + chr(0b110100) + chr(0b1100 + 0o45), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101011 + 0o4) + chr(688 - 638) + chr(1705 - 1653) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b100111 + 0o110) + '\063' + chr(1116 - 1064) + chr(0b100100 + 0o16), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(0b110111) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + '\067' + chr(1551 - 1496), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1000 + 0o51) + chr(52) + chr(1071 - 1021), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101000 + 0o7) + chr(1964 - 1913) + chr(0b11011 + 0o27), 8), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + '\061' + '\x33' + chr(0b1 + 0o66), 32530 - 32522), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1871 - 1821) + chr(0b10100 + 0o35) + chr(49), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(281 - 233) + '\x6f' + '\065' + chr(811 - 763), 7628 - 7620)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xbb'), chr(0b1100100) + chr(0b1100101) + chr(0b1100011) + '\157' + chr(100) + chr(0b1100100 + 0o1))('\165' + chr(0b11000 + 0o134) + chr(0b100110 + 0o100) + '\x2d' + chr(0b1 + 0o67)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def UDrcJ5jVltxT(oVre8I6UXc3b):
for hS0TBh5r1ov7 in xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe2\xd47oJ\xb0\xc7'), chr(0b1100100) + chr(0b111 + 0o136) + '\x63' + '\157' + '\144' + chr(0b10001 + 0o124))(chr(0b1001000 + 0o55) + chr(0b1110100) + '\x66' + '\x2d' + chr(0b1000 + 0o60))):
GyLmKA7bl1Ht = xafqLlk3kkUe(oVre8I6UXc3b.RqocVGOryNPv, hS0TBh5r1ov7 + xafqLlk3kkUe(SXOLrMavuUCe(b'\xca\xc3?\x7f'), chr(0b1001010 + 0o32) + '\145' + chr(8104 - 8005) + chr(0b1100101 + 0o12) + chr(0b1100100) + '\145')(chr(0b1010100 + 0o41) + '\x74' + chr(102) + chr(45) + chr(0b111000)))
AOfzRywRzEXp = cEkFpYktkSeK.nn.functional.dropout(GyLmKA7bl1Ht, p=oVre8I6UXc3b.dropout, training=oVre8I6UXc3b.training)
if lot1PSoAwYhj(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc7\xc01kt\x83\xfbhs\xfc\xba\xfe'), '\144' + chr(101) + chr(99) + chr(11828 - 11717) + chr(0b1100100) + chr(0b110010 + 0o63))(chr(117) + chr(116) + '\146' + chr(45) + chr(0b101010 + 0o16))), hS0TBh5r1ov7):
eX02hlZjMfR0(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc7\xc01kt\x83\xfbhs\xfc\xba\xfe'), chr(0b10010 + 0o122) + chr(0b1100101) + '\143' + chr(8969 - 8858) + chr(4071 - 3971) + chr(0b1011100 + 0o11))('\165' + chr(116) + chr(102) + chr(0b101100 + 0o1) + chr(0b111000))), hS0TBh5r1ov7)
t0rOMsrOC7R_(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc7\xc01kt\x83\xfbhs\xfc\xba\xfe'), chr(0b1100100) + chr(2798 - 2697) + '\x63' + chr(5601 - 5490) + chr(100) + chr(0b1100101))(chr(7827 - 7710) + chr(116) + chr(1684 - 1582) + '\055' + '\070')), hS0TBh5r1ov7, AOfzRywRzEXp)
|
fastai/fastai
|
fastai/basic_data.py
|
load_data
|
def load_data(path:PathOrStr, file:PathLikeOrBinaryStream='data_save.pkl', bs:int=64, val_bs:int=None, num_workers:int=defaults.cpus,
dl_tfms:Optional[Collection[Callable]]=None, device:torch.device=None, collate_fn:Callable=data_collate,
no_check:bool=False, **kwargs)->DataBunch:
"Load a saved `DataBunch` from `path/file`. `file` can be file-like (file or buffer)"
source = Path(path)/file if is_pathlike(file) else file
ll = torch.load(source, map_location='cpu') if defaults.device == torch.device('cpu') else torch.load(source)
return ll.databunch(path=path, bs=bs, val_bs=val_bs, num_workers=num_workers, dl_tfms=dl_tfms, device=device,
collate_fn=collate_fn, no_check=no_check, **kwargs)
|
python
|
def load_data(path:PathOrStr, file:PathLikeOrBinaryStream='data_save.pkl', bs:int=64, val_bs:int=None, num_workers:int=defaults.cpus,
dl_tfms:Optional[Collection[Callable]]=None, device:torch.device=None, collate_fn:Callable=data_collate,
no_check:bool=False, **kwargs)->DataBunch:
"Load a saved `DataBunch` from `path/file`. `file` can be file-like (file or buffer)"
source = Path(path)/file if is_pathlike(file) else file
ll = torch.load(source, map_location='cpu') if defaults.device == torch.device('cpu') else torch.load(source)
return ll.databunch(path=path, bs=bs, val_bs=val_bs, num_workers=num_workers, dl_tfms=dl_tfms, device=device,
collate_fn=collate_fn, no_check=no_check, **kwargs)
|
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] |
Load a saved `DataBunch` from `path/file`. `file` can be file-like (file or buffer)
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L272-L279
|
train
|
Load a saved DataBunch from path / file. file can be file - like ( file or buffer )
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1101111) + chr(0b110011) + chr(52) + '\064', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110100) + chr(203 - 151), 18949 - 18941), ehT0Px3KOsy9('\x30' + chr(0b1011100 + 0o23) + chr(49) + chr(48) + chr(55), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1927 - 1877) + chr(2501 - 2449) + '\x35', 59583 - 59575), ehT0Px3KOsy9('\x30' + '\157' + chr(0b11110 + 0o26) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + chr(735 - 685) + '\x36' + '\x33', 45166 - 45158), ehT0Px3KOsy9(chr(1840 - 1792) + chr(0b1101111) + chr(49) + '\x31' + chr(0b110110), 57031 - 57023), ehT0Px3KOsy9(chr(0b110000) + chr(7905 - 7794) + chr(0b11000 + 0o32) + chr(0b11010 + 0o33) + '\x33', 32080 - 32072), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(53) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\066', 59240 - 59232), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\067' + '\067', 52620 - 52612), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(8552 - 8441) + '\063' + chr(0b10100 + 0o43) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b11110 + 0o121) + '\x33' + chr(0b110111) + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + chr(55) + chr(0b110010), 33857 - 33849), ehT0Px3KOsy9(chr(48) + '\157' + '\066' + '\065', 0b1000), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(0b1101111) + chr(0b110111) + chr(0b10101 + 0o33), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + chr(50) + chr(53), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(55), 0o10), ehT0Px3KOsy9(chr(48) + chr(7202 - 7091) + chr(877 - 826) + chr(53) + '\061', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(1248 - 1137) + chr(0b100100 + 0o15) + chr(0b11000 + 0o33) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b100010 + 0o16) + '\157' + '\061' + chr(1341 - 1291) + chr(0b10 + 0o61), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(50) + chr(0b100 + 0o60), 0b1000), ehT0Px3KOsy9(chr(48) + chr(5896 - 5785) + chr(0b1000 + 0o53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b0 + 0o61) + '\066' + chr(48), ord("\x08")), ehT0Px3KOsy9('\060' + chr(11680 - 11569) + chr(1572 - 1523) + chr(751 - 702) + chr(0b1000 + 0o54), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b101110 + 0o101) + chr(1747 - 1697) + '\066' + chr(476 - 425), 8), ehT0Px3KOsy9('\x30' + chr(5070 - 4959) + chr(0b10101 + 0o36) + chr(0b110011) + '\x35', 30114 - 30106), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(5256 - 5145) + chr(51) + chr(0b110001) + chr(0b110000 + 0o5), ord("\x08")), ehT0Px3KOsy9(chr(1709 - 1661) + '\157' + chr(51) + chr(2303 - 2252) + chr(1793 - 1743), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + chr(50) + chr(0b110100), 0o10), ehT0Px3KOsy9('\060' + chr(0b1000010 + 0o55) + chr(2074 - 2020) + chr(629 - 580), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(11742 - 11631) + '\x33' + chr(51) + '\x30', 47098 - 47090), ehT0Px3KOsy9('\060' + chr(1797 - 1686) + '\063' + '\061' + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(1284 - 1236) + chr(0b100001 + 0o116) + '\066' + '\064', 0b1000), ehT0Px3KOsy9(chr(321 - 273) + chr(111) + chr(50) + chr(569 - 521) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(3530 - 3419) + chr(50) + '\x32' + chr(48), 26628 - 26620), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(0b1101111) + chr(0b101100 + 0o5) + '\060' + '\x34', 15278 - 15270), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + '\067' + chr(55), 2183 - 2175), ehT0Px3KOsy9(chr(869 - 821) + '\157' + '\x31' + chr(0b110001) + '\x30', 54624 - 54616), ehT0Px3KOsy9('\060' + chr(11411 - 11300) + chr(0b101 + 0o54) + chr(2252 - 2198) + chr(1386 - 1331), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101010 + 0o5) + chr(2790 - 2737) + '\060', 31750 - 31742)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xca'), chr(8043 - 7943) + '\x65' + '\x63' + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(10052 - 9935) + '\x74' + chr(6228 - 6126) + chr(45) + chr(0b11011 + 0o35)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def LJE_6m8msB6_(EaCjyhZptSer, sHThYHEt4PLu=xafqLlk3kkUe(SXOLrMavuUCe(b'\x80E3\xc4z\xc0/\xddO(O\x96\x94'), chr(0b1011010 + 0o12) + chr(0b10011 + 0o122) + chr(0b110111 + 0o54) + chr(0b1101111) + '\x64' + chr(0b1000000 + 0o45))(chr(0b1110101) + chr(116) + '\146' + '\x2d' + '\x38'), SfegzJB3EFQO=ehT0Px3KOsy9(chr(863 - 815) + '\157' + chr(0b1110 + 0o43) + chr(0b100110 + 0o12) + '\x30', 27761 - 27753), n5kUKVSVJnbT=None, c1aWEsj_NmYg=xafqLlk3kkUe(sRkYTJirQlN8, xafqLlk3kkUe(SXOLrMavuUCe(b'\x87T2\xd6'), '\x64' + '\145' + chr(3703 - 3604) + chr(0b1101111) + chr(0b1010011 + 0o21) + chr(0b111101 + 0o50))(chr(0b1011111 + 0o26) + chr(116) + chr(6968 - 6866) + chr(45) + '\070')), aNZmKhRjAZqS=None, v9dZPx26KxBP=None, U7_vi3Fx7yT6=PQric3jolzYP, scersYnK1ZCG=ehT0Px3KOsy9(chr(48) + chr(111) + chr(127 - 79), ord("\x08")), **M8EIoTs2GJXE) -> dbn9OdBdfZ6K:
Qas9W3D0Xbzi = HiPOQr0Cdorg(EaCjyhZptSer) / sHThYHEt4PLu if GWDBANCLeYV5(sHThYHEt4PLu) else sHThYHEt4PLu
_CMZlUu1cwiA = cEkFpYktkSeK.mxtdQMeiwJZJ(Qas9W3D0Xbzi, map_location=xafqLlk3kkUe(SXOLrMavuUCe(b'\x87T2'), chr(0b1100100) + chr(9886 - 9785) + '\143' + '\x6f' + chr(0b1100100) + chr(101))('\x75' + '\164' + chr(2005 - 1903) + '\x2d' + chr(0b1101 + 0o53))) if sRkYTJirQlN8.device == cEkFpYktkSeK.device(xafqLlk3kkUe(SXOLrMavuUCe(b'\x87T2'), '\144' + chr(3640 - 3539) + chr(795 - 696) + chr(111) + chr(100) + chr(101))(chr(117) + chr(0b1101110 + 0o6) + chr(102) + chr(0b10010 + 0o33) + chr(56))) else cEkFpYktkSeK.mxtdQMeiwJZJ(Qas9W3D0Xbzi)
return xafqLlk3kkUe(_CMZlUu1cwiA, xafqLlk3kkUe(SXOLrMavuUCe(b'\x80E3\xc4G\xc6 \xc8B'), '\x64' + chr(101) + chr(7292 - 7193) + chr(0b110000 + 0o77) + chr(7677 - 7577) + '\x65')(chr(117) + chr(0b1110100) + chr(4174 - 4072) + chr(80 - 35) + '\070'))(path=EaCjyhZptSer, bs=SfegzJB3EFQO, val_bs=n5kUKVSVJnbT, num_workers=c1aWEsj_NmYg, dl_tfms=aNZmKhRjAZqS, device=v9dZPx26KxBP, collate_fn=U7_vi3Fx7yT6, no_check=scersYnK1ZCG, **M8EIoTs2GJXE)
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.create
|
def create(cls, train_ds:Dataset, valid_ds:Dataset, test_ds:Optional[Dataset]=None, path:PathOrStr='.', bs:int=64,
val_bs:int=None, num_workers:int=defaults.cpus, dl_tfms:Optional[Collection[Callable]]=None,
device:torch.device=None, collate_fn:Callable=data_collate, no_check:bool=False, **dl_kwargs)->'DataBunch':
"Create a `DataBunch` from `train_ds`, `valid_ds` and maybe `test_ds` with a batch size of `bs`. Passes `**dl_kwargs` to `DataLoader()`"
datasets = cls._init_ds(train_ds, valid_ds, test_ds)
val_bs = ifnone(val_bs, bs)
dls = [DataLoader(d, b, shuffle=s, drop_last=s, num_workers=num_workers, **dl_kwargs) for d,b,s in
zip(datasets, (bs,val_bs,val_bs,val_bs), (True,False,False,False)) if d is not None]
return cls(*dls, path=path, device=device, dl_tfms=dl_tfms, collate_fn=collate_fn, no_check=no_check)
|
python
|
def create(cls, train_ds:Dataset, valid_ds:Dataset, test_ds:Optional[Dataset]=None, path:PathOrStr='.', bs:int=64,
val_bs:int=None, num_workers:int=defaults.cpus, dl_tfms:Optional[Collection[Callable]]=None,
device:torch.device=None, collate_fn:Callable=data_collate, no_check:bool=False, **dl_kwargs)->'DataBunch':
"Create a `DataBunch` from `train_ds`, `valid_ds` and maybe `test_ds` with a batch size of `bs`. Passes `**dl_kwargs` to `DataLoader()`"
datasets = cls._init_ds(train_ds, valid_ds, test_ds)
val_bs = ifnone(val_bs, bs)
dls = [DataLoader(d, b, shuffle=s, drop_last=s, num_workers=num_workers, **dl_kwargs) for d,b,s in
zip(datasets, (bs,val_bs,val_bs,val_bs), (True,False,False,False)) if d is not None]
return cls(*dls, path=path, device=device, dl_tfms=dl_tfms, collate_fn=collate_fn, no_check=no_check)
|
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] |
Create a `DataBunch` from `train_ds`, `valid_ds` and maybe `test_ds` with a batch size of `bs`. Passes `**dl_kwargs` to `DataLoader()`
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L112-L120
|
train
|
Create a DataBunch from train_ds valid_ds and maybe test_ds with a batch size of bs. Passes **dl_kwargs to DataLoader ()
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + '\063' + chr(0b101101 + 0o10) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(0b1010011 + 0o34) + chr(0b110011) + chr(54) + chr(0b101111 + 0o7), 0o10), ehT0Px3KOsy9(chr(48) + chr(2664 - 2553) + '\065' + '\x31', 0b1000), ehT0Px3KOsy9('\x30' + chr(2464 - 2353) + chr(1757 - 1703), 53698 - 53690), ehT0Px3KOsy9(chr(1131 - 1083) + chr(0b1101111) + '\x31' + chr(0b11100 + 0o26) + chr(2405 - 2351), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(50) + '\x35' + '\x34', 0o10), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\x6f' + chr(0b110011) + chr(0b110110) + chr(2181 - 2128), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + chr(0b101001 + 0o7) + '\x32', 3042 - 3034), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + chr(771 - 720) + '\x31', 54750 - 54742), ehT0Px3KOsy9(chr(0b110000) + chr(2933 - 2822) + '\063' + chr(1862 - 1811), 14966 - 14958), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b101101 + 0o4) + chr(53) + chr(1035 - 985), 48504 - 48496), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + '\x36' + chr(0b11010 + 0o35), 0b1000), ehT0Px3KOsy9(chr(2234 - 2186) + chr(0b1101111) + chr(2065 - 2012) + '\062', 0o10), ehT0Px3KOsy9(chr(2095 - 2047) + chr(0b1101111) + '\x32' + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1001000 + 0o47) + chr(0b110010) + chr(2423 - 2368) + chr(678 - 624), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1100010 + 0o15) + chr(0b110001) + chr(1484 - 1432), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\066' + chr(50), 37210 - 37202), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + '\066' + chr(0b110010), 64824 - 64816), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b1 + 0o62) + chr(1023 - 975) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + '\x30' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(709 - 661) + '\x6f' + chr(0b110010) + chr(0b110001) + '\x30', 50082 - 50074), ehT0Px3KOsy9('\060' + chr(111) + '\x31' + chr(49) + chr(0b100100 + 0o16), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + chr(0b110011), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + '\066' + '\x31', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(772 - 722) + chr(0b10 + 0o57), 0o10), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(111) + '\062' + chr(1088 - 1037) + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\157' + chr(0b11111 + 0o26) + chr(50), 8), ehT0Px3KOsy9(chr(2304 - 2256) + chr(0b1011010 + 0o25) + '\x33' + '\060' + chr(0b101001 + 0o11), 8), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + '\062' + chr(0b110011), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + chr(0b110110 + 0o1) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + chr(55) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\x31' + chr(53) + chr(0b110010), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + chr(50) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + '\065' + chr(50), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001000 + 0o47) + chr(51) + '\062', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b110 + 0o151) + '\x33' + chr(0b110101) + chr(0b110011), 1871 - 1863), ehT0Px3KOsy9('\060' + '\x6f' + chr(52) + '\x33', 0b1000), ehT0Px3KOsy9(chr(1946 - 1898) + chr(111) + chr(49) + '\x33' + chr(54), 0o10), ehT0Px3KOsy9(chr(2042 - 1994) + chr(0b100 + 0o153) + '\062' + '\x34' + chr(0b10101 + 0o34), 3659 - 3651), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + chr(2471 - 2419) + chr(54), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(2069 - 2021) + chr(0b1101111) + '\065' + '\060', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc2'), chr(8786 - 8686) + chr(101) + chr(99) + '\x6f' + chr(0b1100100) + chr(0b1100101))('\165' + '\164' + chr(102) + chr(45) + chr(0b101 + 0o63)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def zXm8hKpI6bmL(NSstowUUZlxS, LQf_eo9XIecR, KcxQ5vJr32VH, dFuKBHfZctSM=None, EaCjyhZptSer=xafqLlk3kkUe(SXOLrMavuUCe(b'\xc2'), chr(5277 - 5177) + chr(1212 - 1111) + chr(7797 - 7698) + '\157' + '\144' + chr(0b1011110 + 0o7))(chr(10679 - 10562) + '\164' + '\x66' + chr(849 - 804) + chr(56)), SfegzJB3EFQO=ehT0Px3KOsy9('\x30' + chr(1687 - 1576) + chr(638 - 589) + chr(48) + chr(48), 55598 - 55590), n5kUKVSVJnbT=None, c1aWEsj_NmYg=xafqLlk3kkUe(sRkYTJirQlN8, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f\x86\\u'), chr(0b1100100) + chr(101) + chr(0b1100011) + chr(0b1101111) + chr(100) + chr(0b1100101))('\165' + chr(10881 - 10765) + chr(0b1100110) + '\x2d' + chr(0b111000))), aNZmKhRjAZqS=None, v9dZPx26KxBP=None, U7_vi3Fx7yT6=PQric3jolzYP, scersYnK1ZCG=ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(48), 0b1000), **VaR6TKpZsJTH) -> xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8\x97]g\x14\xd9\x9b!1'), '\144' + chr(7299 - 7198) + '\143' + chr(2984 - 2873) + chr(0b1100100) + chr(101))('\x75' + chr(0b11011 + 0o131) + '\146' + chr(0b101101) + '\070'):
yFP4suyTsK4d = NSstowUUZlxS._init_ds(LQf_eo9XIecR, KcxQ5vJr32VH, dFuKBHfZctSM)
n5kUKVSVJnbT = LZcHOm_c0BYj(n5kUKVSVJnbT, SfegzJB3EFQO)
tf9mQjCVHoPI = [PwIcmKxFD79o(pd3lxn9vqWxp, wmN3dvez4qzC, shuffle=vGrByMSYMp9h, drop_last=vGrByMSYMp9h, num_workers=c1aWEsj_NmYg, **VaR6TKpZsJTH) for (pd3lxn9vqWxp, wmN3dvez4qzC, vGrByMSYMp9h) in pZ0NK2y6HRbn(yFP4suyTsK4d, (SfegzJB3EFQO, n5kUKVSVJnbT, n5kUKVSVJnbT, n5kUKVSVJnbT), (ehT0Px3KOsy9(chr(48) + '\157' + '\x31', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b101001 + 0o7), 8), ehT0Px3KOsy9('\060' + '\157' + '\060', 8), ehT0Px3KOsy9('\x30' + '\x6f' + '\060', 8))) if pd3lxn9vqWxp is not None]
return NSstowUUZlxS(*tf9mQjCVHoPI, path=EaCjyhZptSer, device=v9dZPx26KxBP, dl_tfms=aNZmKhRjAZqS, collate_fn=U7_vi3Fx7yT6, no_check=scersYnK1ZCG)
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.dl
|
def dl(self, ds_type:DatasetType=DatasetType.Valid)->DeviceDataLoader:
"Returns appropriate `Dataset` for validation, training, or test (`ds_type`)."
#TODO: refactor
return (self.train_dl if ds_type == DatasetType.Train else
self.test_dl if ds_type == DatasetType.Test else
self.valid_dl if ds_type == DatasetType.Valid else
self.single_dl if ds_type == DatasetType.Single else
self.fix_dl)
|
python
|
def dl(self, ds_type:DatasetType=DatasetType.Valid)->DeviceDataLoader:
"Returns appropriate `Dataset` for validation, training, or test (`ds_type`)."
#TODO: refactor
return (self.train_dl if ds_type == DatasetType.Train else
self.test_dl if ds_type == DatasetType.Test else
self.valid_dl if ds_type == DatasetType.Valid else
self.single_dl if ds_type == DatasetType.Single else
self.fix_dl)
|
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] |
Returns appropriate `Dataset` for validation, training, or test (`ds_type`).
|
[
"Returns",
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L125-L132
|
train
|
Returns appropriate Dataset for validation training or test.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(0b110100 + 0o1) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(1161 - 1113) + '\157' + '\x31' + chr(0b110111) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(2007 - 1959) + '\x6f' + chr(0b11100 + 0o30) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(11228 - 11117) + chr(123 - 72) + chr(0b110010) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + '\x31' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(3662 - 3551) + chr(0b111 + 0o54) + chr(0b1000 + 0o56) + '\064', 19707 - 19699), ehT0Px3KOsy9('\x30' + '\157' + chr(2231 - 2181) + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1626 - 1577) + chr(52) + chr(53), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(2303 - 2252) + chr(0b110011) + chr(0b101101 + 0o3), 15787 - 15779), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(50) + chr(1036 - 981) + chr(272 - 224), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b10 + 0o155) + chr(2101 - 2048) + chr(1148 - 1099), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100000 + 0o17) + chr(0b1000 + 0o52) + chr(0b101 + 0o53) + chr(217 - 168), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(52) + chr(0b100100 + 0o15), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b1000 + 0o54) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(1844 - 1796) + '\x6f' + chr(0b110001) + chr(0b110010) + '\x36', 48861 - 48853), ehT0Px3KOsy9(chr(0b110000) + chr(0b100110 + 0o111) + chr(0b101101 + 0o4) + chr(0b110000) + chr(0b11 + 0o55), 53504 - 53496), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b1101011 + 0o4) + chr(0b110010) + chr(0b110000) + chr(0b110011), 47229 - 47221), ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\157' + '\061' + '\x31' + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b0 + 0o66), ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101111) + '\063' + '\x33' + chr(0b110101), 51394 - 51386), ehT0Px3KOsy9(chr(373 - 325) + chr(0b1101111) + '\x33' + '\064' + chr(0b100000 + 0o23), 0b1000), ehT0Px3KOsy9(chr(1168 - 1120) + chr(0b1101111) + '\x33' + '\067' + chr(1897 - 1847), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(1549 - 1501), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(700 - 651) + chr(0b110101), 8), ehT0Px3KOsy9('\060' + chr(0b1001001 + 0o46) + chr(0b1111 + 0o43) + '\063' + '\x35', 0o10), ehT0Px3KOsy9(chr(1907 - 1859) + '\x6f' + '\x32' + '\060', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + '\066' + chr(457 - 403), 0b1000), ehT0Px3KOsy9('\x30' + chr(5349 - 5238) + chr(49) + chr(0b110010) + chr(54), 8), ehT0Px3KOsy9(chr(48) + chr(11277 - 11166) + '\063' + chr(49) + chr(0b110001), 8631 - 8623), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + '\x37' + '\x37', 55865 - 55857), ehT0Px3KOsy9(chr(2201 - 2153) + '\157' + chr(0b110010) + '\x35' + chr(0b110010 + 0o0), 0b1000), ehT0Px3KOsy9(chr(0b100010 + 0o16) + '\157' + '\063' + '\061' + chr(2273 - 2225), ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(356 - 245) + chr(50) + chr(0b110010) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110 + 0o53) + '\061' + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b0 + 0o63) + chr(2304 - 2249) + chr(1259 - 1207), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b100110 + 0o14) + chr(0b110110) + chr(48), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b110101 + 0o1) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(215 - 167) + '\x6f' + chr(50) + '\067' + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b11011 + 0o124) + '\062' + '\067' + chr(348 - 297), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(881 - 828) + chr(0b110000), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc4'), chr(100) + chr(0b1100101) + chr(0b1100011) + '\x6f' + '\144' + chr(101))('\165' + chr(12513 - 12397) + '\146' + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def TBU4GDgIgbK6(oVre8I6UXc3b, LjBBWMAnWNhB=xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbc\x1eK\xbe*'), chr(0b1100100) + chr(1755 - 1654) + chr(0b1010111 + 0o14) + chr(0b1101111) + chr(9588 - 9488) + chr(101))(chr(117) + chr(0b100100 + 0o120) + chr(0b1100001 + 0o5) + '\x2d' + chr(0b1101 + 0o53)))) -> cjnLBKHkhyrM:
return xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9e\rF\xbe \xabq\t'), chr(0b1100100) + '\145' + chr(997 - 898) + '\157' + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(2940 - 2824) + chr(0b111101 + 0o51) + chr(45) + chr(0b111000))) if LjBBWMAnWNhB == xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe\rF\xbe '), chr(791 - 691) + '\x65' + chr(6210 - 6111) + chr(0b11 + 0o154) + chr(7089 - 6989) + chr(5693 - 5592))('\165' + '\x74' + chr(0b1010001 + 0o25) + chr(0b11110 + 0o17) + '\070')) else xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9e\x1aT\xa3\x11\x90y'), chr(100) + chr(4414 - 4313) + chr(0b1100011) + chr(111) + '\144' + '\x65')(chr(117) + chr(116) + '\x66' + chr(0b101101) + '\x38')) if LjBBWMAnWNhB == xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe\x1aT\xa3'), chr(0b1100100) + '\x65' + '\x63' + '\x6f' + chr(0b1100100) + chr(101))('\x75' + chr(116) + '\x66' + '\x2d' + chr(0b111000))) else xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9c\x1eK\xbe*\xabq\t'), chr(0b101011 + 0o71) + '\x65' + chr(0b1100011) + chr(0b1101111) + chr(100) + chr(0b101011 + 0o72))('\165' + '\x74' + chr(102) + chr(45) + chr(1411 - 1355))) if LjBBWMAnWNhB == xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbc\x1eK\xbe*'), chr(100) + '\145' + chr(99) + chr(111) + '\144' + chr(101))('\x75' + '\164' + '\146' + chr(45) + chr(327 - 271))) else xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x99\x16I\xb0"\x91J\x01\xb4'), chr(0b1100100) + '\x65' + '\143' + chr(0b1101111) + chr(9971 - 9871) + '\x65')(chr(117) + '\164' + chr(0b1010000 + 0o26) + chr(0b101101) + chr(0b101110 + 0o12))) if LjBBWMAnWNhB == xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb9\x16I\xb0"\x91'), chr(0b1100100) + '\x65' + chr(0b1100011) + chr(0b1101111) + '\x64' + chr(0b1100101))('\x75' + '\x74' + chr(0b1100110) + '\x2d' + chr(0b110001 + 0o7))) else xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\x16_\x88*\x98'), '\x64' + chr(0b1100101) + chr(0b1011000 + 0o13) + chr(111) + chr(100) + chr(3561 - 3460))(chr(0b1010101 + 0o40) + '\164' + chr(102) + chr(0b100001 + 0o14) + chr(0b110100 + 0o4)))
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.dls
|
def dls(self)->List[DeviceDataLoader]:
"Returns a list of all DeviceDataLoaders. If you need a specific DeviceDataLoader, access via the relevant property (`train_dl`, `valid_dl`, etc) as the index of DLs in this list is not guaranteed to remain constant."
res = [self.train_dl, self.fix_dl, self.single_dl]
# Preserve the original ordering of Train, Valid, Fix, Single, Test Data Loaders
# (Unknown/not verified as of 1.0.47 whether there are other methods explicitly using DLs their list index)
if self.valid_dl: res.insert(1, self.valid_dl)
return res if not self.test_dl else res + [self.test_dl]
|
python
|
def dls(self)->List[DeviceDataLoader]:
"Returns a list of all DeviceDataLoaders. If you need a specific DeviceDataLoader, access via the relevant property (`train_dl`, `valid_dl`, etc) as the index of DLs in this list is not guaranteed to remain constant."
res = [self.train_dl, self.fix_dl, self.single_dl]
# Preserve the original ordering of Train, Valid, Fix, Single, Test Data Loaders
# (Unknown/not verified as of 1.0.47 whether there are other methods explicitly using DLs their list index)
if self.valid_dl: res.insert(1, self.valid_dl)
return res if not self.test_dl else res + [self.test_dl]
|
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"# Preserve the original ordering of Train, Valid, Fix, Single, Test Data Loaders",
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"+",
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"test_dl",
"]"
] |
Returns a list of all DeviceDataLoaders. If you need a specific DeviceDataLoader, access via the relevant property (`train_dl`, `valid_dl`, etc) as the index of DLs in this list is not guaranteed to remain constant.
|
[
"Returns",
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L135-L141
|
train
|
Returns a list of all DeviceDataLoaders. If you need a specific DeviceDataLoader access via the relevant property ( train_dl valid_dl single_dl. If you need a specific DeviceDataLoader access via the relevant property ( train_dl valid_dl single_dl as the index of DLs in this list is not guaranteed to remain constant.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(1120 - 1009) + '\062' + '\x35' + chr(0b111 + 0o56), 0o10), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\x6f' + chr(0b110001) + chr(1724 - 1670) + chr(2060 - 2012), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(0b110011) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(2217 - 2169) + '\x6f' + '\065' + chr(0b101101 + 0o5), ord("\x08")), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\157' + chr(0b100110 + 0o14) + '\061' + chr(0b110100), 56827 - 56819), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1001 + 0o52) + chr(0b110000) + '\x33', 0o10), ehT0Px3KOsy9(chr(742 - 694) + chr(0b10101 + 0o132) + chr(0b110010) + chr(0b110011) + '\x32', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + chr(2301 - 2248) + chr(1842 - 1793), 46581 - 46573), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1765 - 1715), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\061' + chr(0b110100) + '\x33', 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b1101111) + chr(49) + '\064' + chr(0b110110), 12498 - 12490), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(111) + chr(2348 - 2297) + chr(0b110000) + chr(50), 45064 - 45056), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + chr(1730 - 1678) + chr(0b110100), 24924 - 24916), ehT0Px3KOsy9('\x30' + chr(10330 - 10219) + '\063' + chr(0b101011 + 0o11) + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x36' + chr(390 - 336), 3992 - 3984), ehT0Px3KOsy9('\x30' + '\157' + chr(1589 - 1540) + chr(0b11101 + 0o32) + chr(2240 - 2186), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(51) + '\x37', 0o10), ehT0Px3KOsy9(chr(1571 - 1523) + chr(11921 - 11810) + '\067', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10110 + 0o34) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\065' + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110111), 8), ehT0Px3KOsy9(chr(1979 - 1931) + chr(0b1101111) + '\065' + '\064', 40844 - 40836), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(111) + '\061' + chr(0b100111 + 0o12) + chr(53), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10110 + 0o33) + '\065' + chr(1557 - 1505), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10101 + 0o36) + chr(50) + chr(0b110101), 14019 - 14011), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b101111 + 0o3) + chr(48) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + chr(0b110101) + '\x33', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + '\x36' + chr(0b11101 + 0o25), 0o10), ehT0Px3KOsy9(chr(808 - 760) + chr(0b1101111) + chr(0b101011 + 0o7) + chr(0b110010) + chr(0b110101), 1476 - 1468), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(483 - 432) + chr(0b100111 + 0o11), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(0b101001 + 0o10) + chr(0b110101), 8), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + chr(0b110001 + 0o5) + chr(1618 - 1569), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\x30', 6146 - 6138), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b11001 + 0o126) + chr(53) + chr(0b101100 + 0o11), 34149 - 34141), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + chr(0b1 + 0o64) + chr(0b110011 + 0o0), 0b1000), ehT0Px3KOsy9('\060' + chr(0b111001 + 0o66) + chr(0b11 + 0o61) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(2053 - 2005) + chr(111) + '\061' + chr(1036 - 987) + '\x31', 8006 - 7998), ehT0Px3KOsy9('\060' + chr(0b1101101 + 0o2) + chr(2024 - 1975) + chr(1384 - 1334) + '\065', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(975 - 925) + '\x30' + '\060', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b11110 + 0o24) + '\061' + chr(0b110001), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(111) + '\x35' + '\060', 3133 - 3125)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x83'), chr(100) + chr(101) + '\x63' + '\157' + chr(0b1100100) + '\145')('\x75' + '\x74' + chr(102) + chr(45) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def tf9mQjCVHoPI(oVre8I6UXc3b) -> qRxF7OQ0y39T[cjnLBKHkhyrM]:
MsbwfslwLjRO = [oVre8I6UXc3b.train_dl, oVre8I6UXc3b.fix_dl, oVre8I6UXc3b.single_dl]
if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdb\x115C\xe8\x9c\xfe\xc5'), '\144' + chr(2245 - 2144) + chr(0b1100011) + '\157' + chr(0b10100 + 0o120) + chr(101))('\165' + chr(0b101001 + 0o113) + chr(0b1100110) + chr(0b101101) + chr(56))):
xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc4\x1e*O\xfe\xb7'), chr(100) + chr(0b1100 + 0o131) + '\143' + chr(111) + chr(0b1001111 + 0o25) + chr(5776 - 5675))(chr(7879 - 7762) + '\x74' + '\x66' + chr(45) + chr(56)))(ehT0Px3KOsy9('\x30' + chr(11793 - 11682) + '\x31', 0b1000), xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdb\x115C\xe8\x9c\xfe\xc5'), chr(0b11111 + 0o105) + '\145' + '\143' + chr(0b111001 + 0o66) + chr(8833 - 8733) + '\145')(chr(117) + '\164' + chr(0b1100110) + '\055' + chr(0b111000))))
return MsbwfslwLjRO if not xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd9\x15*^\xd3\xa7\xf6'), chr(0b1100100) + chr(796 - 695) + chr(4897 - 4798) + chr(111) + chr(0b1110 + 0o126) + chr(101))('\165' + chr(116) + chr(4272 - 4170) + chr(0b101101) + '\x38')) else MsbwfslwLjRO + [xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd9\x15*^\xd3\xa7\xf6'), chr(0b1100100) + chr(0b1100101) + chr(0b11100 + 0o107) + chr(899 - 788) + '\x64' + chr(0b1100101))(chr(0b0 + 0o165) + chr(116) + chr(102) + chr(0b101101) + chr(56)))]
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.save
|
def save(self, file:PathLikeOrBinaryStream= 'data_save.pkl')->None:
"Save the `DataBunch` in `self.path/file`. `file` can be file-like (file or buffer)"
if not getattr(self, 'label_list', False):
warn("Serializing the `DataBunch` only works when you created it using the data block API.")
return
try_save(self.label_list, self.path, file)
|
python
|
def save(self, file:PathLikeOrBinaryStream= 'data_save.pkl')->None:
"Save the `DataBunch` in `self.path/file`. `file` can be file-like (file or buffer)"
if not getattr(self, 'label_list', False):
warn("Serializing the `DataBunch` only works when you created it using the data block API.")
return
try_save(self.label_list, self.path, file)
|
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",",
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"\"Serializing the `DataBunch` only works when you created it using the data block API.\"",
")",
"return",
"try_save",
"(",
"self",
".",
"label_list",
",",
"self",
".",
"path",
",",
"file",
")"
] |
Save the `DataBunch` in `self.path/file`. `file` can be file-like (file or buffer)
|
[
"Save",
"the",
"DataBunch",
"in",
"self",
".",
"path",
"/",
"file",
".",
"file",
"can",
"be",
"file",
"-",
"like",
"(",
"file",
"or",
"buffer",
")"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L149-L154
|
train
|
Save the DataBunch in self. path file. file can be file - like ( file or buffer )
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b110111 + 0o70) + chr(51) + chr(50) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(7912 - 7801) + chr(0b110010) + chr(1718 - 1663), 0b1000), ehT0Px3KOsy9(chr(748 - 700) + '\157' + chr(0b11 + 0o57) + chr(508 - 458) + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + chr(51) + chr(0b1111 + 0o43), ord("\x08")), ehT0Px3KOsy9(chr(1093 - 1045) + chr(0b1101111) + chr(506 - 452) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(0b1 + 0o156) + chr(0b10 + 0o60) + chr(0b11001 + 0o31) + chr(993 - 945), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x31' + '\062' + chr(1102 - 1054), ord("\x08")), ehT0Px3KOsy9(chr(2207 - 2159) + '\157' + chr(50) + chr(49) + '\060', 0o10), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(766 - 655) + chr(0b100100 + 0o22) + '\x30', 5527 - 5519), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b100 + 0o57) + '\x37' + chr(2120 - 2072), 31285 - 31277), ehT0Px3KOsy9('\060' + '\157' + '\x34' + '\064', 32254 - 32246), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\157' + chr(0b110011) + chr(0b110010) + '\x36', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1010001 + 0o36) + chr(0b110010) + chr(0b110010) + chr(52), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000 + 0o147) + chr(0b110010) + '\x34' + chr(0b101 + 0o54), 0o10), ehT0Px3KOsy9('\060' + chr(0b110010 + 0o75) + '\x33' + chr(0b110111) + chr(2276 - 2224), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x37' + chr(2284 - 2236), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b100001 + 0o20) + '\x36' + chr(0b1101 + 0o43), 0b1000), ehT0Px3KOsy9(chr(1158 - 1110) + chr(111) + '\x31' + chr(0b110100), 24857 - 24849), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b1 + 0o156) + chr(0b101111 + 0o3) + chr(2558 - 2505), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1250 - 1200) + chr(51) + chr(2570 - 2518), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(0b11001 + 0o36) + chr(0b10010 + 0o45), 0o10), ehT0Px3KOsy9(chr(1817 - 1769) + chr(11617 - 11506) + '\063' + chr(48) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\x31' + chr(1112 - 1059), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(2684 - 2632) + chr(1150 - 1098), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(3410 - 3299) + chr(1757 - 1706) + '\x33' + chr(654 - 599), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110111 + 0o70) + chr(0b110010) + '\x35' + chr(1312 - 1263), ord("\x08")), ehT0Px3KOsy9(chr(1839 - 1791) + chr(6488 - 6377) + chr(0b110001) + chr(232 - 177) + chr(52), 0b1000), ehT0Px3KOsy9('\060' + chr(6740 - 6629) + '\061' + chr(54) + chr(0b101110 + 0o10), ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\x6f' + '\x32' + '\065' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + chr(0b110001) + '\x32', 0b1000), ehT0Px3KOsy9(chr(504 - 456) + chr(0b10100 + 0o133) + chr(1592 - 1541) + '\x36' + chr(50), 0b1000), ehT0Px3KOsy9('\060' + chr(4501 - 4390) + '\x32' + '\067' + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + chr(2327 - 2276) + chr(52), 53659 - 53651), ehT0Px3KOsy9(chr(1002 - 954) + '\157' + chr(0b11111 + 0o30) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b1101111) + '\066' + chr(48), 8), ehT0Px3KOsy9('\060' + '\157' + chr(0b1010 + 0o53) + chr(0b1101 + 0o50), 0o10), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(981 - 870) + chr(0b110010) + chr(55) + chr(0b10010 + 0o37), 9448 - 9440), ehT0Px3KOsy9(chr(48) + chr(2625 - 2514) + '\x31' + chr(0b11000 + 0o35) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(389 - 338) + chr(55) + chr(325 - 272), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(499 - 451) + '\x6f' + '\x35' + '\060', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xfa'), chr(100) + chr(0b1100101) + chr(0b111000 + 0o53) + '\x6f' + '\x64' + '\x65')(chr(0b1110000 + 0o5) + chr(8701 - 8585) + '\146' + chr(0b101101) + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def oqBodScAtZiv(oVre8I6UXc3b, sHThYHEt4PLu=xafqLlk3kkUe(SXOLrMavuUCe(b'\xb0v\xe0;h\xe31\xfeU\xd6T\xbd\xf8'), chr(0b1100100) + chr(408 - 307) + chr(0b1010010 + 0o21) + '\157' + '\144' + chr(101))('\165' + chr(0b1110100) + chr(963 - 861) + chr(53 - 8) + chr(56))) -> None:
if not xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb8v\xf6?[\xcf<\xe1C\x8c'), chr(0b10110 + 0o116) + chr(8704 - 8603) + chr(99) + '\157' + '\x64' + chr(0b1001101 + 0o30))('\x75' + chr(6483 - 6367) + chr(0b1100110) + chr(45) + chr(56)), ehT0Px3KOsy9('\x30' + chr(111) + '\x30', ord("\x08"))):
nDEnNBabFNKm(xafqLlk3kkUe(SXOLrMavuUCe(b'\x87r\xe63V\xfc9\xf2Y\x96C\xf6\xe0\xc9\x99\x18\x10Ht}\xfd\xfd\xb3c\xc7\xb7\xc9\\\x19\xc0&\x8b\x9e\xabQBF\xcaN\x8a\xbcr\xfazN\xff%\xa8S\x8aA\xb7\xe0\xc4\x98\x18\x19x5|\xef\xd6\xa8j\x84\xab\xc1\x19V\xca+\x86\xdf\xfc\\\\B\xda\x05\xdd\x95G\xddt'), chr(0b1100100) + chr(0b101001 + 0o74) + '\143' + '\x6f' + chr(0b1100 + 0o130) + chr(0b1100101))('\165' + '\164' + '\x66' + chr(45) + '\x38'))
return
nh1bRMU5Ui7S(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa2q\xf9iN\xe14\xe1\x06\xbac\x98'), '\x64' + chr(0b1100101) + chr(0b111101 + 0o46) + '\157' + '\144' + '\x65')(chr(0b1110101) + '\x74' + '\146' + '\x2d' + chr(56))), xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa4v\xe02'), '\x64' + '\x65' + chr(0b1100011) + '\157' + chr(0b100110 + 0o76) + '\x65')(chr(8458 - 8341) + '\x74' + chr(0b10001 + 0o125) + '\055' + '\070')), sHThYHEt4PLu)
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.one_batch
|
def one_batch(self, ds_type:DatasetType=DatasetType.Train, detach:bool=True, denorm:bool=True, cpu:bool=True)->Collection[Tensor]:
"Get one batch from the data loader of `ds_type`. Optionally `detach` and `denorm`."
dl = self.dl(ds_type)
w = self.num_workers
self.num_workers = 0
try: x,y = next(iter(dl))
finally: self.num_workers = w
if detach: x,y = to_detach(x,cpu=cpu),to_detach(y,cpu=cpu)
norm = getattr(self,'norm',False)
if denorm and norm:
x = self.denorm(x)
if norm.keywords.get('do_y',False): y = self.denorm(y, do_x=True)
return x,y
|
python
|
def one_batch(self, ds_type:DatasetType=DatasetType.Train, detach:bool=True, denorm:bool=True, cpu:bool=True)->Collection[Tensor]:
"Get one batch from the data loader of `ds_type`. Optionally `detach` and `denorm`."
dl = self.dl(ds_type)
w = self.num_workers
self.num_workers = 0
try: x,y = next(iter(dl))
finally: self.num_workers = w
if detach: x,y = to_detach(x,cpu=cpu),to_detach(y,cpu=cpu)
norm = getattr(self,'norm',False)
if denorm and norm:
x = self.denorm(x)
if norm.keywords.get('do_y',False): y = self.denorm(y, do_x=True)
return x,y
|
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] |
Get one batch from the data loader of `ds_type`. Optionally `detach` and `denorm`.
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L163-L175
|
train
|
Get one batch from the data loader of ds_type. Optionally detach and denorm.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1761 - 1713) + '\157' + chr(0b110010) + chr(1931 - 1878) + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(51) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1101110 + 0o1) + chr(622 - 571) + chr(49) + '\063', 63228 - 63220), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\062' + chr(1108 - 1053), 29186 - 29178), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110111) + '\x30', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(0b110000) + chr(0b110100 + 0o1), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(0b110111) + '\064', 49117 - 49109), ehT0Px3KOsy9('\060' + chr(0b100110 + 0o111) + '\061' + '\x34' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1010100 + 0o33) + chr(54) + chr(0b11100 + 0o32), 55993 - 55985), ehT0Px3KOsy9(chr(522 - 474) + chr(0b1101111) + chr(0b110001) + chr(0b110000) + chr(55), 1550 - 1542), ehT0Px3KOsy9(chr(531 - 483) + chr(0b1101111) + chr(1055 - 1006) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + '\060' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(10822 - 10711) + chr(51) + chr(2332 - 2283) + '\x33', 8), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1101011 + 0o4) + chr(0b100100 + 0o17) + chr(1230 - 1178) + chr(0b1101 + 0o43), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + '\x33' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(532 - 484) + chr(0b1101101 + 0o2) + chr(0b110011) + chr(0b11010 + 0o30) + chr(929 - 875), 0b1000), ehT0Px3KOsy9(chr(459 - 411) + '\157' + chr(0b1111 + 0o47) + chr(0b110100 + 0o1), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1100000 + 0o17) + chr(51) + chr(53) + chr(1696 - 1644), 0o10), ehT0Px3KOsy9(chr(1844 - 1796) + chr(0b101111 + 0o100) + '\062' + chr(2601 - 2550) + chr(0b11011 + 0o26), 0b1000), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\157' + chr(920 - 868) + chr(0b11010 + 0o32), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110 + 0o53) + '\x33' + chr(784 - 735), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(2227 - 2177) + chr(0b10000 + 0o43) + chr(0b1001 + 0o47), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + '\065' + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + chr(51), 51554 - 51546), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(944 - 895) + '\060', 0o10), ehT0Px3KOsy9(chr(2295 - 2247) + '\157' + '\x31' + chr(0b100100 + 0o23) + chr(52), 52256 - 52248), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + chr(49) + chr(49) + '\063', 40930 - 40922), ehT0Px3KOsy9(chr(48) + chr(0b1000111 + 0o50) + '\x32' + chr(0b110111) + chr(2298 - 2243), 0o10), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(111) + chr(0b101 + 0o55) + chr(51) + chr(0b11100 + 0o27), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b110111 + 0o70) + chr(0b11001 + 0o30) + chr(0b110110) + chr(0b110001), 44805 - 44797), ehT0Px3KOsy9(chr(48) + '\157' + '\x31' + chr(0b110001) + chr(946 - 893), 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(111) + chr(49) + chr(700 - 651) + chr(0b110000 + 0o3), 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b11010 + 0o31) + chr(654 - 606) + '\x36', 0o10), ehT0Px3KOsy9('\060' + chr(0b100010 + 0o115) + '\063' + '\060' + '\x36', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110110) + chr(0b101000 + 0o17), 0o10), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\x6f' + '\x32' + chr(352 - 304) + '\x31', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\x31' + '\x30' + chr(0b110000 + 0o2), 17276 - 17268), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + chr(0b110000) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\x6f' + chr(2130 - 2080) + '\x35' + chr(551 - 498), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1100100 + 0o13) + '\061' + chr(55) + '\x37', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1537 - 1484) + chr(1066 - 1018), 11989 - 11981)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x82'), '\x64' + '\145' + '\143' + chr(111) + chr(967 - 867) + chr(0b1100101))('\x75' + chr(8158 - 8042) + '\146' + chr(45) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def PU9zfKliucyl(oVre8I6UXc3b, LjBBWMAnWNhB=xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf8\xec\xaa\xfeV'), '\x64' + '\145' + chr(3932 - 3833) + '\157' + chr(0b1000110 + 0o36) + '\x65')('\165' + chr(11307 - 11191) + '\x66' + chr(0b101101) + chr(2735 - 2679))), hgwpJ1vlOEdO=ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b1101111) + '\061', ord("\x08")), ixM5_tP91sNT=ehT0Px3KOsy9('\060' + chr(9257 - 9146) + '\x31', 8), qg7Ot4FCfBgB=ehT0Px3KOsy9(chr(48) + chr(111) + chr(1498 - 1449), 8)) -> gNqqdWiyklNm[gRjZVRK2322q]:
TBU4GDgIgbK6 = oVre8I6UXc3b.dl(LjBBWMAnWNhB)
AOfzRywRzEXp = oVre8I6UXc3b.num_workers
oVre8I6UXc3b.c1aWEsj_NmYg = ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b100011 + 0o15), 0b1000)
try:
(OeWW0F1dBPRQ, SqiSOtYOqOJH) = nSwwHEeM4cxI(ZdP978XkGspL(TBU4GDgIgbK6))
finally:
oVre8I6UXc3b.c1aWEsj_NmYg = AOfzRywRzEXp
if hgwpJ1vlOEdO:
(OeWW0F1dBPRQ, SqiSOtYOqOJH) = (KbVlFYj1Fx4r(OeWW0F1dBPRQ, cpu=qg7Ot4FCfBgB), KbVlFYj1Fx4r(SqiSOtYOqOJH, cpu=qg7Ot4FCfBgB))
eTOwOXrckQns = xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc2\xf1\xb9\xfa'), chr(0b1100100) + chr(0b1011010 + 0o13) + chr(0b111111 + 0o44) + '\x6f' + '\144' + chr(6403 - 6302))('\x75' + '\x74' + chr(102) + chr(45) + '\070'), ehT0Px3KOsy9('\x30' + chr(9333 - 9222) + chr(48), 8))
if ixM5_tP91sNT and eTOwOXrckQns:
OeWW0F1dBPRQ = oVre8I6UXc3b.denorm(OeWW0F1dBPRQ)
if xafqLlk3kkUe(eTOwOXrckQns.keywords, xafqLlk3kkUe(SXOLrMavuUCe(b'\xcb\xfb\xbf'), chr(0b10 + 0o142) + chr(8235 - 8134) + '\x63' + '\x6f' + chr(0b1000110 + 0o36) + chr(101))('\165' + chr(0b1110100) + chr(102) + chr(45) + '\x38'))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xc8\xf1\x94\xee'), chr(0b1 + 0o143) + chr(101) + chr(99) + chr(111) + chr(0b100100 + 0o100) + '\145')(chr(117) + '\x74' + '\146' + chr(0b10001 + 0o34) + chr(0b111000)), ehT0Px3KOsy9(chr(48) + chr(0b1010000 + 0o37) + '\060', 8)):
SqiSOtYOqOJH = oVre8I6UXc3b.denorm(SqiSOtYOqOJH, do_x=ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b1011 + 0o46), 8))
return (OeWW0F1dBPRQ, SqiSOtYOqOJH)
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.one_item
|
def one_item(self, item, detach:bool=False, denorm:bool=False, cpu:bool=False):
"Get `item` into a batch. Optionally `detach` and `denorm`."
ds = self.single_ds
with ds.set_item(item):
return self.one_batch(ds_type=DatasetType.Single, detach=detach, denorm=denorm, cpu=cpu)
|
python
|
def one_item(self, item, detach:bool=False, denorm:bool=False, cpu:bool=False):
"Get `item` into a batch. Optionally `detach` and `denorm`."
ds = self.single_ds
with ds.set_item(item):
return self.one_batch(ds_type=DatasetType.Single, detach=detach, denorm=denorm, cpu=cpu)
|
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Get `item` into a batch. Optionally `detach` and `denorm`.
|
[
"Get",
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L177-L181
|
train
|
Get item into a batch. Optionally detach and denorm.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(429 - 381) + chr(0b1101111) + chr(0b1101 + 0o50) + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110100) + '\x32', 60085 - 60077), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001) + chr(55) + chr(1741 - 1690), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(1187 - 1138) + chr(51), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2392 - 2341) + '\066' + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(1994 - 1946) + chr(0b1101111) + chr(1273 - 1224) + chr(2027 - 1972) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\x6f' + '\x31' + chr(1687 - 1634) + chr(2704 - 2649), 0o10), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\157' + chr(0b1100 + 0o47) + chr(0b100110 + 0o14) + chr(1908 - 1854), ord("\x08")), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(7612 - 7501) + '\x33' + '\x31' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(1265 - 1217) + chr(0b110111 + 0o70) + chr(0b110011) + '\x34' + '\064', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + chr(1421 - 1366) + '\060', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(2079 - 2026) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(10746 - 10635) + chr(1712 - 1663) + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(7172 - 7061) + chr(0b110001 + 0o4) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(4728 - 4617) + '\061' + chr(2078 - 2027) + chr(0b101001 + 0o11), 45260 - 45252), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110111 + 0o0) + '\x37', 13410 - 13402), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(3040 - 2929) + '\x31' + chr(2504 - 2450) + chr(0b111 + 0o54), 0b1000), ehT0Px3KOsy9(chr(363 - 315) + chr(0b1101111) + chr(1564 - 1514) + chr(0b110 + 0o52) + chr(0b110001), 39594 - 39586), ehT0Px3KOsy9('\x30' + chr(0b110101 + 0o72) + chr(0b110011) + chr(0b110000) + '\x36', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b110000) + chr(0b101100 + 0o11), ord("\x08")), ehT0Px3KOsy9('\060' + chr(1507 - 1396) + chr(52) + '\062', 8), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(0b1101 + 0o43) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(607 - 559) + chr(6517 - 6406) + '\x31' + chr(49) + chr(916 - 868), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(1571 - 1517), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + '\067' + chr(52), 0o10), ehT0Px3KOsy9('\x30' + chr(3199 - 3088) + chr(49) + '\x30' + chr(1192 - 1142), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b10100 + 0o133) + '\065' + '\066', 8), ehT0Px3KOsy9('\x30' + chr(0b1101001 + 0o6) + chr(610 - 560) + chr(0b110110) + chr(0b11111 + 0o24), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b101110 + 0o101) + chr(0b110010) + '\x32', 18754 - 18746), ehT0Px3KOsy9('\060' + chr(1080 - 969) + chr(2904 - 2850) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + chr(53) + chr(583 - 532), 14031 - 14023), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(50) + chr(0b101110 + 0o3) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(2023 - 1975) + '\x6f' + '\062' + chr(0b110000) + chr(783 - 731), 0b1000), ehT0Px3KOsy9(chr(2070 - 2022) + chr(0b1011101 + 0o22) + chr(0b100010 + 0o17) + chr(0b101000 + 0o11) + chr(0b100001 + 0o20), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(1809 - 1758) + chr(0b110010) + '\066', 8), ehT0Px3KOsy9('\060' + chr(9103 - 8992) + chr(50) + chr(2116 - 2066) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10101 + 0o35) + chr(0b110101) + '\061', 0b1000), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\x6f' + '\x33' + chr(0b110000) + chr(0b110000), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100100 + 0o22) + chr(51), 56128 - 56120), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2541 - 2490) + chr(1579 - 1527) + chr(1896 - 1841), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(53) + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x00'), chr(0b10111 + 0o115) + '\145' + chr(0b110001 + 0o62) + chr(0b111 + 0o150) + chr(0b1100100) + chr(2541 - 2440))(chr(0b110100 + 0o101) + chr(0b1110100) + chr(0b1100110) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def ltf8w86IeOWM(oVre8I6UXc3b, N7j7ePTXzzI0, hgwpJ1vlOEdO=ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110000), 52240 - 52232), ixM5_tP91sNT=ehT0Px3KOsy9('\x30' + chr(0b110010 + 0o75) + '\x30', 8), qg7Ot4FCfBgB=ehT0Px3KOsy9(chr(48) + chr(0b100001 + 0o116) + chr(0b110000), 8)):
JemPxC1eYHLi = oVre8I6UXc3b.single_ds
with xafqLlk3kkUe(JemPxC1eYHLi, xafqLlk3kkUe(SXOLrMavuUCe(b']G\x0f\xd4\x9e\r\n\xbb'), chr(0b1100100) + '\145' + chr(0b1100011) + chr(0b1010110 + 0o31) + chr(6968 - 6868) + chr(0b1100101))(chr(0b1100110 + 0o17) + chr(0b1001011 + 0o51) + chr(0b1000001 + 0o45) + chr(0b100 + 0o51) + '\x38'))(N7j7ePTXzzI0):
return xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'AL\x1e\xd4\x95\x18\x1b\xb5\xa4'), chr(0b1100100) + '\145' + chr(0b1100000 + 0o3) + chr(7052 - 6941) + chr(0b101110 + 0o66) + '\x65')('\x75' + chr(0b1110100) + chr(102) + '\055' + '\x38'))(ds_type=xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'}K\x15\xec\x9b\x1c'), chr(0b1100100) + chr(3051 - 2950) + chr(0b1100011) + '\157' + chr(6997 - 6897) + chr(101))(chr(0b1110101) + '\x74' + '\146' + chr(0b100000 + 0o15) + chr(836 - 780))), detach=hgwpJ1vlOEdO, denorm=ixM5_tP91sNT, cpu=qg7Ot4FCfBgB)
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.show_batch
|
def show_batch(self, rows:int=5, ds_type:DatasetType=DatasetType.Train, reverse:bool=False, **kwargs)->None:
"Show a batch of data in `ds_type` on a few `rows`."
x,y = self.one_batch(ds_type, True, True)
if reverse: x,y = x.flip(0),y.flip(0)
n_items = rows **2 if self.train_ds.x._square_show else rows
if self.dl(ds_type).batch_size < n_items: n_items = self.dl(ds_type).batch_size
xs = [self.train_ds.x.reconstruct(grab_idx(x, i)) for i in range(n_items)]
#TODO: get rid of has_arg if possible
if has_arg(self.train_ds.y.reconstruct, 'x'):
ys = [self.train_ds.y.reconstruct(grab_idx(y, i), x=x) for i,x in enumerate(xs)]
else : ys = [self.train_ds.y.reconstruct(grab_idx(y, i)) for i in range(n_items)]
self.train_ds.x.show_xys(xs, ys, **kwargs)
|
python
|
def show_batch(self, rows:int=5, ds_type:DatasetType=DatasetType.Train, reverse:bool=False, **kwargs)->None:
"Show a batch of data in `ds_type` on a few `rows`."
x,y = self.one_batch(ds_type, True, True)
if reverse: x,y = x.flip(0),y.flip(0)
n_items = rows **2 if self.train_ds.x._square_show else rows
if self.dl(ds_type).batch_size < n_items: n_items = self.dl(ds_type).batch_size
xs = [self.train_ds.x.reconstruct(grab_idx(x, i)) for i in range(n_items)]
#TODO: get rid of has_arg if possible
if has_arg(self.train_ds.y.reconstruct, 'x'):
ys = [self.train_ds.y.reconstruct(grab_idx(y, i), x=x) for i,x in enumerate(xs)]
else : ys = [self.train_ds.y.reconstruct(grab_idx(y, i)) for i in range(n_items)]
self.train_ds.x.show_xys(xs, ys, **kwargs)
|
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] |
Show a batch of data in `ds_type` on a few `rows`.
|
[
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L183-L194
|
train
|
Show a batch of data in ds_type on a few rows.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + '\x34' + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(7223 - 7112) + '\x32' + '\062' + chr(212 - 163), 63078 - 63070), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + '\x30' + '\x34', 45662 - 45654), ehT0Px3KOsy9(chr(48) + chr(8789 - 8678) + chr(0b110001) + chr(434 - 384) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100011 + 0o114) + chr(0b1111 + 0o42) + chr(52) + chr(0b100001 + 0o21), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(10017 - 9906) + '\061' + chr(50) + chr(0b11010 + 0o31), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(0b110010) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + chr(0b110100) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + chr(0b1000 + 0o50) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(1475 - 1427) + chr(0b1101111) + chr(0b110001 + 0o6) + chr(0b100110 + 0o13), 18701 - 18693), ehT0Px3KOsy9(chr(48) + chr(0b1100110 + 0o11) + '\065' + chr(1477 - 1425), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + chr(0b11 + 0o56) + chr(0b100 + 0o54), 0o10), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\x6f' + chr(1801 - 1751) + '\x36' + '\062', 0b1000), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + chr(2128 - 2079) + chr(0b101001 + 0o13) + '\x34', 19687 - 19679), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101111) + chr(1112 - 1061) + '\x37' + chr(730 - 682), 13216 - 13208), ehT0Px3KOsy9('\060' + chr(8793 - 8682) + chr(0b101100 + 0o5) + chr(0b110110) + chr(722 - 670), 16015 - 16007), ehT0Px3KOsy9(chr(479 - 431) + chr(111) + '\x32' + chr(0b10000 + 0o46) + chr(0b110001), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x31' + chr(0b110111) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + chr(11005 - 10894) + chr(0b10 + 0o61) + '\x33' + chr(0b110011 + 0o4), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(1215 - 1160) + chr(0b101011 + 0o5), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(5761 - 5650) + '\061' + chr(0b110100) + '\060', 0o10), ehT0Px3KOsy9(chr(1518 - 1470) + chr(7836 - 7725) + chr(0b110011) + chr(1689 - 1637), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b101000 + 0o12) + chr(0b110111) + chr(48), 0b1000), ehT0Px3KOsy9(chr(244 - 196) + '\157' + chr(50) + chr(48) + '\x30', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(49) + chr(2292 - 2238) + '\062', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101011 + 0o4) + chr(1825 - 1776) + '\x37' + '\060', 8), ehT0Px3KOsy9('\x30' + chr(0b11111 + 0o120) + '\063' + '\067' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1011101 + 0o22) + '\061' + '\061' + '\065', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(791 - 742) + chr(52) + '\x36', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2133 - 2084) + chr(50) + chr(0b110010), 8), ehT0Px3KOsy9(chr(2219 - 2171) + chr(7199 - 7088) + chr(49) + chr(52) + chr(90 - 37), 104 - 96), ehT0Px3KOsy9('\x30' + chr(0b101100 + 0o103) + chr(50) + chr(274 - 221) + chr(0b10010 + 0o37), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1100110 + 0o11) + chr(0b1000 + 0o53) + chr(0b100010 + 0o24) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101000 + 0o7) + chr(0b110010) + chr(0b101001 + 0o15) + '\x32', 8), ehT0Px3KOsy9('\060' + chr(2892 - 2781) + chr(916 - 864), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(681 - 626) + chr(0b11001 + 0o32), 0o10), ehT0Px3KOsy9(chr(436 - 388) + '\x6f' + chr(0b110011) + chr(0b110111) + chr(0b11101 + 0o25), 47374 - 47366), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(111) + '\x31' + '\062' + chr(1694 - 1641), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(8736 - 8625) + chr(1692 - 1643) + chr(55) + chr(0b101100 + 0o6), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b110 + 0o151) + chr(0b1010 + 0o52) + chr(1540 - 1486), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(111) + '\065' + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc8'), '\x64' + chr(0b11001 + 0o114) + chr(0b1100011) + chr(7334 - 7223) + '\x64' + chr(0b1100101))(chr(117) + chr(9189 - 9073) + '\146' + chr(1681 - 1636) + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def dZGU3rEp1KUe(oVre8I6UXc3b, rAoIgjmAxUis=ehT0Px3KOsy9('\060' + chr(111) + chr(53), ord("\x08")), LjBBWMAnWNhB=xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb2\xe3%;\x0c'), chr(100) + chr(101) + chr(0b110000 + 0o63) + chr(0b1101111) + '\x64' + chr(0b101011 + 0o72))(chr(0b1110101) + '\x74' + chr(2461 - 2359) + chr(0b11111 + 0o16) + '\070')), jPHyoIWAxyI_=ehT0Px3KOsy9('\060' + chr(0b100110 + 0o111) + '\060', 0b1000), **M8EIoTs2GJXE) -> None:
(OeWW0F1dBPRQ, SqiSOtYOqOJH) = oVre8I6UXc3b.one_batch(LjBBWMAnWNhB, ehT0Px3KOsy9(chr(1381 - 1333) + chr(9991 - 9880) + '\061', 48136 - 48128), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49), 8))
if jPHyoIWAxyI_:
(OeWW0F1dBPRQ, SqiSOtYOqOJH) = (OeWW0F1dBPRQ.mFx6gsZ1V8KW(ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(1405 - 1294) + chr(0b1 + 0o57), 8)), SqiSOtYOqOJH.mFx6gsZ1V8KW(ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110000), 8)))
nC2MsbeXK6Ef = rAoIgjmAxUis ** ehT0Px3KOsy9('\x30' + chr(111) + chr(50), 0b1000) if oVre8I6UXc3b.train_ds.x._square_show else rAoIgjmAxUis
if xafqLlk3kkUe(oVre8I6UXc3b.dl(LjBBWMAnWNhB), xafqLlk3kkUe(SXOLrMavuUCe(b'\x84\xf001\n\x0c\xa6\xca:\\'), chr(100) + chr(0b1100101) + chr(0b1100011) + chr(0b1101111) + '\x64' + chr(0b11110 + 0o107))('\x75' + chr(116) + '\146' + chr(0b11011 + 0o22) + '\070')) < nC2MsbeXK6Ef:
nC2MsbeXK6Ef = oVre8I6UXc3b.dl(LjBBWMAnWNhB).batch_size
f0GvdYMiCwc9 = [oVre8I6UXc3b.train_ds.x.reconstruct(bPwKAbe4iRNs(OeWW0F1dBPRQ, WVxHKyX45z_L)) for WVxHKyX45z_L in vQr8gNKaIaWE(nC2MsbeXK6Ef)]
if iHocAtUF98h3(xafqLlk3kkUe(oVre8I6UXc3b.train_ds.y, xafqLlk3kkUe(SXOLrMavuUCe(b"\x94\xf4'=\x0c \xa1\xd15ZX"), chr(0b110011 + 0o61) + '\x65' + chr(0b1011111 + 0o4) + chr(4805 - 4694) + chr(100) + '\145')('\165' + '\164' + '\x66' + '\055' + '\x38')), xafqLlk3kkUe(SXOLrMavuUCe(b'\x9e'), '\x64' + chr(5865 - 5764) + chr(5599 - 5500) + '\157' + '\x64' + chr(0b1100101))(chr(117) + '\x74' + '\x66' + chr(45) + chr(0b110100 + 0o4))):
oCqQNfCOTQKb = [oVre8I6UXc3b.train_ds.y.reconstruct(bPwKAbe4iRNs(SqiSOtYOqOJH, WVxHKyX45z_L), x=OeWW0F1dBPRQ) for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(f0GvdYMiCwc9)]
else:
oCqQNfCOTQKb = [oVre8I6UXc3b.train_ds.y.reconstruct(bPwKAbe4iRNs(SqiSOtYOqOJH, WVxHKyX45z_L)) for WVxHKyX45z_L in vQr8gNKaIaWE(nC2MsbeXK6Ef)]
xafqLlk3kkUe(oVre8I6UXc3b.train_ds.x, xafqLlk3kkUe(SXOLrMavuUCe(b'\x95\xf9+%=+\xac\xd0'), chr(0b1100100) + '\145' + chr(0b1100011) + '\157' + chr(0b1100100) + '\145')('\x75' + '\x74' + '\x66' + chr(1086 - 1041) + '\070'))(f0GvdYMiCwc9, oCqQNfCOTQKb, **M8EIoTs2GJXE)
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.export
|
def export(self, file:PathLikeOrBinaryStream='export.pkl'):
"Export the minimal state of `self` for inference in `self.path/file`. `file` can be file-like (file or buffer)"
xtra = dict(normalize=self.norm.keywords) if getattr(self, 'norm', False) else {}
try_save(self.valid_ds.get_state(**xtra), self.path, file)
|
python
|
def export(self, file:PathLikeOrBinaryStream='export.pkl'):
"Export the minimal state of `self` for inference in `self.path/file`. `file` can be file-like (file or buffer)"
xtra = dict(normalize=self.norm.keywords) if getattr(self, 'norm', False) else {}
try_save(self.valid_ds.get_state(**xtra), self.path, file)
|
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Export the minimal state of `self` for inference in `self.path/file`. `file` can be file-like (file or buffer)
|
[
"Export",
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L196-L199
|
train
|
Export the minimal state of self for inference in self. path / file. file can be file - like ( file or buffer )
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1364 - 1316) + chr(0b1000110 + 0o51) + chr(0b110 + 0o53) + chr(0b11001 + 0o31) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\157' + chr(1779 - 1729) + chr(0b1101 + 0o50) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(1251 - 1203) + chr(10789 - 10678) + chr(53) + '\063', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(0b110001) + '\060', 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(1234 - 1123) + '\067' + chr(0b111 + 0o54), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(197 - 142) + chr(0b100011 + 0o20), 8), ehT0Px3KOsy9(chr(1500 - 1452) + '\x6f' + chr(133 - 83) + chr(864 - 814) + '\061', 0o10), ehT0Px3KOsy9(chr(741 - 693) + '\157' + chr(0b1000 + 0o51) + chr(55) + chr(51), 17773 - 17765), ehT0Px3KOsy9(chr(727 - 679) + chr(0b1101111) + chr(683 - 634) + '\x33' + chr(52), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + chr(0b110100) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1 + 0o156) + chr(1665 - 1615) + chr(0b110001) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(5812 - 5701) + chr(50) + '\063' + chr(900 - 849), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b10 + 0o155) + chr(1247 - 1193) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + chr(2031 - 1978), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1001 + 0o56) + chr(0b1001 + 0o52), 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\x31' + chr(51) + chr(167 - 112), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b10 + 0o155) + chr(0b10 + 0o57) + chr(0b1001 + 0o47) + chr(0b11100 + 0o31), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + chr(0b110011 + 0o0) + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + chr(0b100100 + 0o23) + chr(476 - 426), 0o10), ehT0Px3KOsy9(chr(1491 - 1443) + chr(111) + chr(0b11001 + 0o32) + '\060' + chr(49), 0o10), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(111) + chr(0b11 + 0o64) + chr(54), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\062' + chr(51) + chr(2406 - 2353), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110111) + chr(50), 0b1000), ehT0Px3KOsy9(chr(2210 - 2162) + chr(111) + chr(0b110011) + chr(0b110111) + chr(0b10100 + 0o37), 0o10), ehT0Px3KOsy9('\060' + chr(906 - 795) + '\x33' + chr(2820 - 2766) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1000101 + 0o52) + chr(1675 - 1625) + '\x30' + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x32' + chr(50) + chr(0b11110 + 0o26), 27944 - 27936), ehT0Px3KOsy9(chr(0b110000) + chr(4587 - 4476) + chr(0b110001) + chr(53) + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + '\x32', 0b1000), ehT0Px3KOsy9('\060' + chr(2492 - 2381) + chr(0b110010) + '\x37' + chr(52), 42664 - 42656), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + chr(0b110110) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + '\x35' + chr(52), 0o10), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(111) + chr(51) + '\x31' + chr(1223 - 1175), ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b101110 + 0o101) + chr(50) + chr(0b110000) + chr(2435 - 2385), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(12180 - 12069) + chr(0b110010) + chr(50) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\062' + chr(0b110001) + chr(0b101010 + 0o15), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + '\x36' + chr(937 - 888), 8), ehT0Px3KOsy9('\060' + chr(10601 - 10490) + '\x31' + chr(48) + chr(0b110000), 17301 - 17293), ehT0Px3KOsy9(chr(48) + chr(3524 - 3413) + chr(0b110010) + chr(0b100110 + 0o21) + '\064', 8), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(0b1110 + 0o141) + chr(0b110011) + chr(54) + chr(0b1 + 0o64), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1518 - 1470) + '\x6f' + '\065' + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'x'), chr(0b1101 + 0o127) + '\x65' + '\143' + chr(4265 - 4154) + chr(861 - 761) + chr(5735 - 5634))(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(0b11001 + 0o24) + chr(0b1101 + 0o53)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def X6gO1f_c_Lwv(oVre8I6UXc3b, sHThYHEt4PLu=xafqLlk3kkUe(SXOLrMavuUCe(b'3\xd4[\xe7IO\xbf\x0b7\x88'), chr(4299 - 4199) + '\x65' + '\x63' + chr(111) + chr(6313 - 6213) + '\x65')('\165' + chr(116) + chr(0b1100110) + '\055' + chr(0b111000))):
SjR8eqnHDndg = wLqBDw8l0eIm(normalize=oVre8I6UXc3b.norm.keywords) if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'8\xc3Y\xe5'), chr(6398 - 6298) + chr(0b1100101) + '\x63' + chr(0b1101111) + chr(100) + '\x65')('\165' + chr(116) + chr(102) + chr(0b101101) + '\070'), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\157' + chr(48), 0o10)) else {}
nh1bRMU5Ui7S(xafqLlk3kkUe(oVre8I6UXc3b.valid_ds, xafqLlk3kkUe(SXOLrMavuUCe(b'1\xc9_\xd7HO\xf0\x0f9'), '\144' + '\x65' + chr(0b1100011) + '\157' + '\x64' + chr(0b111100 + 0o51))(chr(0b1110101) + chr(0b1001000 + 0o54) + chr(0b1100110) + chr(45) + chr(0b10 + 0o66)))(**SjR8eqnHDndg), xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'&\xcd_\xe0'), chr(0b10010 + 0o122) + chr(121 - 20) + chr(0b1001111 + 0o24) + chr(6135 - 6024) + chr(4784 - 4684) + chr(101))(chr(12671 - 12554) + '\x74' + chr(0b1100110) + chr(0b101101) + chr(1911 - 1855))), sHThYHEt4PLu)
|
fastai/fastai
|
fastai/basic_data.py
|
DataBunch.sanity_check
|
def sanity_check(self):
"Check the underlying data in the training set can be properly loaded."
final_message = "You can deactivate this warning by passing `no_check=True`."
if not hasattr(self.train_ds, 'items') or len(self.train_ds.items) == 0 or not hasattr(self.train_dl, 'batch_sampler'): return
if len(self.train_dl) == 0:
warn(f"""Your training dataloader is empty, you have only {len(self.train_dl.dataset)} items in your training set.
Your batch size is {self.train_dl.batch_size}, you should lower it.""")
print(final_message)
return
idx = next(iter(self.train_dl.batch_sampler))
samples,fails = [],[]
for i in idx:
try: samples.append(self.train_dl.dataset[i])
except: fails.append(i)
if len(fails) > 0:
warn_msg = "There seems to be something wrong with your dataset, for example, in the first batch can't access"
if len(fails) == len(idx):
warn_msg += f" any element of self.train_ds.\nTried: {show_some(idx)}"
else:
warn_msg += f" these elements in self.train_ds: {show_some(fails)}"
warn(warn_msg)
print(final_message)
return
try: batch = self.collate_fn(samples)
except:
message = "It's not possible to collate samples of your dataset together in a batch."
try:
shapes = [[o[i].data.shape for o in samples] for i in range(2)]
message += f'\nShapes of the inputs/targets:\n{shapes}'
except: pass
warn(message)
print(final_message)
|
python
|
def sanity_check(self):
"Check the underlying data in the training set can be properly loaded."
final_message = "You can deactivate this warning by passing `no_check=True`."
if not hasattr(self.train_ds, 'items') or len(self.train_ds.items) == 0 or not hasattr(self.train_dl, 'batch_sampler'): return
if len(self.train_dl) == 0:
warn(f"""Your training dataloader is empty, you have only {len(self.train_dl.dataset)} items in your training set.
Your batch size is {self.train_dl.batch_size}, you should lower it.""")
print(final_message)
return
idx = next(iter(self.train_dl.batch_sampler))
samples,fails = [],[]
for i in idx:
try: samples.append(self.train_dl.dataset[i])
except: fails.append(i)
if len(fails) > 0:
warn_msg = "There seems to be something wrong with your dataset, for example, in the first batch can't access"
if len(fails) == len(idx):
warn_msg += f" any element of self.train_ds.\nTried: {show_some(idx)}"
else:
warn_msg += f" these elements in self.train_ds: {show_some(fails)}"
warn(warn_msg)
print(final_message)
return
try: batch = self.collate_fn(samples)
except:
message = "It's not possible to collate samples of your dataset together in a batch."
try:
shapes = [[o[i].data.shape for o in samples] for i in range(2)]
message += f'\nShapes of the inputs/targets:\n{shapes}'
except: pass
warn(message)
print(final_message)
|
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] |
Check the underlying data in the training set can be properly loaded.
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/basic_data.py#L239-L270
|
train
|
Check the underlying data in the training set can be properly loaded.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b10111 + 0o31) + '\157' + chr(1410 - 1361) + chr(1789 - 1736) + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111110 + 0o61) + chr(0b110010) + chr(0b110010) + chr(951 - 898), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + '\x36' + chr(0b110 + 0o61), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b10001 + 0o41) + chr(0b110110) + chr(0b11000 + 0o35), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b11000 + 0o32) + chr(49) + chr(2359 - 2304), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(52) + chr(51), 22577 - 22569), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b11011 + 0o27) + '\060' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b100001 + 0o116) + chr(49) + '\x36' + chr(0b110000 + 0o0), 2405 - 2397), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(0b111 + 0o150) + chr(49) + chr(52) + chr(0b100000 + 0o21), 0b1000), ehT0Px3KOsy9(chr(1113 - 1065) + chr(9612 - 9501) + chr(0b110011) + '\x30' + chr(0b110011), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(51) + '\067' + chr(0b110100), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(1190 - 1140) + '\060' + chr(1299 - 1245), 8), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\x6f' + chr(2084 - 2033) + chr(0b11 + 0o63) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101 + 0o142) + chr(53) + '\x30', 0b1000), ehT0Px3KOsy9(chr(2276 - 2228) + '\157' + '\x32' + chr(0b110110) + chr(52), 27581 - 27573), ehT0Px3KOsy9(chr(48) + chr(111) + chr(547 - 498) + chr(53) + '\065', 0o10), ehT0Px3KOsy9(chr(2260 - 2212) + chr(111) + chr(50) + chr(2379 - 2330) + chr(2219 - 2164), 8), ehT0Px3KOsy9(chr(48) + chr(10011 - 9900) + '\x33' + chr(1361 - 1311), 0b1000), ehT0Px3KOsy9('\060' + chr(3981 - 3870) + chr(49) + '\066' + '\060', 8), ehT0Px3KOsy9(chr(1459 - 1411) + chr(10633 - 10522) + chr(0b110010) + chr(49) + chr(0b1101 + 0o51), 0b1000), ehT0Px3KOsy9(chr(733 - 685) + '\157' + chr(0b100010 + 0o20) + chr(0b110011) + chr(1385 - 1336), 0o10), ehT0Px3KOsy9(chr(244 - 196) + chr(0b1101111) + chr(209 - 156), ord("\x08")), ehT0Px3KOsy9(chr(641 - 593) + '\157' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1001001 + 0o46) + chr(589 - 538) + '\x33' + chr(0b110 + 0o55), 40688 - 40680), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\157' + '\063' + chr(0b110111) + chr(49), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(0b101111 + 0o1) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\x35' + chr(425 - 374), 64112 - 64104), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(679 - 628) + chr(0b101010 + 0o6) + chr(1492 - 1442), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b100 + 0o62) + chr(0b1001 + 0o50), 20679 - 20671), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x32' + '\061' + '\x35', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b100010 + 0o115) + '\062' + chr(0b10001 + 0o40) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b101100 + 0o5) + '\x36' + chr(55), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + chr(0b110100) + chr(2079 - 2027), 64782 - 64774), ehT0Px3KOsy9(chr(0b110000) + chr(0b111010 + 0o65) + '\063' + chr(215 - 160) + chr(0b110100), 8), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1779 - 1728) + chr(906 - 854) + '\065', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(10232 - 10121) + chr(0b110100) + '\x37', 30931 - 30923), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\157' + '\x31' + chr(0b1101 + 0o47) + '\064', 0o10), ehT0Px3KOsy9(chr(459 - 411) + chr(462 - 351) + chr(0b110001) + chr(49) + chr(0b110000), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(53) + chr(1785 - 1737), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'E'), '\144' + chr(101) + chr(99) + '\157' + '\144' + '\145')('\x75' + chr(0b1110100) + chr(102) + chr(0b100100 + 0o11) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def dl9XQpAfTkDd(oVre8I6UXc3b):
S3RUZLZp7Skt = xafqLlk3kkUe(SXOLrMavuUCe(b'2\xfa\xc2\x95\xec\x02\xe8P\x05\xa6\x9d\xe5\x82A\xc2\x0c\xfb\x7fP\xfa\xf1lp\xfb`r\x8b/B\xacV\xad\xeb\x0e\x84\x8c\x84T\x17!\x05\xf2\x97\xd5\xe1\x0c\xd9\x13\t\xa6\x9f\xed\xcb|\xc6\x18\xeaz^'), chr(0b111111 + 0o45) + '\x65' + chr(0b1010 + 0o131) + '\157' + chr(0b111110 + 0o46) + '\145')('\165' + chr(2969 - 2853) + '\146' + chr(72 - 27) + chr(511 - 455))
if not lot1PSoAwYhj(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1f\xe7\xd6\xdc\xe1<\xe2\x03'), '\x64' + chr(101) + chr(0b111001 + 0o52) + '\x6f' + '\x64' + '\x65')(chr(11014 - 10897) + chr(7096 - 6980) + chr(9286 - 9184) + '\055' + chr(2030 - 1974))), xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xe1\xd2\xd8\xfc'), '\x64' + chr(0b1011110 + 0o7) + chr(0b10010 + 0o121) + chr(0b1101111) + chr(0b1100100) + chr(0b100101 + 0o100))('\165' + '\x74' + chr(0b1000101 + 0o41) + chr(0b101000 + 0o5) + chr(0b111000))) or c2A0yzQpDQB3(xafqLlk3kkUe(oVre8I6UXc3b.train_ds, xafqLlk3kkUe(SXOLrMavuUCe(b'%\xef\xc1\xd0\xc69\xb59\r\x90\xb4\xbf'), '\144' + '\x65' + chr(0b1001 + 0o132) + chr(0b10010 + 0o135) + chr(0b0 + 0o144) + '\x65')(chr(0b100100 + 0o121) + '\164' + chr(4112 - 4010) + '\055' + '\x38'))) == ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101111) + chr(0b110000), 0o10) or (not lot1PSoAwYhj(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1f\xe7\xd6\xdc\xe1<\xe2\x1c'), '\x64' + chr(0b1010110 + 0o17) + chr(0b1100011) + chr(11667 - 11556) + chr(100) + '\x65')(chr(1624 - 1507) + '\x74' + chr(102) + '\x2d' + chr(0b100010 + 0o26))), xafqLlk3kkUe(SXOLrMavuUCe(b'\t\xf4\xc3\xd6\xe7<\xf5\x11\x0c\xb3\x90\xe3\x84'), chr(100) + chr(0b1100101) + '\x63' + chr(111) + '\x64' + chr(8757 - 8656))('\165' + chr(116) + chr(0b101011 + 0o73) + '\055' + chr(0b1101 + 0o53)))):
return
if c2A0yzQpDQB3(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1f\xe7\xd6\xdc\xe1<\xe2\x1c'), chr(0b1100100) + chr(8287 - 8186) + '\143' + '\x6f' + chr(0b1010001 + 0o23) + chr(0b1100101))(chr(0b1110101) + '\164' + chr(102) + '\055' + chr(0b100000 + 0o30)))) == ehT0Px3KOsy9('\x30' + chr(111) + chr(0b100010 + 0o16), 8):
nDEnNBabFNKm(f"Your training dataloader is empty, you have only {c2A0yzQpDQB3(xafqLlk3kkUe(oVre8I6UXc3b.train_dl, chr(9633 - 9533) + chr(0b1100001) + chr(116) + chr(5509 - 5412) + chr(115) + chr(0b1100101) + chr(5492 - 5376)))} items in your training set.\n Your batch size is {xafqLlk3kkUe(oVre8I6UXc3b.train_dl, chr(0b1010000 + 0o22) + chr(8433 - 8336) + chr(0b111 + 0o155) + chr(0b1100011) + chr(0b1101000) + chr(95) + chr(8699 - 8584) + chr(0b1101001) + chr(0b1111010) + chr(101))}, you should lower it.")
zLUzGokYBM2Z(S3RUZLZp7Skt)
return
YlqusYB6InkM = nSwwHEeM4cxI(ZdP978XkGspL(oVre8I6UXc3b.train_dl.batch_sampler))
(db1_IZvznkcy, GJAXL499KWhM) = ([], [])
for WVxHKyX45z_L in YlqusYB6InkM:
try:
xafqLlk3kkUe(db1_IZvznkcy, xafqLlk3kkUe(SXOLrMavuUCe(b'\n\xe5\xc7\xd0\xe1\x07'), chr(2233 - 2133) + chr(4241 - 4140) + chr(0b1100011) + '\x6f' + chr(0b111101 + 0o47) + chr(9702 - 9601))(chr(10375 - 10258) + chr(0b111111 + 0o65) + chr(102) + chr(880 - 835) + chr(0b110011 + 0o5)))(xafqLlk3kkUe(oVre8I6UXc3b.train_dl, xafqLlk3kkUe(SXOLrMavuUCe(b'\x0f\xf4\xc3\xd4\xfc\x06\xf2'), chr(100) + '\x65' + '\143' + '\x6f' + chr(100) + '\x65')(chr(0b1110101) + chr(116) + '\146' + chr(1615 - 1570) + chr(56)))[WVxHKyX45z_L])
except ZVWAAMjVVHHl:
xafqLlk3kkUe(GJAXL499KWhM, xafqLlk3kkUe(SXOLrMavuUCe(b'\n\xe5\xc7\xd0\xe1\x07'), '\x64' + chr(101) + chr(2819 - 2720) + chr(111) + chr(0b1100100) + chr(0b1100101))(chr(0b1001010 + 0o53) + '\164' + chr(0b1100110) + '\x2d' + '\070'))(WVxHKyX45z_L)
if c2A0yzQpDQB3(GJAXL499KWhM) > ehT0Px3KOsy9(chr(411 - 363) + chr(0b1101111) + chr(48), 8):
rIr0Eh6vjUDX = xafqLlk3kkUe(SXOLrMavuUCe(b'?\xfd\xd2\xc7\xeaC\xf5\x15\x04\xae\x8f\xa6\x82G\x94\x0f\xea:\x03\xe1\xf4`w\xb3~}\x9ea\\\xb0^\xe3\xeeW\xd3\x95\x91OD1\x04\xe0\xc5\x95\xeb\x02\xf2\x11\x12\xa6\x88\xaa\xd6N\xdb\x1f\xaf\x7f\x08\xef\xf4uo\xbe;3\x90/\x0b\xb6Y\xe8\xa9\x11\xcd\x8e\x96SD*\n\xe1\xd4\xdd\xaf\x00\xe7\x1eF\xb7\xdc\xe7\x95K\xd1\x1e\xfc'), chr(7340 - 7240) + chr(7744 - 7643) + chr(99) + chr(111) + chr(0b1100100) + '\145')('\x75' + chr(116) + chr(0b1100110) + chr(0b101101) + '\x38')
if c2A0yzQpDQB3(GJAXL499KWhM) == c2A0yzQpDQB3(YlqusYB6InkM):
rIr0Eh6vjUDX += f' any element of self.train_ds.\nTried: {ppS6lnDic61Y(YlqusYB6InkM)}'
else:
rIr0Eh6vjUDX += f' these elements in self.train_ds: {ppS6lnDic61Y(GJAXL499KWhM)}'
nDEnNBabFNKm(rIr0Eh6vjUDX)
zLUzGokYBM2Z(S3RUZLZp7Skt)
return
try:
dNwAahu8tvoY = oVre8I6UXc3b.collate_fn(db1_IZvznkcy)
except ZVWAAMjVVHHl:
R2mbIkZzeu1B = xafqLlk3kkUe(SXOLrMavuUCe(b'"\xe1\x90\xc6\xaf\r\xe9\x04A\xb3\x93\xf5\x85A\xd6\x01\xea:\x04\xe1\xb9fl\xb7{r\x8d$\x0b\xb1P\xe0\xf9\x1b\xc1\x8f\xc5H\x02h\x12\xfa\xc2\xc7\xaf\x07\xe7\x04\x00\xb0\x99\xf2\xd6\\\xdb\n\xean\x18\xeb\xeb%j\xb57r\xd9#J\xb6R\xe5\xa7'), chr(100) + '\x65' + chr(3335 - 3236) + chr(2562 - 2451) + '\x64' + '\x65')(chr(0b1110101) + chr(0b101000 + 0o114) + chr(0b100110 + 0o100) + chr(45) + chr(0b10 + 0o66))
try:
OVHEymXlQYjG = [[gb6ab8SSTLgq[WVxHKyX45z_L].data.nauYfLglTpcb for gb6ab8SSTLgq in db1_IZvznkcy] for WVxHKyX45z_L in vQr8gNKaIaWE(ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(0b10001 + 0o136) + chr(50), 0b1000))]
R2mbIkZzeu1B += f'\nShapes of the inputs/targets:\n{OVHEymXlQYjG}'
except ZVWAAMjVVHHl:
pass
nDEnNBabFNKm(R2mbIkZzeu1B)
zLUzGokYBM2Z(S3RUZLZp7Skt)
|
fastai/fastai
|
fastai/train.py
|
one_cycle_scheduler
|
def one_cycle_scheduler(lr_max:float, **kwargs:Any)->OneCycleScheduler:
"Instantiate a `OneCycleScheduler` with `lr_max`."
return partial(OneCycleScheduler, lr_max=lr_max, **kwargs)
|
python
|
def one_cycle_scheduler(lr_max:float, **kwargs:Any)->OneCycleScheduler:
"Instantiate a `OneCycleScheduler` with `lr_max`."
return partial(OneCycleScheduler, lr_max=lr_max, **kwargs)
|
[
"def",
"one_cycle_scheduler",
"(",
"lr_max",
":",
"float",
",",
"*",
"*",
"kwargs",
":",
"Any",
")",
"->",
"OneCycleScheduler",
":",
"return",
"partial",
"(",
"OneCycleScheduler",
",",
"lr_max",
"=",
"lr_max",
",",
"*",
"*",
"kwargs",
")"
] |
Instantiate a `OneCycleScheduler` with `lr_max`.
|
[
"Instantiate",
"a",
"OneCycleScheduler",
"with",
"lr_max",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L10-L12
|
train
|
Instantiate a OneCycleScheduler with lr_max.
|
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SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(9582 - 9471) + chr(2617 - 2563) + '\x32', 0b1000), ehT0Px3KOsy9(chr(2201 - 2153) + chr(111) + '\x32' + '\060' + chr(958 - 907), 21572 - 21564), ehT0Px3KOsy9('\060' + '\157' + '\061' + '\065' + '\x33', 0b1000), ehT0Px3KOsy9(chr(127 - 79) + chr(2989 - 2878) + chr(0b10110 + 0o33) + chr(2661 - 2606) + chr(0b110010), 868 - 860), ehT0Px3KOsy9('\x30' + chr(1022 - 911) + chr(0b101100 + 0o6) + chr(49) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(0b1101111) + '\x33' + '\x32' + chr(50), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b11110 + 0o121) + '\061' + chr(260 - 212) + chr(2480 - 2428), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1508 - 1457) + chr(48) + chr(1047 - 996), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101000 + 0o13) + '\065' + chr(1237 - 1187), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x33' + '\060' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(1333 - 1285) + chr(2370 - 2259) + chr(50) + '\063' + chr(1430 - 1381), 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(1835 - 1724) + '\x36' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b110111 + 0o70) + chr(0b110011) + '\067' + chr(689 - 637), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b10100 + 0o40), 46718 - 46710), ehT0Px3KOsy9(chr(48) + chr(0b10010 + 0o135) + chr(2029 - 1978) + '\064' + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1100111 + 0o10) + chr(0b110110) + chr(838 - 787), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + '\062' + chr(0b10101 + 0o34), 62484 - 62476), ehT0Px3KOsy9(chr(0b110000) + chr(10303 - 10192) + '\x31' + '\x31' + chr(0b111 + 0o53), 40769 - 40761), ehT0Px3KOsy9('\060' + chr(8091 - 7980) + chr(2576 - 2525) + chr(0b110100) + chr(0b110001), 37727 - 37719), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(1892 - 1841) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1989 - 1938) + '\x33' + chr(0b110011), 38828 - 38820), ehT0Px3KOsy9('\x30' + chr(8375 - 8264) + '\x32' + chr(0b110000) + chr(0b10111 + 0o34), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b101001 + 0o12) + chr(51), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(1048 - 997) + '\062' + chr(0b110 + 0o52), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(5273 - 5162) + chr(2299 - 2250) + '\064' + chr(0b1010 + 0o51), 0o10), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b1100101 + 0o12) + chr(0b110110) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b111101 + 0o62) + '\x33' + chr(0b110000 + 0o7) + chr(2018 - 1968), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + '\062', 33171 - 33163), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1101111) + chr(51) + '\062' + '\x32', 8), ehT0Px3KOsy9(chr(2302 - 2254) + chr(111) + chr(2068 - 2019) + chr(113 - 60) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(12148 - 12037) + chr(49) + '\x33' + chr(674 - 619), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6367 - 6256) + chr(1117 - 1066) + chr(0b110101) + chr(50), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(827 - 773) + chr(807 - 758), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(333 - 283) + '\063' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1011111 + 0o20) + '\062' + chr(0b110001) + chr(1582 - 1530), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(12316 - 12205) + chr(0b110001) + '\064' + '\x31', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\060' + '\062', 39580 - 39572), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + chr(0b100001 + 0o23) + '\060', 0o10), ehT0Px3KOsy9(chr(48) + chr(816 - 705) + chr(50) + chr(0b11110 + 0o22) + chr(0b110011), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100010 + 0o17) + chr(508 - 453) + chr(0b110010), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + '\065' + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x1c'), chr(0b1100100) + chr(0b111001 + 0o54) + chr(99) + chr(111) + chr(0b10001 + 0o123) + chr(101))(chr(1864 - 1747) + chr(0b1110100) + '\x66' + '\055' + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def zCLc9iJo6LPY(yycwiXDatlsJ, **M8EIoTs2GJXE) -> D182I6ZP25z8:
return q_kvx1iNIzrz(D182I6ZP25z8, lr_max=yycwiXDatlsJ, **M8EIoTs2GJXE)
|
fastai/fastai
|
fastai/train.py
|
fit_one_cycle
|
def fit_one_cycle(learn:Learner, cyc_len:int, max_lr:Union[Floats,slice]=defaults.lr,
moms:Tuple[float,float]=(0.95,0.85), div_factor:float=25., pct_start:float=0.3, final_div:float=None,
wd:float=None, callbacks:Optional[CallbackList]=None, tot_epochs:int=None, start_epoch:int=None)->None:
"Fit a model following the 1cycle policy."
max_lr = learn.lr_range(max_lr)
callbacks = listify(callbacks)
callbacks.append(OneCycleScheduler(learn, max_lr, moms=moms, div_factor=div_factor, pct_start=pct_start,
final_div=final_div, tot_epochs=tot_epochs, start_epoch=start_epoch))
learn.fit(cyc_len, max_lr, wd=wd, callbacks=callbacks)
|
python
|
def fit_one_cycle(learn:Learner, cyc_len:int, max_lr:Union[Floats,slice]=defaults.lr,
moms:Tuple[float,float]=(0.95,0.85), div_factor:float=25., pct_start:float=0.3, final_div:float=None,
wd:float=None, callbacks:Optional[CallbackList]=None, tot_epochs:int=None, start_epoch:int=None)->None:
"Fit a model following the 1cycle policy."
max_lr = learn.lr_range(max_lr)
callbacks = listify(callbacks)
callbacks.append(OneCycleScheduler(learn, max_lr, moms=moms, div_factor=div_factor, pct_start=pct_start,
final_div=final_div, tot_epochs=tot_epochs, start_epoch=start_epoch))
learn.fit(cyc_len, max_lr, wd=wd, callbacks=callbacks)
|
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] |
Fit a model following the 1cycle policy.
|
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L14-L22
|
train
|
Fit a model following the 1cycle policy.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(2142 - 2094) + '\x6f' + chr(0b101010 + 0o7) + '\065' + '\066', 0b1000), ehT0Px3KOsy9('\060' + chr(11960 - 11849) + chr(0b11111 + 0o23) + '\064' + '\x33', 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x32' + '\x34' + chr(0b11001 + 0o31), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b110010 + 0o75) + chr(0b110011) + '\065' + chr(0b10 + 0o63), 18510 - 18502), ehT0Px3KOsy9(chr(511 - 463) + chr(0b1101111) + '\x33' + chr(0b101101 + 0o11) + chr(0b10100 + 0o41), 55263 - 55255), ehT0Px3KOsy9('\x30' + '\157' + '\064' + '\x35', 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\x6f' + '\x31' + chr(53) + chr(0b100101 + 0o13), 0b1000), ehT0Px3KOsy9('\x30' + chr(7704 - 7593) + chr(50) + chr(53) + '\x32', ord("\x08")), ehT0Px3KOsy9('\060' + chr(534 - 423) + chr(2382 - 2331) + chr(55), 22821 - 22813), ehT0Px3KOsy9('\x30' + '\x6f' + '\064' + chr(55), 0b1000), ehT0Px3KOsy9(chr(48) + chr(9325 - 9214) + chr(0b110001) + '\064' + '\063', 21663 - 21655), ehT0Px3KOsy9(chr(338 - 290) + '\157' + '\x31' + '\061', 0b1000), ehT0Px3KOsy9(chr(292 - 244) + '\x6f' + chr(50) + '\x37' + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101010 + 0o5) + '\x32' + '\x34' + '\x35', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110001) + '\065' + '\060', 8), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1000 + 0o147) + chr(798 - 745) + '\x34', 0o10), ehT0Px3KOsy9('\060' + chr(3590 - 3479) + '\x32' + chr(0b110000) + chr(0b100111 + 0o16), 18319 - 18311), ehT0Px3KOsy9(chr(1729 - 1681) + chr(111) + chr(0b110010) + chr(0b110011) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(2194 - 2146) + chr(7184 - 7073) + chr(0b11100 + 0o25) + chr(671 - 623) + chr(0b1101 + 0o52), 38512 - 38504), ehT0Px3KOsy9(chr(202 - 154) + chr(9696 - 9585) + chr(2842 - 2788) + '\063', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b101111 + 0o100) + '\x31' + chr(51) + chr(1788 - 1737), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110000 + 0o1) + chr(0b10111 + 0o36) + chr(0b11101 + 0o23), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49) + '\060', 0o10), ehT0Px3KOsy9('\060' + '\157' + '\x37' + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x33' + chr(248 - 198), 21025 - 21017), ehT0Px3KOsy9('\x30' + chr(111) + chr(1653 - 1602) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(2084 - 2036) + chr(294 - 183) + chr(52) + chr(0b1110 + 0o42), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b111111 + 0o60) + '\063' + chr(0b110010) + '\x36', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(55), 8), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1101111) + '\x32' + chr(50) + chr(0b110101), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\062' + chr(55) + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1011111 + 0o20) + chr(815 - 764) + chr(0b11001 + 0o27) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\067', 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + chr(0b11010 + 0o30) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + '\067' + '\x37', 9774 - 9766), ehT0Px3KOsy9(chr(48) + chr(0b110110 + 0o71) + chr(0b101000 + 0o13) + chr(50), 8), ehT0Px3KOsy9('\060' + chr(973 - 862) + '\x33' + '\x33' + chr(0b110110), 8645 - 8637), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110 + 0o55) + chr(80 - 28) + '\062', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\x32' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100000 + 0o17) + '\062' + chr(0b110000 + 0o6) + chr(55), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b1011001 + 0o26) + chr(53) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'@'), '\144' + chr(0b1011110 + 0o7) + '\143' + '\x6f' + '\144' + chr(3968 - 3867))('\x75' + '\x74' + '\146' + chr(0b101101) + chr(726 - 670)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def iHNb3SElPIMd(C6wSU7u_KSZF, eJ6Br4BKv9yS, NF7dtS6D062x=xafqLlk3kkUe(sRkYTJirQlN8, xafqLlk3kkUe(SXOLrMavuUCe(b"4\xd9\xd1\xd8\xc0n'\xf5Wl\x05y"), chr(9102 - 9002) + '\145' + '\143' + '\x6f' + '\144' + chr(0b1100101))(chr(10558 - 10441) + chr(0b1110100) + chr(0b1001000 + 0o36) + chr(45) + chr(1892 - 1836))), WvIcT1vy6pfD=(0.95, 0.85), gRTbNBzzP1Pv=25.0, Sm4b6grBWZfv=0.3, GCHQiForgILC=None, LTzJV4d64B_7=None, PX4b0z2UpTWH=None, gNhOtGPIyXGO=None, sUTx5QgZOFQu=None) -> None:
NF7dtS6D062x = C6wSU7u_KSZF.lr_range(NF7dtS6D062x)
PX4b0z2UpTWH = XFSR0qhtb0bq(PX4b0z2UpTWH)
xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x0f\xd3\xd2\x88\x9bA'), chr(0b1100100) + chr(8170 - 8069) + '\143' + chr(111) + chr(0b1011100 + 0o10) + '\145')(chr(117) + '\164' + '\x66' + chr(0b1110 + 0o37) + chr(0b1101 + 0o53)))(D182I6ZP25z8(C6wSU7u_KSZF, NF7dtS6D062x, moms=WvIcT1vy6pfD, div_factor=gRTbNBzzP1Pv, pct_start=Sm4b6grBWZfv, final_div=GCHQiForgILC, tot_epochs=gNhOtGPIyXGO, start_epoch=sUTx5QgZOFQu))
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\x08\xca\xd6'), chr(100) + chr(0b110 + 0o137) + chr(0b1100011) + '\157' + chr(3185 - 3085) + chr(6183 - 6082))(chr(0b1110101) + chr(116) + chr(0b11111 + 0o107) + '\055' + chr(319 - 263)))(eJ6Br4BKv9yS, NF7dtS6D062x, wd=LTzJV4d64B_7, callbacks=PX4b0z2UpTWH)
|
fastai/fastai
|
fastai/train.py
|
lr_find
|
def lr_find(learn:Learner, start_lr:Floats=1e-7, end_lr:Floats=10, num_it:int=100, stop_div:bool=True, wd:float=None):
"Explore lr from `start_lr` to `end_lr` over `num_it` iterations in `learn`. If `stop_div`, stops when loss diverges."
start_lr = learn.lr_range(start_lr)
start_lr = np.array(start_lr) if is_listy(start_lr) else start_lr
end_lr = learn.lr_range(end_lr)
end_lr = np.array(end_lr) if is_listy(end_lr) else end_lr
cb = LRFinder(learn, start_lr, end_lr, num_it, stop_div)
epochs = int(np.ceil(num_it/len(learn.data.train_dl)))
learn.fit(epochs, start_lr, callbacks=[cb], wd=wd)
|
python
|
def lr_find(learn:Learner, start_lr:Floats=1e-7, end_lr:Floats=10, num_it:int=100, stop_div:bool=True, wd:float=None):
"Explore lr from `start_lr` to `end_lr` over `num_it` iterations in `learn`. If `stop_div`, stops when loss diverges."
start_lr = learn.lr_range(start_lr)
start_lr = np.array(start_lr) if is_listy(start_lr) else start_lr
end_lr = learn.lr_range(end_lr)
end_lr = np.array(end_lr) if is_listy(end_lr) else end_lr
cb = LRFinder(learn, start_lr, end_lr, num_it, stop_div)
epochs = int(np.ceil(num_it/len(learn.data.train_dl)))
learn.fit(epochs, start_lr, callbacks=[cb], wd=wd)
|
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] |
Explore lr from `start_lr` to `end_lr` over `num_it` iterations in `learn`. If `stop_div`, stops when loss diverges.
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L24-L32
|
train
|
Explore lr from start_lr to end_lr over num_it iterations in learn. If stop_div stops when loss diverges.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\x6f' + chr(2557 - 2506) + chr(51) + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + chr(5975 - 5864) + '\064' + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(11570 - 11459) + chr(1454 - 1403) + chr(913 - 859), 0b1000), ehT0Px3KOsy9('\060' + chr(5246 - 5135) + chr(1708 - 1658) + chr(0b110110) + '\x37', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b11010 + 0o31) + chr(1615 - 1564) + chr(0b11010 + 0o27), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1000000 + 0o57) + chr(0b11101 + 0o24) + chr(50) + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\067' + '\063', 44160 - 44152), ehT0Px3KOsy9(chr(1711 - 1663) + chr(0b1101111) + '\062' + '\060' + chr(0b10100 + 0o41), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b100001 + 0o116) + chr(49) + chr(0b110110) + chr(0b10001 + 0o46), 0b1000), ehT0Px3KOsy9(chr(2107 - 2059) + chr(111) + chr(383 - 332) + '\067' + chr(0b100101 + 0o17), ord("\x08")), ehT0Px3KOsy9(chr(1258 - 1210) + chr(3562 - 3451) + chr(744 - 693) + chr(1557 - 1506) + chr(0b10010 + 0o36), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\x37' + chr(52), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(2389 - 2335) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(1589 - 1478) + chr(50) + chr(48) + '\x33', 13307 - 13299), ehT0Px3KOsy9(chr(297 - 249) + '\157' + '\x33' + chr(0b110000), 44306 - 44298), ehT0Px3KOsy9('\x30' + chr(8579 - 8468) + chr(0b100111 + 0o13) + chr(2355 - 2300) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(111) + chr(49) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(53) + '\x36', 0o10), ehT0Px3KOsy9('\060' + chr(0b100101 + 0o112) + chr(0b110010) + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + chr(3095 - 2984) + chr(2021 - 1972) + chr(0b110111) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(111) + '\061' + chr(1849 - 1799) + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110 + 0o55) + chr(1923 - 1868) + chr(0b111 + 0o52), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(12049 - 11938) + chr(0b110011) + chr(52) + '\x31', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + chr(0b110101) + chr(55), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(3493 - 3382) + chr(0b110001) + '\x31' + '\061', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(927 - 878) + '\x35' + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(10915 - 10804) + chr(51) + chr(697 - 645) + '\067', 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b1010100 + 0o33) + chr(0b110001) + chr(0b1001 + 0o56) + chr(50), 0o10), ehT0Px3KOsy9(chr(715 - 667) + chr(0b110 + 0o151) + chr(49) + chr(0b110011) + '\063', 57496 - 57488), ehT0Px3KOsy9(chr(1468 - 1420) + '\157' + '\061' + chr(0b11011 + 0o33) + chr(0b11111 + 0o21), 0b1000), ehT0Px3KOsy9(chr(1822 - 1774) + '\157' + chr(0b11101 + 0o25) + '\064' + chr(50), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + chr(0b110010) + '\x37', 0b1000), ehT0Px3KOsy9('\060' + chr(0b110000 + 0o77) + '\063' + chr(0b11101 + 0o23) + '\062', 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(0b110011) + '\066', 26142 - 26134), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1264 - 1215) + chr(1957 - 1902) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b0 + 0o61) + chr(50), 0o10), ehT0Px3KOsy9('\060' + chr(0b1001011 + 0o44) + '\x31' + chr(54) + chr(48), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1359 - 1310) + chr(0b1 + 0o63) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(1011 - 963) + '\x6f' + chr(768 - 716) + '\063', 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\x6f' + chr(2618 - 2565) + chr(48), 46429 - 46421)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xf4'), '\144' + chr(5963 - 5862) + chr(99) + '\x6f' + '\144' + chr(0b1100100 + 0o1))(chr(10473 - 10356) + chr(13413 - 13297) + '\x66' + chr(471 - 426) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def zHAmGsudZmX6(C6wSU7u_KSZF, _cNvcHzqrk8H=1e-07, ofcM5qofdI_X=ehT0Px3KOsy9(chr(1326 - 1278) + chr(0b1101111) + chr(0b110001) + chr(0b10000 + 0o42), 8), LF993EqKQYbc=ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + '\064' + chr(52), ord("\x08")), nNDWwJl872dC=ehT0Px3KOsy9(chr(0b110000) + chr(0b1010011 + 0o34) + chr(0b110001), 51287 - 51279), LTzJV4d64B_7=None):
_cNvcHzqrk8H = C6wSU7u_KSZF.lr_range(_cNvcHzqrk8H)
_cNvcHzqrk8H = WqUC3KWvYVup.array(_cNvcHzqrk8H) if rOyHzRoSE7pv(_cNvcHzqrk8H) else _cNvcHzqrk8H
ofcM5qofdI_X = C6wSU7u_KSZF.lr_range(ofcM5qofdI_X)
ofcM5qofdI_X = WqUC3KWvYVup.array(ofcM5qofdI_X) if rOyHzRoSE7pv(ofcM5qofdI_X) else ofcM5qofdI_X
hfOA2bIyYn7s = zftjVaRBmjir(C6wSU7u_KSZF, _cNvcHzqrk8H, ofcM5qofdI_X, LF993EqKQYbc, nNDWwJl872dC)
xvDB7qObFSrr = ehT0Px3KOsy9(WqUC3KWvYVup.ceil(LF993EqKQYbc / c2A0yzQpDQB3(C6wSU7u_KSZF.data.train_dl)))
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbcJj'), '\x64' + chr(101) + chr(9014 - 8915) + '\x6f' + chr(0b1100100) + chr(0b10100 + 0o121))(chr(4381 - 4264) + '\x74' + chr(0b1100110) + chr(0b101101) + chr(0b111000)))(xvDB7qObFSrr, _cNvcHzqrk8H, callbacks=[hfOA2bIyYn7s], wd=LTzJV4d64B_7)
|
fastai/fastai
|
fastai/train.py
|
to_fp16
|
def to_fp16(learn:Learner, loss_scale:float=None, max_noskip:int=1000, dynamic:bool=True, clip:float=None,
flat_master:bool=False, max_scale:float=2**24)->Learner:
"Put `learn` in FP16 precision mode."
learn.to_fp32()
learn.model = model2half(learn.model)
learn.data.add_tfm(batch_to_half)
learn.mp_cb = MixedPrecision(learn, loss_scale=loss_scale, max_noskip=max_noskip, dynamic=dynamic, clip=clip,
flat_master=flat_master, max_scale=max_scale)
learn.callbacks.append(learn.mp_cb)
return learn
|
python
|
def to_fp16(learn:Learner, loss_scale:float=None, max_noskip:int=1000, dynamic:bool=True, clip:float=None,
flat_master:bool=False, max_scale:float=2**24)->Learner:
"Put `learn` in FP16 precision mode."
learn.to_fp32()
learn.model = model2half(learn.model)
learn.data.add_tfm(batch_to_half)
learn.mp_cb = MixedPrecision(learn, loss_scale=loss_scale, max_noskip=max_noskip, dynamic=dynamic, clip=clip,
flat_master=flat_master, max_scale=max_scale)
learn.callbacks.append(learn.mp_cb)
return learn
|
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Put `learn` in FP16 precision mode.
|
[
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L34-L43
|
train
|
Put learn in FP16 precision mode.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1100000 + 0o17) + chr(0b11010 + 0o27) + chr(51) + chr(0b100010 + 0o23), 0b1000), ehT0Px3KOsy9(chr(526 - 478) + '\157' + chr(0b110011) + chr(941 - 892) + chr(0b1111 + 0o41), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(542 - 487) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(0b110100) + chr(49), 61598 - 61590), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b100111 + 0o13) + '\062', 4134 - 4126), ehT0Px3KOsy9(chr(2070 - 2022) + chr(111) + chr(52) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(1280 - 1169) + chr(50) + chr(0b110110) + '\065', 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(2129 - 2080), 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(111) + '\x32' + chr(200 - 151) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + chr(52) + chr(0b11 + 0o64), 622 - 614), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b111110 + 0o61) + '\x32' + chr(0b100111 + 0o20) + '\063', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110011) + chr(0b110001), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(589 - 539) + chr(0b101010 + 0o10), 8), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(0b1101111) + chr(0b110010) + chr(0b100101 + 0o17), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100101 + 0o12) + chr(55) + chr(0b110 + 0o57), 48559 - 48551), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110100) + chr(0b110100), 15950 - 15942), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(53) + chr(0b110110), 61884 - 61876), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000000 + 0o57) + chr(0b110011) + chr(0b110111) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(10105 - 9994) + chr(0b110010) + chr(1318 - 1266) + '\x30', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + chr(2320 - 2269) + chr(54), 56465 - 56457), ehT0Px3KOsy9('\x30' + chr(2478 - 2367) + chr(219 - 170) + chr(0b111 + 0o54) + chr(1785 - 1732), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(1981 - 1932) + chr(54) + '\x34', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + chr(0b110111) + chr(52), 14476 - 14468), ehT0Px3KOsy9(chr(0b110000) + chr(0b101010 + 0o105) + chr(51) + chr(52) + chr(0b0 + 0o60), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(828 - 779) + '\x32' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b11100 + 0o25) + chr(1845 - 1795) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b100101 + 0o13) + '\x6f' + '\062' + chr(54) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010000 + 0o37) + '\063' + chr(0b101101 + 0o4) + chr(2230 - 2177), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(1721 - 1671) + chr(53), 58336 - 58328), ehT0Px3KOsy9(chr(1461 - 1413) + chr(0b1011101 + 0o22) + chr(0b11000 + 0o31) + '\x35' + chr(2174 - 2126), ord("\x08")), ehT0Px3KOsy9('\060' + chr(1602 - 1491) + chr(51) + chr(2088 - 2036) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(986 - 935) + chr(0b101111 + 0o7) + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(0b110011) + chr(341 - 290), 0b1000), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(111) + '\x33' + '\x32' + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(0b100 + 0o60), 50619 - 50611), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + chr(52) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + chr(48), 0o10), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(5591 - 5480) + '\x32' + chr(0b100111 + 0o11) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(516 - 468) + '\x6f' + chr(0b1110 + 0o45) + chr(0b101010 + 0o7) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + chr(0b1000 + 0o56) + '\x34', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\157' + chr(739 - 686) + chr(0b110000), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b's'), chr(100) + '\x65' + chr(99) + chr(0b101010 + 0o105) + chr(100) + chr(1518 - 1417))(chr(117) + chr(13053 - 12937) + '\146' + '\x2d' + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def wbOzhyS8hBA0(C6wSU7u_KSZF, Z44FhoIBMgHP=None, pGpbBrEfvOQ2=ehT0Px3KOsy9(chr(1186 - 1138) + chr(3389 - 3278) + chr(1725 - 1676) + chr(55) + '\065' + '\060', 0o10), vrh9UiAKHoOV=ehT0Px3KOsy9('\x30' + '\157' + '\061', 8), H8HUQmIerer7=None, ELGWbjWBoUs6=ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b1101111) + chr(0b1111 + 0o41), 0o10), Ub_eS_KlCOSh=ehT0Px3KOsy9(chr(1002 - 954) + '\x6f' + '\062', 0o10) ** ehT0Px3KOsy9(chr(48) + chr(7539 - 7428) + '\063' + '\060', 8)) -> jpqoM0mG1T9j:
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b')\xa7g\x07b\x13\x87'), chr(0b1100100) + '\145' + chr(0b1100011) + chr(111) + chr(0b1100100) + chr(0b10 + 0o143))(chr(0b1110101) + chr(0b1101010 + 0o12) + chr(102) + '\x2d' + chr(56)))()
C6wSU7u_KSZF.FK0vqzZ5gPN6 = EGV7fhddTV6b(C6wSU7u_KSZF.FK0vqzZ5gPN6)
xafqLlk3kkUe(C6wSU7u_KSZF.data, xafqLlk3kkUe(SXOLrMavuUCe(b'<\xac\\>fF\xd8'), chr(0b1001000 + 0o34) + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(7604 - 7504) + '\145')('\165' + chr(116) + chr(0b1100110) + chr(45) + '\x38'))(yFF5p9qr9Ofq)
C6wSU7u_KSZF.jKTPDm7BtoGV = e7jMFni6xH4j(C6wSU7u_KSZF, loss_scale=Z44FhoIBMgHP, max_noskip=pGpbBrEfvOQ2, dynamic=vrh9UiAKHoOV, clip=H8HUQmIerer7, flat_master=ELGWbjWBoUs6, max_scale=Ub_eS_KlCOSh)
xafqLlk3kkUe(C6wSU7u_KSZF.callbacks, xafqLlk3kkUe(SXOLrMavuUCe(b'<\xb8H\x04|D'), '\144' + '\x65' + chr(0b1100011) + chr(6618 - 6507) + chr(0b110010 + 0o62) + chr(2151 - 2050))(chr(11270 - 11153) + chr(116) + chr(0b1010100 + 0o22) + chr(45) + '\x38'))(xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'7\x83l1VM\x82C\xf8\x08\xfcO'), chr(0b111110 + 0o46) + chr(101) + chr(99) + '\x6f' + chr(0b101111 + 0o65) + '\145')(chr(1648 - 1531) + chr(0b111111 + 0o65) + chr(102) + '\055' + chr(0b101111 + 0o11))))
return C6wSU7u_KSZF
|
fastai/fastai
|
fastai/train.py
|
to_fp32
|
def to_fp32(learn:Learner):
"Put `learn` back to FP32 precision mode."
learn.data.remove_tfm(batch_to_half)
for cb in learn.callbacks:
if isinstance(cb, MixedPrecision): learn.callbacks.remove(cb)
learn.model = learn.model.float()
return learn
|
python
|
def to_fp32(learn:Learner):
"Put `learn` back to FP32 precision mode."
learn.data.remove_tfm(batch_to_half)
for cb in learn.callbacks:
if isinstance(cb, MixedPrecision): learn.callbacks.remove(cb)
learn.model = learn.model.float()
return learn
|
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] |
Put `learn` back to FP32 precision mode.
|
[
"Put",
"learn",
"back",
"to",
"FP32",
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"mode",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L45-L51
|
train
|
Put learn back to FP32 precision mode.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(2972 - 2861) + chr(50) + chr(0b110100) + '\x32', 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(55) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(1885 - 1837) + chr(0b11011 + 0o124) + chr(0b110011) + chr(1237 - 1188) + '\063', 49300 - 49292), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101001 + 0o11) + chr(0b11011 + 0o27) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(1428 - 1380) + chr(111) + chr(0b111 + 0o54) + '\064' + chr(1257 - 1207), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2457 - 2406) + chr(2344 - 2291) + '\063', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + '\065' + chr(0b11001 + 0o35), 0b1000), ehT0Px3KOsy9(chr(48) + chr(692 - 581) + chr(0b101100 + 0o5) + '\064' + chr(2163 - 2108), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + '\x36' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1011001 + 0o26) + '\x37' + chr(0b101011 + 0o14), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\066' + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10000 + 0o43) + '\066' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(0b110000 + 0o7), 0b1000), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(111) + chr(0b110111) + chr(1899 - 1849), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(1796 - 1745) + '\062' + chr(2694 - 2642), 0o10), ehT0Px3KOsy9(chr(1861 - 1813) + chr(0b1011111 + 0o20) + chr(0b101100 + 0o6) + chr(0b110001) + '\x36', 0o10), ehT0Px3KOsy9(chr(1816 - 1768) + '\157' + chr(0b10001 + 0o40) + chr(54) + chr(52), 0b1000), ehT0Px3KOsy9(chr(871 - 823) + chr(0b110100 + 0o73) + '\065' + chr(0b100 + 0o55), 0b1000), ehT0Px3KOsy9(chr(48) + chr(4159 - 4048) + chr(0b10111 + 0o34) + '\x31' + '\064', 5336 - 5328), ehT0Px3KOsy9(chr(2126 - 2078) + '\157' + chr(0b101111 + 0o2) + chr(0b100111 + 0o12) + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b101000 + 0o107) + chr(2282 - 2233) + chr(2507 - 2453) + chr(1174 - 1125), 0b1000), ehT0Px3KOsy9('\x30' + chr(3475 - 3364) + chr(0b110000 + 0o1) + chr(0b110111), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(2124 - 2072) + chr(0b100100 + 0o16), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(1991 - 1941) + chr(49) + chr(0b10111 + 0o35), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(11249 - 11138) + chr(50) + chr(49) + chr(0b110110), 8), ehT0Px3KOsy9(chr(1653 - 1605) + chr(12233 - 12122) + chr(49) + '\x31' + chr(0b10001 + 0o45), 43429 - 43421), ehT0Px3KOsy9(chr(927 - 879) + '\x6f' + chr(0b10111 + 0o32) + '\x34' + chr(0b10010 + 0o40), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b10100 + 0o35) + '\066' + '\064', 8), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\157' + '\x33' + chr(52) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1010101 + 0o32) + chr(50) + chr(0b110111) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(800 - 752) + chr(111) + chr(49) + chr(0b100100 + 0o16) + chr(0b11 + 0o61), 0b1000), ehT0Px3KOsy9('\x30' + chr(3585 - 3474) + '\062' + chr(0b110011) + '\061', 33973 - 33965), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(3884 - 3773) + '\x33' + chr(1951 - 1900) + '\x30', 0o10), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b100111 + 0o110) + '\x33' + chr(1496 - 1442), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + chr(0b110011), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1246 - 1193) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b11011 + 0o124) + chr(50) + chr(0b110000) + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b10111 + 0o31) + '\157' + '\063' + '\064' + chr(1615 - 1564), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(52) + '\067', 0o10), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b101001 + 0o106) + '\x33' + chr(52) + chr(1102 - 1052), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b101000 + 0o15) + chr(2212 - 2164), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c'), chr(0b101010 + 0o72) + chr(9042 - 8941) + chr(0b1100011) + '\157' + chr(0b100100 + 0o100) + chr(0b101101 + 0o70))(chr(0b1110101) + chr(0b1110100) + '\146' + chr(869 - 824) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def j9fn0xatYrEw(C6wSU7u_KSZF):
xafqLlk3kkUe(C6wSU7u_KSZF.data, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd0\xda\xa6\xf9\x94\x8e\xf1\x13\x10R'), '\144' + '\x65' + chr(0b1100011) + '\x6f' + '\x64' + chr(0b101 + 0o140))('\165' + '\x74' + chr(676 - 574) + chr(45) + chr(1350 - 1294)))(yFF5p9qr9Ofq)
for hfOA2bIyYn7s in xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc1\xde\xa7\xfa\x80\x8a\xcd\x0c\x05'), '\144' + '\145' + '\143' + '\x6f' + '\x64' + chr(0b1100101))(chr(117) + chr(0b0 + 0o164) + '\146' + chr(1184 - 1139) + chr(854 - 798))):
if PlSM16l2KDPD(hfOA2bIyYn7s, e7jMFni6xH4j):
xafqLlk3kkUe(C6wSU7u_KSZF.callbacks, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd0\xda\xa6\xf9\x94\x8e'), chr(6785 - 6685) + chr(0b1100101) + chr(3142 - 3043) + chr(0b10111 + 0o130) + chr(100) + chr(6952 - 6851))(chr(0b11000 + 0o135) + chr(0b1110100) + chr(102) + '\x2d' + '\x38'))(hfOA2bIyYn7s)
C6wSU7u_KSZF.FK0vqzZ5gPN6 = C6wSU7u_KSZF.model.float()
return C6wSU7u_KSZF
|
fastai/fastai
|
fastai/train.py
|
mixup
|
def mixup(learn:Learner, alpha:float=0.4, stack_x:bool=False, stack_y:bool=True) -> Learner:
"Add mixup https://arxiv.org/abs/1710.09412 to `learn`."
learn.callback_fns.append(partial(MixUpCallback, alpha=alpha, stack_x=stack_x, stack_y=stack_y))
return learn
|
python
|
def mixup(learn:Learner, alpha:float=0.4, stack_x:bool=False, stack_y:bool=True) -> Learner:
"Add mixup https://arxiv.org/abs/1710.09412 to `learn`."
learn.callback_fns.append(partial(MixUpCallback, alpha=alpha, stack_x=stack_x, stack_y=stack_y))
return learn
|
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] |
Add mixup https://arxiv.org/abs/1710.09412 to `learn`.
|
[
"Add",
"mixup",
"https",
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"arxiv",
".",
"org",
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L53-L56
|
train
|
Add mixup https://arxiv. org / abs / 1710.09412 to learn.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(7953 - 7842) + '\061' + '\067' + '\064', 54644 - 54636), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10 + 0o60) + '\067' + chr(1703 - 1651), 0b1000), ehT0Px3KOsy9('\060' + chr(0b101000 + 0o107) + chr(1989 - 1938) + '\x34' + chr(0b100110 + 0o17), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + chr(0b1110 + 0o50) + '\060', 0o10), ehT0Px3KOsy9(chr(1628 - 1580) + chr(0b11111 + 0o120) + '\061' + '\x31' + chr(0b1000 + 0o50), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(161 - 108) + '\067', 14305 - 14297), ehT0Px3KOsy9(chr(1268 - 1220) + chr(2643 - 2532) + chr(0b101110 + 0o4) + chr(0b110011) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\062' + '\x32' + chr(0b110111), 32369 - 32361), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\157' + chr(49) + chr(0b1000 + 0o53) + chr(54), 33978 - 33970), ehT0Px3KOsy9(chr(977 - 929) + chr(111) + chr(0b110011) + chr(0b110010) + chr(1702 - 1648), 0o10), ehT0Px3KOsy9('\060' + chr(1679 - 1568) + chr(192 - 141) + '\x30' + '\066', 0b1000), ehT0Px3KOsy9(chr(2165 - 2117) + chr(111) + chr(50) + '\061' + '\063', 0o10), ehT0Px3KOsy9(chr(1533 - 1485) + chr(10099 - 9988) + '\x33' + chr(2416 - 2364) + chr(0b11010 + 0o35), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(296 - 245) + chr(53) + chr(0b110011), 0o10), ehT0Px3KOsy9('\060' + chr(3025 - 2914) + '\062' + chr(0b110000) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\157' + chr(1198 - 1148) + chr(50) + chr(0b1111 + 0o44), 40368 - 40360), ehT0Px3KOsy9('\x30' + '\x6f' + chr(2035 - 1980) + chr(0b111 + 0o51), 0o10), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(1294 - 1183) + chr(0b100101 + 0o14) + '\x33' + chr(889 - 834), 0o10), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(111) + '\x32' + '\061' + '\x35', 0o10), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(111) + chr(0b100010 + 0o20) + '\x31' + chr(0b1000 + 0o54), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b11111 + 0o23) + chr(52) + '\x30', 40436 - 40428), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110 + 0o54) + chr(0b110011 + 0o3) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(8798 - 8687) + '\067' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b1000 + 0o50) + '\x6f' + chr(1146 - 1095) + '\061' + chr(51), 0b1000), ehT0Px3KOsy9(chr(1352 - 1304) + chr(0b1101111) + chr(49) + '\x30' + chr(50), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\062' + '\x30' + chr(2065 - 2011), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6254 - 6143) + chr(0b110001 + 0o0) + '\x31', 0o10), ehT0Px3KOsy9(chr(1381 - 1333) + chr(2185 - 2074) + chr(0b110110) + chr(0b1101 + 0o52), 56152 - 56144), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(1898 - 1843) + chr(2004 - 1955), 0b1000), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(0b1011110 + 0o21) + '\x32' + chr(0b110000), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(345 - 297) + chr(111) + chr(49) + '\060' + '\x36', 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\x6f' + '\062' + '\x31' + '\067', 46484 - 46476), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b1110 + 0o43) + chr(52) + '\064', 0b1000), ehT0Px3KOsy9(chr(1210 - 1162) + '\x6f' + chr(0b110001) + chr(0b110110) + chr(0b1100 + 0o45), ord("\x08")), ehT0Px3KOsy9(chr(1107 - 1059) + chr(4242 - 4131) + chr(0b100010 + 0o20) + chr(0b1011 + 0o45) + chr(1041 - 988), 63846 - 63838), ehT0Px3KOsy9('\060' + chr(111) + chr(49) + chr(2277 - 2222) + chr(2183 - 2130), 0o10), ehT0Px3KOsy9(chr(1652 - 1604) + chr(0b1101111) + chr(1287 - 1235) + chr(0b100100 + 0o14), 34742 - 34734), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1 + 0o66) + chr(2654 - 2600), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b11101 + 0o122) + '\063' + '\063' + chr(0b110100), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x35' + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'R'), chr(0b1100100) + chr(0b1100101) + '\143' + chr(0b101110 + 0o101) + '\x64' + '\x65')(chr(0b100011 + 0o122) + '\x74' + chr(0b110100 + 0o62) + chr(0b10010 + 0o33) + chr(2821 - 2765)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def HEt3CX5iDmAr(C6wSU7u_KSZF, gDUX9w35YHFE=0.4, DkmSoBJEWH2r=ehT0Px3KOsy9(chr(1053 - 1005) + chr(0b1101111) + chr(0b110000), 0o10), _1qU9gsc8hl3=ehT0Px3KOsy9('\x30' + chr(2382 - 2271) + '\x31', 8853 - 8845)) -> jpqoM0mG1T9j:
xafqLlk3kkUe(C6wSU7u_KSZF.callback_fns, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1d\xcc\x95\x95&K'), chr(0b1000110 + 0o36) + '\145' + chr(4867 - 4768) + chr(0b10011 + 0o134) + '\x64' + chr(0b1100101))(chr(0b1110101) + '\x74' + chr(102) + chr(607 - 562) + '\070'))(q_kvx1iNIzrz(zaybYDTUkjjP, alpha=gDUX9w35YHFE, stack_x=DkmSoBJEWH2r, stack_y=_1qU9gsc8hl3))
return C6wSU7u_KSZF
|
fastai/fastai
|
fastai/train.py
|
clip_grad
|
def clip_grad(learn:Learner, clip:float=0.1)->Learner:
"Add gradient clipping of `clip` during training."
learn.callback_fns.append(partial(GradientClipping, clip=clip))
return learn
|
python
|
def clip_grad(learn:Learner, clip:float=0.1)->Learner:
"Add gradient clipping of `clip` during training."
learn.callback_fns.append(partial(GradientClipping, clip=clip))
return learn
|
[
"def",
"clip_grad",
"(",
"learn",
":",
"Learner",
",",
"clip",
":",
"float",
"=",
"0.1",
")",
"->",
"Learner",
":",
"learn",
".",
"callback_fns",
".",
"append",
"(",
"partial",
"(",
"GradientClipping",
",",
"clip",
"=",
"clip",
")",
")",
"return",
"learn"
] |
Add gradient clipping of `clip` during training.
|
[
"Add",
"gradient",
"clipping",
"of",
"clip",
"during",
"training",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L93-L96
|
train
|
Add gradient clipping of clip during training.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(225 - 177) + chr(0b1100010 + 0o15) + chr(0b110001) + '\065' + chr(0b110001), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(241 - 191) + chr(0b1100 + 0o47) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + chr(52) + '\067', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110100) + '\064', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(54) + chr(0b100000 + 0o22), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2546 - 2495) + chr(0b110010) + '\x32', 52072 - 52064), ehT0Px3KOsy9('\060' + chr(1100 - 989) + '\062' + '\x33' + chr(0b10111 + 0o35), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\067' + '\067', 17068 - 17060), ehT0Px3KOsy9('\x30' + chr(111) + chr(155 - 101) + '\064', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(1744 - 1694) + chr(1723 - 1669) + chr(54), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(906 - 856) + '\x31', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + chr(0b110001) + chr(1142 - 1094), 0o10), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(10924 - 10813) + chr(0b10100 + 0o35) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1000001 + 0o56) + '\062' + '\x37' + '\061', 17543 - 17535), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + '\067' + chr(1748 - 1698), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110101) + chr(0b110001), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11101 + 0o25) + chr(172 - 123) + chr(0b1111 + 0o50), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101110 + 0o3) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(1645 - 1597) + chr(0b1101111) + chr(51) + chr(0b110111) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1101010 + 0o5) + chr(158 - 109) + '\064' + '\x34', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\x33' + chr(0b110001), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1100000 + 0o17) + chr(0b10101 + 0o42) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + chr(0b1000 + 0o54) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b1101111) + '\x31' + chr(0b110110), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(506 - 456) + chr(94 - 46) + chr(1418 - 1363), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1100 + 0o143) + '\x32' + chr(0b110001) + chr(1063 - 1015), 0b1000), ehT0Px3KOsy9(chr(224 - 176) + chr(0b1101111) + '\062' + '\x30' + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\157' + chr(0b110010) + chr(49) + chr(0b110110), 13400 - 13392), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1001 + 0o52) + '\064' + chr(710 - 660), ord("\x08")), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\157' + '\x31' + '\064' + '\x31', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + chr(54) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + '\x35' + chr(0b110110), 0o10), ehT0Px3KOsy9('\060' + chr(10957 - 10846) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(48) + chr(7304 - 7193) + '\x31' + chr(0b110101) + '\x32', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(55) + '\x35', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(49) + chr(55), 8), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\x6f' + '\x33' + '\x33' + chr(0b110000 + 0o6), 0o10), ehT0Px3KOsy9(chr(1012 - 964) + '\157' + '\066' + chr(717 - 667), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2179 - 2130) + chr(787 - 735) + '\065', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\157' + chr(0b10101 + 0o40) + chr(1380 - 1332), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'G'), chr(0b1100001 + 0o3) + '\145' + chr(0b1100011) + '\x6f' + '\x64' + chr(101))(chr(0b11001 + 0o134) + chr(0b1110100) + chr(102) + chr(162 - 117) + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def ZDBLKrYU5gob(C6wSU7u_KSZF, H8HUQmIerer7=0.1) -> jpqoM0mG1T9j:
xafqLlk3kkUe(C6wSU7u_KSZF.callback_fns, xafqLlk3kkUe(SXOLrMavuUCe(b'\x08\xe8\x97A\x9c\xb6'), '\144' + chr(0b1000111 + 0o36) + chr(3836 - 3737) + '\x6f' + chr(3734 - 3634) + chr(101))('\165' + chr(0b1010100 + 0o40) + '\146' + chr(45) + '\x38'))(q_kvx1iNIzrz(DwXw1WoeEhKv, clip=H8HUQmIerer7))
return C6wSU7u_KSZF
|
fastai/fastai
|
fastai/train.py
|
_learner_interpret
|
def _learner_interpret(learn:Learner, ds_type:DatasetType=DatasetType.Valid):
"Create a `ClassificationInterpretation` object from `learner` on `ds_type` with `tta`."
return ClassificationInterpretation.from_learner(learn, ds_type=ds_type)
|
python
|
def _learner_interpret(learn:Learner, ds_type:DatasetType=DatasetType.Valid):
"Create a `ClassificationInterpretation` object from `learner` on `ds_type` with `tta`."
return ClassificationInterpretation.from_learner(learn, ds_type=ds_type)
|
[
"def",
"_learner_interpret",
"(",
"learn",
":",
"Learner",
",",
"ds_type",
":",
"DatasetType",
"=",
"DatasetType",
".",
"Valid",
")",
":",
"return",
"ClassificationInterpretation",
".",
"from_learner",
"(",
"learn",
",",
"ds_type",
"=",
"ds_type",
")"
] |
Create a `ClassificationInterpretation` object from `learner` on `ds_type` with `tta`.
|
[
"Create",
"a",
"ClassificationInterpretation",
"object",
"from",
"learner",
"on",
"ds_type",
"with",
"tta",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L198-L200
|
train
|
Create a ClassificationInterpretation object from learner on ds_type with tta.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + '\x33' + chr(2038 - 1990) + '\061', 64343 - 64335), ehT0Px3KOsy9('\060' + '\157' + '\x32' + chr(764 - 715) + chr(0b100000 + 0o23), 6767 - 6759), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + chr(0b11001 + 0o36) + chr(2628 - 2576), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1514 - 1464) + chr(0b110111) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\157' + chr(2045 - 1996) + chr(51) + chr(2123 - 2071), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110010) + chr(50) + chr(0b110101 + 0o0), 0o10), ehT0Px3KOsy9('\060' + chr(0b111011 + 0o64) + '\061' + '\065' + chr(0b101100 + 0o5), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(888 - 839) + chr(0b110111) + chr(115 - 64), 35087 - 35079), ehT0Px3KOsy9('\x30' + chr(5582 - 5471) + chr(691 - 639), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(2404 - 2350) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(2753 - 2642) + chr(0b110001) + chr(1093 - 1043), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(841 - 788) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(11407 - 11296) + chr(0b110001) + chr(2228 - 2176) + chr(780 - 725), 0o10), ehT0Px3KOsy9(chr(0b100101 + 0o13) + '\157' + chr(262 - 213) + chr(0b101001 + 0o10) + chr(0b1101 + 0o44), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(539 - 490) + chr(0b110111) + chr(0b10110 + 0o33), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(2371 - 2320) + '\x36' + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1100 + 0o47) + '\x35' + chr(52), 43160 - 43152), ehT0Px3KOsy9('\x30' + chr(0b1010 + 0o145) + chr(54), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001 + 0o1) + chr(0b1 + 0o60) + chr(0b110000), 51591 - 51583), ehT0Px3KOsy9('\060' + chr(0b100010 + 0o115) + '\x35' + chr(0b10101 + 0o35), ord("\x08")), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1100001 + 0o16) + chr(0b110010) + '\061' + chr(0b110000), 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001) + '\x35' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(520 - 409) + '\x32' + chr(0b1 + 0o60) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(111) + chr(49) + chr(52) + chr(54), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\062' + chr(1853 - 1800) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + chr(51) + chr(0b110001 + 0o5), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\061' + chr(0b1111 + 0o43) + chr(0b10 + 0o56), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11001 + 0o30) + chr(0b10010 + 0o42) + '\061', 0o10), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b101 + 0o152) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(2258 - 2210) + chr(111) + '\063' + '\064' + chr(0b110001 + 0o3), 54748 - 54740), ehT0Px3KOsy9(chr(77 - 29) + chr(0b1101111) + '\062' + '\x35' + '\x33', 8), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(111) + chr(634 - 582) + chr(55), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001) + chr(0b101110 + 0o3) + chr(53), 0o10), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(111) + '\x33' + '\062', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(55) + chr(1450 - 1395), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001) + chr(0b10101 + 0o33) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(1305 - 1257) + '\157' + chr(0b11000 + 0o31) + chr(2310 - 2256) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(8221 - 8110) + chr(51) + chr(0b110001) + '\x37', 22222 - 22214), ehT0Px3KOsy9('\060' + chr(3408 - 3297) + chr(0b10010 + 0o37) + chr(0b10101 + 0o34) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + '\064' + chr(0b110111), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1845 - 1792) + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xef'), chr(3348 - 3248) + chr(101) + '\x63' + chr(4538 - 4427) + chr(0b1100100) + chr(1499 - 1398))('\x75' + chr(0b1100 + 0o150) + chr(102) + chr(45) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def L6XMqf_zKgN1(C6wSU7u_KSZF, LjBBWMAnWNhB=xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\x97\xea\x90\xd38'), '\x64' + '\x65' + '\x63' + '\157' + chr(1459 - 1359) + '\145')('\165' + '\164' + '\146' + '\055' + chr(0b11 + 0o65)))):
return xafqLlk3kkUe(NehxUWunsICl, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa7\xf9\x93\xd7\x03\xf9\x0c\x1av]o_'), '\x64' + chr(5622 - 5521) + '\143' + chr(0b1100 + 0o143) + '\x64' + chr(0b1100101))('\165' + '\164' + chr(0b1100110) + chr(576 - 531) + '\x38'))(C6wSU7u_KSZF, ds_type=LjBBWMAnWNhB)
|
fastai/fastai
|
fastai/train.py
|
ShowGraph.on_epoch_end
|
def on_epoch_end(self, n_epochs:int, last_metrics:MetricsList, **kwargs)->bool:
"If we have `last_metrics` plot them in our pbar graph"
if last_metrics is not None and np.any(last_metrics):
rec = self.learn.recorder
iters = range_of(rec.losses)
val_iter = np.array(rec.nb_batches).cumsum()
x_bounds = (0, (n_epochs - len(rec.nb_batches)) * rec.nb_batches[-1] + len(rec.losses))
y_bounds = (0, max((max(Tensor(rec.losses)), max(Tensor(rec.val_losses)))))
rec.pbar.update_graph([(iters, rec.losses), (val_iter, rec.val_losses)], x_bounds, y_bounds)
return {}
|
python
|
def on_epoch_end(self, n_epochs:int, last_metrics:MetricsList, **kwargs)->bool:
"If we have `last_metrics` plot them in our pbar graph"
if last_metrics is not None and np.any(last_metrics):
rec = self.learn.recorder
iters = range_of(rec.losses)
val_iter = np.array(rec.nb_batches).cumsum()
x_bounds = (0, (n_epochs - len(rec.nb_batches)) * rec.nb_batches[-1] + len(rec.losses))
y_bounds = (0, max((max(Tensor(rec.losses)), max(Tensor(rec.val_losses)))))
rec.pbar.update_graph([(iters, rec.losses), (val_iter, rec.val_losses)], x_bounds, y_bounds)
return {}
|
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] |
If we have `last_metrics` plot them in our pbar graph
|
[
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L66-L75
|
train
|
If we have last_metrics plot them in our pbar graph
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1100 + 0o143) + chr(0b110011) + chr(0b110111) + chr(0b110000 + 0o2), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(11047 - 10936) + chr(0b101110 + 0o3) + '\x33' + chr(0b100001 + 0o22), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + '\x32' + chr(1068 - 1016), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(842 - 793) + chr(0b110000) + chr(0b101101 + 0o5), 0b1000), ehT0Px3KOsy9(chr(567 - 519) + chr(111) + '\063' + chr(578 - 530) + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + chr(53), 19945 - 19937), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1844 - 1793) + chr(0b100011 + 0o15) + '\060', 0b1000), ehT0Px3KOsy9(chr(1175 - 1127) + chr(111) + '\x32' + chr(0b111 + 0o57) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(1369 - 1321) + chr(11912 - 11801) + '\x33' + chr(1300 - 1251) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(312 - 263) + chr(0b10 + 0o57) + '\x33', 0o10), ehT0Px3KOsy9(chr(1725 - 1677) + chr(7821 - 7710) + '\063' + '\066' + chr(904 - 856), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(0b100010 + 0o22), 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(111) + chr(0b111 + 0o53) + '\x32' + chr(49), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(0b110000) + chr(0b1 + 0o61), 6486 - 6478), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + chr(49) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\066' + '\x31', 33798 - 33790), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b100100 + 0o23) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x34', 0b1000), ehT0Px3KOsy9(chr(1792 - 1744) + '\157' + chr(51) + chr(48) + chr(439 - 388), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + chr(0b1011 + 0o46) + chr(0b101100 + 0o10), 38291 - 38283), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(599 - 548) + chr(0b10001 + 0o41) + chr(0b100110 + 0o16), 0o10), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b1000101 + 0o52) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b100101 + 0o112) + '\063' + chr(50) + chr(224 - 171), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(1423 - 1368) + chr(2222 - 2173), 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + '\063' + chr(50), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(2231 - 2183) + chr(0b110010), 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011 + 0o1) + chr(0b100000 + 0o26), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x37' + '\067', 8), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1001000 + 0o47) + chr(0b110001) + chr(0b110100) + '\x30', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(0b10100 + 0o43) + '\x37', 10611 - 10603), ehT0Px3KOsy9('\x30' + chr(10528 - 10417) + chr(0b11000 + 0o36) + '\066', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1511 - 1461) + chr(0b110111) + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(1557 - 1506) + '\063' + chr(0b110111), 33881 - 33873), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\157' + chr(1980 - 1931) + chr(49) + '\x35', 15559 - 15551), ehT0Px3KOsy9(chr(1925 - 1877) + '\x6f' + chr(0b111 + 0o54) + chr(0b110110) + '\065', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(429 - 376) + chr(0b10111 + 0o37), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(51) + '\x33' + '\061', 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(111) + '\063' + chr(54) + chr(0b10011 + 0o43), 0o10), ehT0Px3KOsy9(chr(1304 - 1256) + chr(0b110000 + 0o77) + '\063' + '\065' + '\061', 44236 - 44228), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\157' + chr(0b110010) + '\066' + chr(53), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b111010 + 0o65) + '\065' + '\x30', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd4'), chr(0b1010100 + 0o20) + chr(9706 - 9605) + chr(0b101100 + 0o67) + '\157' + '\144' + '\145')(chr(0b1110011 + 0o2) + chr(0b1101011 + 0o11) + chr(0b101111 + 0o67) + '\x2d' + chr(0b110110 + 0o2)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def SQOyZyL5d6nN(oVre8I6UXc3b, H3UKJkXFfyWu, vj7v6alGA3el, **M8EIoTs2GJXE) -> WbBjf8Y7v9VN:
if vj7v6alGA3el is not None and xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'\xaf\r\xc7+\xf7M\x97\x87\xaa\t\xb9A'), chr(4589 - 4489) + chr(0b1100001 + 0o4) + '\x63' + '\x6f' + chr(0b1100100) + '\x65')(chr(13325 - 13208) + '\164' + '\146' + chr(0b101101) + chr(0b111000)))(vj7v6alGA3el):
MnMCYVsiR1pJ = oVre8I6UXc3b.learn.recorder
xsy4yIlKjQI3 = Uect2eNqfAe8(MnMCYVsiR1pJ.losses)
cnvFNmmGlq_n = WqUC3KWvYVup.array(MnMCYVsiR1pJ.nb_batches).i0lzZW3r00ue()
JH5TTGzS7eZ4 = (ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1101111) + chr(0b1000 + 0o50), ord("\x08")), (H3UKJkXFfyWu - c2A0yzQpDQB3(MnMCYVsiR1pJ.nb_batches)) * MnMCYVsiR1pJ.nb_batches[-ehT0Px3KOsy9(chr(48) + chr(111) + '\x31', 0b1000)] + c2A0yzQpDQB3(MnMCYVsiR1pJ.losses))
A6jXukqnJ1Hp = (ehT0Px3KOsy9('\060' + chr(0b100001 + 0o116) + '\x30', 8), tsdjvlgh9gDP((tsdjvlgh9gDP(gRjZVRK2322q(MnMCYVsiR1pJ.losses)), tsdjvlgh9gDP(gRjZVRK2322q(MnMCYVsiR1pJ.val_losses)))))
xafqLlk3kkUe(MnMCYVsiR1pJ.pbar, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f+\xf0#\xb7p\x9f\xd7\xbd*\x80d'), '\x64' + '\145' + chr(0b1100011) + chr(0b1101111) + chr(100) + '\145')(chr(0b1110101) + '\x74' + chr(102) + chr(0b101101) + chr(2978 - 2922)))([(xsy4yIlKjQI3, xafqLlk3kkUe(MnMCYVsiR1pJ, xafqLlk3kkUe(SXOLrMavuUCe(b'\x964\xe71\xa6f'), '\x64' + '\145' + chr(99) + chr(111) + chr(0b1100100) + '\145')('\165' + '\164' + chr(0b1100110) + chr(45) + chr(56)))), (cnvFNmmGlq_n, xafqLlk3kkUe(MnMCYVsiR1pJ, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c:\xf8\x1d\xafz\xb3\xc3\xaa8'), chr(3611 - 3511) + chr(0b1000011 + 0o42) + '\x63' + chr(7944 - 7833) + chr(0b1100100) + '\x65')(chr(0b10 + 0o163) + chr(7374 - 7258) + '\146' + chr(0b11111 + 0o16) + '\070')))], JH5TTGzS7eZ4, A6jXukqnJ1Hp)
return {}
|
fastai/fastai
|
fastai/train.py
|
GradientClipping.on_backward_end
|
def on_backward_end(self, **kwargs):
"Clip the gradient before the optimizer step."
if self.clip: nn.utils.clip_grad_norm_(self.learn.model.parameters(), self.clip)
|
python
|
def on_backward_end(self, **kwargs):
"Clip the gradient before the optimizer step."
if self.clip: nn.utils.clip_grad_norm_(self.learn.model.parameters(), self.clip)
|
[
"def",
"on_backward_end",
"(",
"self",
",",
"*",
"*",
"kwargs",
")",
":",
"if",
"self",
".",
"clip",
":",
"nn",
".",
"utils",
".",
"clip_grad_norm_",
"(",
"self",
".",
"learn",
".",
"model",
".",
"parameters",
"(",
")",
",",
"self",
".",
"clip",
")"
] |
Clip the gradient before the optimizer step.
|
[
"Clip",
"the",
"gradient",
"before",
"the",
"optimizer",
"step",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L89-L91
|
train
|
Clip the gradient before the optimizer step.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(0b110101) + chr(0b11100 + 0o30), 13796 - 13788), ehT0Px3KOsy9(chr(48) + chr(0b1010101 + 0o32) + chr(0b110010) + chr(447 - 399) + chr(0b110010), 40093 - 40085), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + '\065' + chr(0b101001 + 0o16), 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(111) + chr(0b110110) + chr(1760 - 1707), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(50) + chr(48) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b11001 + 0o126) + chr(0b110011) + chr(0b10 + 0o62) + chr(0b100110 + 0o13), 49549 - 49541), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110111) + chr(51), 0b1000), ehT0Px3KOsy9(chr(48) + chr(1612 - 1501) + chr(50) + chr(0b110101) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1000000 + 0o57) + chr(0b110001) + chr(51) + chr(0b11111 + 0o26), 65250 - 65242), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(111) + '\x31' + chr(0b110110 + 0o0) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(2868 - 2757) + chr(0b100010 + 0o21) + '\063' + chr(0b110011), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(0b100011 + 0o17) + '\066', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(51), 7086 - 7078), ehT0Px3KOsy9(chr(1676 - 1628) + chr(111) + chr(50) + '\x33' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(2507 - 2456) + chr(0b110011) + '\x37', 0o10), ehT0Px3KOsy9('\x30' + chr(6719 - 6608) + '\x33' + chr(216 - 164) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(1926 - 1878) + '\157' + '\x32' + chr(2918 - 2863) + chr(0b1000 + 0o56), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b101110 + 0o101) + '\066' + chr(0b100111 + 0o20), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\061' + '\x32' + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(253 - 204) + '\x30' + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + chr(4932 - 4821) + '\x31' + chr(53) + '\x37', 8), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(111) + chr(51) + '\065' + '\x30', 0o10), ehT0Px3KOsy9(chr(142 - 94) + chr(3528 - 3417) + chr(52), 8), ehT0Px3KOsy9(chr(778 - 730) + '\x6f' + chr(0b110011) + '\060' + chr(0b1100 + 0o53), 13113 - 13105), ehT0Px3KOsy9(chr(189 - 141) + chr(10155 - 10044) + '\x31' + '\066' + '\060', 0b1000), ehT0Px3KOsy9(chr(48) + chr(917 - 806) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(1246 - 1198) + '\157' + chr(0b110011) + '\067', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(326 - 276) + chr(51) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(1551 - 1503) + '\x6f' + '\x31' + chr(54) + '\x35', 8), ehT0Px3KOsy9(chr(48) + chr(897 - 786) + '\x31' + chr(50) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(3976 - 3865) + chr(0b110010) + chr(49) + chr(115 - 67), 0o10), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(0b1011010 + 0o25) + chr(2585 - 2534) + chr(0b110001) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1643 - 1590) + chr(0b1010 + 0o55), 41334 - 41326), ehT0Px3KOsy9(chr(48) + chr(5791 - 5680) + chr(51) + chr(51), 0b1000), ehT0Px3KOsy9(chr(789 - 741) + chr(0b1000101 + 0o52) + '\x31' + chr(55) + '\061', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110001) + chr(278 - 225) + chr(0b11001 + 0o36), 8), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\157' + chr(49) + chr(0b10001 + 0o41) + chr(50), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + '\x35' + chr(1580 - 1532), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc2'), chr(4579 - 4479) + '\x65' + '\143' + '\x6f' + '\144' + chr(0b10010 + 0o123))(chr(4324 - 4207) + chr(842 - 726) + chr(1121 - 1019) + chr(0b101101) + chr(968 - 912)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def Cg3htv_thiYu(oVre8I6UXc3b, **M8EIoTs2GJXE):
if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f\xee\x06E'), chr(0b11011 + 0o111) + chr(1213 - 1112) + '\x63' + chr(0b1101111) + chr(100) + chr(3167 - 3066))(chr(0b1110101) + chr(116) + chr(0b111010 + 0o54) + chr(0b11111 + 0o16) + '\x38')):
xafqLlk3kkUe(YGzaUG18aF1F.utils, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f\xee\x06E\xdf\x86I\xcd9*j\xb4d~\xc2'), chr(0b1000110 + 0o36) + '\145' + '\x63' + chr(3089 - 2978) + chr(8683 - 8583) + chr(101))('\165' + '\164' + chr(0b10101 + 0o121) + chr(45) + chr(0b111000)))(xafqLlk3kkUe(oVre8I6UXc3b.learn.model, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9c\xe3\x1dT\xed\x84O\xc9/\x06'), chr(100) + chr(0b1100101) + chr(0b110011 + 0o60) + chr(111) + '\x64' + chr(101))('\165' + '\x74' + chr(0b1100110) + chr(1455 - 1410) + '\070'))(), xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f\xee\x06E'), '\144' + chr(0b1100101) + chr(99) + chr(0b1101111) + '\x64' + chr(0b1011100 + 0o11))(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + '\x38')))
|
fastai/fastai
|
fastai/train.py
|
AccumulateScheduler.on_train_begin
|
def on_train_begin(self, **kwargs):
"check if loss is reduction"
if hasattr(self.loss_func, "reduction") and (self.loss_func.reduction != "sum"):
warn("For better gradients consider 'reduction=sum'")
|
python
|
def on_train_begin(self, **kwargs):
"check if loss is reduction"
if hasattr(self.loss_func, "reduction") and (self.loss_func.reduction != "sum"):
warn("For better gradients consider 'reduction=sum'")
|
[
"def",
"on_train_begin",
"(",
"self",
",",
"*",
"*",
"kwargs",
")",
":",
"if",
"hasattr",
"(",
"self",
".",
"loss_func",
",",
"\"reduction\"",
")",
"and",
"(",
"self",
".",
"loss_func",
".",
"reduction",
"!=",
"\"sum\"",
")",
":",
"warn",
"(",
"\"For better gradients consider 'reduction=sum'\"",
")"
] |
check if loss is reduction
|
[
"check",
"if",
"loss",
"is",
"reduction"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L106-L109
|
train
|
check if loss is reduction
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1100000 + 0o17) + chr(49) + chr(0b110010) + '\060', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + '\061', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11011 + 0o26) + chr(49) + '\062', 0b1000), ehT0Px3KOsy9(chr(48) + chr(4613 - 4502) + chr(51) + '\067' + chr(2269 - 2219), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1417 - 1367) + '\061' + chr(0b110110), 59752 - 59744), ehT0Px3KOsy9('\x30' + chr(111) + chr(51) + chr(0b1111 + 0o41) + chr(496 - 446), 65359 - 65351), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1882 - 1832) + '\x35' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(0b1100001 + 0o16) + chr(804 - 755) + chr(0b10011 + 0o40) + chr(168 - 115), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(493 - 443) + chr(50) + '\065', 34030 - 34022), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(51) + '\x36' + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + '\x6f' + '\062' + chr(52) + chr(0b110000), 64739 - 64731), ehT0Px3KOsy9('\060' + '\x6f' + chr(864 - 813) + chr(0b110111) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + '\064' + '\x32', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b1100 + 0o45) + chr(49) + chr(1290 - 1241), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x31' + chr(0b10100 + 0o36) + chr(0b1101 + 0o44), 0b1000), ehT0Px3KOsy9(chr(1464 - 1416) + chr(0b1101111) + chr(0b110 + 0o54) + chr(54) + '\x37', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49) + chr(0b110010) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + '\066' + chr(49), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b1100 + 0o47) + chr(327 - 275) + chr(53), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11111 + 0o26) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + chr(633 - 522) + chr(0b10010 + 0o40) + chr(0b100101 + 0o20) + chr(1775 - 1727), 0o10), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(0b1101111) + chr(50) + chr(50) + chr(986 - 936), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b11 + 0o60), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(374 - 323) + '\062' + chr(961 - 910), 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\157' + chr(0b110100) + '\064', 0b1000), ehT0Px3KOsy9('\060' + chr(9907 - 9796) + chr(49) + '\x31', 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(1583 - 1533) + '\x35' + chr(1826 - 1777), 38142 - 38134), ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\157' + chr(49) + chr(0b100101 + 0o14) + '\060', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(9590 - 9479) + chr(0b110110) + chr(1491 - 1436), ord("\x08")), ehT0Px3KOsy9(chr(2007 - 1959) + chr(111) + chr(2420 - 2370) + '\065' + chr(0b110000), 8), ehT0Px3KOsy9(chr(0b110000) + chr(3566 - 3455) + chr(0b101000 + 0o13) + '\x32', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1011010 + 0o25) + chr(0b100111 + 0o12) + chr(54) + '\x34', 0b1000), ehT0Px3KOsy9(chr(1676 - 1628) + '\157' + '\x31' + chr(0b110101) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b11110 + 0o121) + chr(0b110011) + '\x33' + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\x6f' + chr(0b100010 + 0o21) + chr(0b1111 + 0o43) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + chr(54), 9222 - 9214), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(111) + chr(0b110011) + chr(0b110111) + chr(0b110010), 8), ehT0Px3KOsy9('\060' + chr(0b100111 + 0o110) + chr(49) + chr(48) + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(4444 - 4333) + chr(2322 - 2272) + chr(0b110111) + chr(52), 0o10), ehT0Px3KOsy9('\060' + chr(0b1010001 + 0o36) + chr(0b110001) + chr(0b110001) + chr(0b110001), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(983 - 935) + chr(0b1101111) + chr(0b110101) + '\060', 45613 - 45605)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'~'), chr(9888 - 9788) + chr(0b1001011 + 0o32) + chr(0b1100011) + chr(0b1100100 + 0o13) + chr(0b1010001 + 0o23) + chr(0b110101 + 0o60))(chr(0b1110101) + '\164' + '\x66' + '\055' + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def hw8LiNM2DL6Z(oVre8I6UXc3b, **M8EIoTs2GJXE):
if lot1PSoAwYhj(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'<v9\x89\xd1\xa4\xd93\xf6'), '\x64' + chr(101) + '\143' + chr(0b1110 + 0o141) + chr(0b10011 + 0o121) + chr(0b1010001 + 0o24))(chr(0b110010 + 0o103) + chr(11916 - 11800) + '\x66' + chr(0b1100 + 0o41) + '\070')), xafqLlk3kkUe(SXOLrMavuUCe(b'"|.\x8f\xed\xb6\xc52\xfb'), chr(0b10 + 0o142) + chr(0b1000001 + 0o44) + '\143' + chr(0b1101111) + chr(0b11110 + 0o106) + chr(101))(chr(11053 - 10936) + chr(7412 - 7296) + chr(10086 - 9984) + '\x2d' + chr(56))) and xafqLlk3kkUe(oVre8I6UXc3b.loss_func, xafqLlk3kkUe(SXOLrMavuUCe(b'"|.\x8f\xed\xb6\xc52\xfb'), chr(0b100000 + 0o104) + chr(0b10101 + 0o120) + chr(7196 - 7097) + '\x6f' + chr(0b1010101 + 0o17) + chr(533 - 432))(chr(0b1110101) + chr(0b1110100) + chr(7432 - 7330) + chr(334 - 289) + '\x38')) != xafqLlk3kkUe(SXOLrMavuUCe(b"#l'"), chr(0b1100100) + chr(101) + chr(9065 - 8966) + '\157' + chr(9370 - 9270) + chr(0b1100101))(chr(0b1001 + 0o154) + chr(116) + chr(0b1100110) + chr(1078 - 1033) + chr(1545 - 1489)):
nDEnNBabFNKm(xafqLlk3kkUe(SXOLrMavuUCe(b"\x16v8\xda\xec\xa7\xd8)\xf0\x82\x80\x9a\x90(5\xde1\x9f\x91\\\x88\xf1l\xbdW`\xcd-E\x88=\x06\x0f\xbf\xa0m\x8e.\xd3'mj?\x97\xa9"), chr(0b1100100) + chr(6237 - 6136) + chr(1801 - 1702) + chr(0b1100100 + 0o13) + chr(100) + chr(0b1100101))(chr(11294 - 11177) + chr(0b1010000 + 0o44) + chr(0b1100110) + '\055' + chr(0b11010 + 0o36)))
|
fastai/fastai
|
fastai/train.py
|
AccumulateScheduler.on_batch_begin
|
def on_batch_begin(self, last_input, last_target, **kwargs):
"accumulate samples and batches"
self.acc_samples += last_input.shape[0]
self.acc_batches += 1
|
python
|
def on_batch_begin(self, last_input, last_target, **kwargs):
"accumulate samples and batches"
self.acc_samples += last_input.shape[0]
self.acc_batches += 1
|
[
"def",
"on_batch_begin",
"(",
"self",
",",
"last_input",
",",
"last_target",
",",
"*",
"*",
"kwargs",
")",
":",
"self",
".",
"acc_samples",
"+=",
"last_input",
".",
"shape",
"[",
"0",
"]",
"self",
".",
"acc_batches",
"+=",
"1"
] |
accumulate samples and batches
|
[
"accumulate",
"samples",
"and",
"batches"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L115-L118
|
train
|
accumulate samples and batches
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b110010 + 0o75) + chr(1639 - 1589) + chr(55), 33003 - 32995), ehT0Px3KOsy9(chr(48) + chr(0b100011 + 0o114) + '\061' + chr(2486 - 2432) + chr(0b11111 + 0o27), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b10000 + 0o137) + chr(51) + chr(0b110110) + '\063', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11101 + 0o24) + chr(0b11101 + 0o24), 0b1000), ehT0Px3KOsy9(chr(0b1011 + 0o45) + '\x6f' + chr(50) + '\x31' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(0b110000), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + '\064' + chr(0b100111 + 0o13), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + '\x35' + chr(48), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110011) + chr(728 - 673) + chr(1475 - 1427), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(843 - 793) + '\x37' + chr(0b1101 + 0o43), 0b1000), ehT0Px3KOsy9('\060' + chr(455 - 344) + '\063' + '\061', 0o10), ehT0Px3KOsy9('\060' + chr(0b101111 + 0o100) + chr(0b1010 + 0o50) + chr(48), 46279 - 46271), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(0b110011) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(111) + '\062' + chr(0b110000) + chr(111 - 61), 44010 - 44002), ehT0Px3KOsy9('\x30' + chr(111) + chr(55) + chr(0b100110 + 0o21), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\x35' + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(2172 - 2122) + chr(2152 - 2097) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(4347 - 4236) + chr(0b11010 + 0o31) + chr(52 - 0) + chr(0b101000 + 0o13), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + chr(0b110011) + chr(48), 0b1000), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(111) + '\x36' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(516 - 468) + '\x6f' + chr(0b1001 + 0o54) + chr(0b101110 + 0o4), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + chr(49) + '\063', 8), ehT0Px3KOsy9(chr(1132 - 1084) + '\x6f' + '\x32' + chr(0b110000) + chr(0b10110 + 0o41), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b1101 + 0o47) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(111) + '\x33' + chr(53) + '\x31', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + '\060' + chr(0b100111 + 0o16), 0b1000), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(111) + chr(714 - 665) + chr(1624 - 1572) + chr(0b1 + 0o63), 0b1000), ehT0Px3KOsy9(chr(48) + chr(2328 - 2217) + '\x33' + chr(53) + chr(0b110001), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001) + chr(0b110111) + chr(55), 47985 - 47977), ehT0Px3KOsy9(chr(48) + chr(11164 - 11053) + chr(53) + chr(54), 43351 - 43343), ehT0Px3KOsy9(chr(48) + chr(0b100011 + 0o114) + '\061' + chr(48) + chr(2377 - 2325), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + chr(0b101111 + 0o6) + '\067', 0o10), ehT0Px3KOsy9(chr(1743 - 1695) + chr(8232 - 8121) + chr(0b110001) + chr(0b111 + 0o60) + chr(2104 - 2051), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b111010 + 0o65) + chr(0b10110 + 0o35) + '\065' + chr(0b10011 + 0o36), 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b11 + 0o56) + '\061' + '\064', 0b1000), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b1010011 + 0o34) + '\x33' + chr(1324 - 1271) + chr(0b11000 + 0o33), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b110110 + 0o71) + '\x32' + chr(0b10101 + 0o33) + chr(1996 - 1946), 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + chr(49) + chr(53), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + chr(0b101010 + 0o13) + chr(51), 18481 - 18473), ehT0Px3KOsy9(chr(836 - 788) + chr(0b1101100 + 0o3) + chr(0b101100 + 0o6) + chr(0b110001 + 0o4) + chr(1449 - 1397), 46705 - 46697)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1000111 + 0o50) + chr(0b110101) + chr(48), 53454 - 53446)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'9'), chr(100) + chr(101) + chr(0b1100000 + 0o3) + chr(0b1101111) + '\144' + chr(0b1100101))('\165' + '\x74' + chr(0b11100 + 0o112) + chr(45) + chr(0b10 + 0o66)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def FN4uJEpa4l30(oVre8I6UXc3b, LYOyd0hcCOaj, o8K9h1oaA7VZ, **M8EIoTs2GJXE):
oVre8I6UXc3b.jQrBjnahNNy3 += LYOyd0hcCOaj.nauYfLglTpcb[ehT0Px3KOsy9('\060' + '\157' + chr(0b101 + 0o53), 37963 - 37955)]
oVre8I6UXc3b.BBu8AiTbMN1O += ehT0Px3KOsy9('\060' + '\157' + chr(187 - 138), 46072 - 46064)
|
fastai/fastai
|
fastai/train.py
|
AccumulateScheduler.on_backward_end
|
def on_backward_end(self, **kwargs):
"accumulated step and reset samples, True will result in no stepping"
if (self.acc_batches % self.n_step) == 0:
for p in (self.learn.model.parameters()):
if p.requires_grad: p.grad.div_(self.acc_samples)
self.acc_samples = 0
else: return {'skip_step':True, 'skip_zero':True}
|
python
|
def on_backward_end(self, **kwargs):
"accumulated step and reset samples, True will result in no stepping"
if (self.acc_batches % self.n_step) == 0:
for p in (self.learn.model.parameters()):
if p.requires_grad: p.grad.div_(self.acc_samples)
self.acc_samples = 0
else: return {'skip_step':True, 'skip_zero':True}
|
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":",
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",",
"'skip_zero'",
":",
"True",
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] |
accumulated step and reset samples, True will result in no stepping
|
[
"accumulated",
"step",
"and",
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"samples",
"True",
"will",
"result",
"in",
"no",
"stepping"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L120-L126
|
train
|
accumulated step and reset samples True will result in no stepping
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b11100 + 0o123) + chr(1012 - 962) + chr(0b110010) + '\065', 0o10), ehT0Px3KOsy9('\060' + chr(602 - 491) + '\x31' + '\x30' + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(704 - 593) + chr(1596 - 1547) + chr(50) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\157' + '\x31' + '\x33' + chr(50), 0b1000), ehT0Px3KOsy9(chr(1565 - 1517) + chr(9440 - 9329) + '\x32' + '\x33' + chr(0b110101), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110000 + 0o6) + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(9930 - 9819) + chr(0b10000 + 0o42) + chr(0b110110) + chr(0b110101), 59761 - 59753), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(0b11110 + 0o27) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\157' + chr(1070 - 1019) + chr(0b10100 + 0o35) + '\x32', 62617 - 62609), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + chr(0b110100) + chr(49), 13293 - 13285), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10011 + 0o37) + chr(55) + chr(0b10000 + 0o44), 2243 - 2235), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1004 - 955) + '\x34' + '\x30', 0o10), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\157' + chr(49) + chr(55) + chr(1014 - 963), 18711 - 18703), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(111) + '\x31' + chr(0b10100 + 0o36) + chr(50), 8), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(5674 - 5563) + chr(693 - 643) + chr(51) + chr(52), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + chr(55) + '\x32', 0b1000), ehT0Px3KOsy9(chr(114 - 66) + '\x6f' + '\061' + chr(49), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(0b10100 + 0o42) + '\062', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1001101 + 0o42) + chr(49) + chr(50) + chr(0b101111 + 0o6), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(2538 - 2486) + chr(0b10001 + 0o43), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(1649 - 1595) + '\067', 0o10), ehT0Px3KOsy9(chr(48) + chr(3497 - 3386) + chr(49) + chr(55) + chr(0b110100 + 0o0), 0b1000), ehT0Px3KOsy9('\060' + chr(3108 - 2997) + chr(172 - 119) + '\x32', 0b1000), ehT0Px3KOsy9(chr(1807 - 1759) + chr(111) + '\061' + chr(851 - 801) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(5862 - 5751) + '\x32' + chr(0b11000 + 0o35) + chr(0b101010 + 0o13), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1 + 0o156) + '\x36' + chr(0b101111 + 0o5), 18445 - 18437), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1101111) + '\x32' + chr(54) + '\x37', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b101110 + 0o4), 37643 - 37635), ehT0Px3KOsy9('\060' + '\157' + '\x32' + '\061' + '\x31', 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\066' + '\060', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(1580 - 1532) + chr(0b1 + 0o156) + '\061' + chr(1127 - 1079) + chr(0b100001 + 0o26), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(55) + chr(0b10001 + 0o41), 7174 - 7166), ehT0Px3KOsy9(chr(48) + chr(0b1011001 + 0o26) + chr(0b1101 + 0o47) + chr(649 - 600), 27548 - 27540), ehT0Px3KOsy9(chr(990 - 942) + chr(11056 - 10945) + '\060', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + '\x33' + '\063', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(7493 - 7382) + '\x32' + '\067' + '\066', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110011) + chr(1804 - 1754) + chr(2384 - 2333), 29223 - 29215), ehT0Px3KOsy9('\060' + chr(111) + chr(985 - 934) + chr(872 - 824) + chr(0b110110), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b110000 + 0o77) + chr(0b10001 + 0o44) + '\x30', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xbb'), chr(100) + chr(0b1100101) + '\143' + '\157' + '\x64' + chr(101))('\x75' + chr(0b1110100) + chr(0b101011 + 0o73) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def Cg3htv_thiYu(oVre8I6UXc3b, **M8EIoTs2GJXE):
if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b"\xd7\x07'b\xdc\\H\xd7\xa6\x84P\xf3"), '\144' + chr(101) + '\143' + '\157' + '\144' + chr(6846 - 6745))(chr(117) + chr(0b1110100) + '\146' + '\055' + '\070')) % xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfb\x1a!.\xf8E'), chr(100) + chr(0b1100101) + '\x63' + '\x6f' + chr(0b111110 + 0o46) + chr(0b111001 + 0o54))(chr(117) + chr(0b1110100) + chr(102) + '\055' + chr(339 - 283))) == ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b110100 + 0o73) + chr(1983 - 1935), 8):
for UyakMW2IMFEj in xafqLlk3kkUe(oVre8I6UXc3b.learn.model, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe5$ ;\xf0Ph\xd0\x99\xb9'), chr(0b1100100) + '\145' + chr(9056 - 8957) + chr(7472 - 7361) + chr(0b100010 + 0o102) + chr(0b110000 + 0o65))(chr(0b1110101) + chr(116) + chr(0b101000 + 0o76) + '\055' + chr(56)))():
if xafqLlk3kkUe(UyakMW2IMFEj, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7 #/\xf4Gy\xc6\xb4\xad\x13\xdd\x04'), chr(100) + chr(0b111110 + 0o47) + chr(99) + chr(111) + chr(0b1000010 + 0o42) + '\x65')('\165' + chr(0b1110100) + chr(102) + chr(0b101101) + chr(0b111000))):
xafqLlk3kkUe(UyakMW2IMFEj.grad, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1,$\x05'), '\144' + chr(0b1000111 + 0o36) + chr(99) + chr(0b1101111) + chr(0b1100100) + chr(0b101101 + 0o70))(chr(0b1010101 + 0o40) + chr(5702 - 5586) + '\146' + chr(0b11 + 0o52) + '\070'))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xff\x14 \x18\xf7[}\xdd\xa5\x84\x18\x8f'), chr(100) + '\145' + chr(99) + '\x6f' + chr(100) + '\x65')(chr(0b1010110 + 0o37) + '\x74' + '\146' + chr(0b11011 + 0o22) + chr(1373 - 1317))))
oVre8I6UXc3b.jQrBjnahNNy3 = ehT0Px3KOsy9(chr(0b110000) + chr(0b1001001 + 0o46) + chr(55 - 7), 8)
else:
return {xafqLlk3kkUe(SXOLrMavuUCe(b'\xe6.;*\xc2Fh\xd0\x9b'), '\144' + chr(101) + chr(9711 - 9612) + '\x6f' + chr(4522 - 4422) + chr(101))(chr(0b101010 + 0o113) + '\164' + chr(102) + chr(1794 - 1749) + chr(0b101010 + 0o16)): ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49), 0o10), xafqLlk3kkUe(SXOLrMavuUCe(b'\xe6.;*\xc2Oy\xc7\x84'), chr(0b11101 + 0o107) + '\x65' + chr(99) + chr(8428 - 8317) + '\144' + chr(101))('\165' + chr(116) + chr(10264 - 10162) + chr(0b101101) + '\070'): ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b110001), 8)}
|
fastai/fastai
|
fastai/train.py
|
AccumulateScheduler.on_epoch_end
|
def on_epoch_end(self, **kwargs):
"step the rest of the accumulated grads if not perfectly divisible"
for p in (self.learn.model.parameters()):
if p.requires_grad: p.grad.div_(self.acc_samples)
if not self.drop_last: self.learn.opt.step()
self.learn.opt.zero_grad()
|
python
|
def on_epoch_end(self, **kwargs):
"step the rest of the accumulated grads if not perfectly divisible"
for p in (self.learn.model.parameters()):
if p.requires_grad: p.grad.div_(self.acc_samples)
if not self.drop_last: self.learn.opt.step()
self.learn.opt.zero_grad()
|
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] |
step the rest of the accumulated grads if not perfectly divisible
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L128-L133
|
train
|
step the rest of the accumulated grads if not perfectly divisible
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(165 - 117) + chr(10450 - 10339) + chr(50) + '\065' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(0b100 + 0o55) + '\x33', 17569 - 17561), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + '\065' + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(419 - 371) + chr(0b1101110 + 0o1) + chr(1468 - 1417) + '\x31' + '\065', 0o10), ehT0Px3KOsy9(chr(2218 - 2170) + chr(2093 - 1982) + chr(0b1100 + 0o45) + chr(2429 - 2379) + chr(0b110000 + 0o7), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110000 + 0o3) + chr(2649 - 2594) + chr(245 - 191), 26909 - 26901), ehT0Px3KOsy9(chr(1602 - 1554) + chr(0b1010100 + 0o33) + '\x31' + '\066' + chr(50), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110101) + '\065', 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(111) + chr(0b1 + 0o62) + chr(0b110011), 65237 - 65229), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b1101111) + chr(0b110001) + '\x32' + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(1301 - 1253) + '\x6f' + chr(0b110011) + chr(0b110010) + chr(0b11101 + 0o31), 20538 - 20530), ehT0Px3KOsy9(chr(0b110000) + chr(4185 - 4074) + chr(318 - 269) + chr(1911 - 1859), 53506 - 53498), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b100101 + 0o112) + chr(207 - 157) + chr(49) + chr(52), 37458 - 37450), ehT0Px3KOsy9('\060' + chr(11518 - 11407) + '\066' + chr(0b100110 + 0o14), 0o10), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(9159 - 9048) + chr(0b100100 + 0o21) + '\x33', 63036 - 63028), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b1101111) + '\x32' + chr(48) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(52) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(111) + chr(465 - 416) + chr(52) + chr(1692 - 1642), 59942 - 59934), ehT0Px3KOsy9(chr(852 - 804) + chr(0b1101111) + '\x33' + '\x35' + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(53), 0o10), ehT0Px3KOsy9('\060' + chr(4834 - 4723) + chr(0b11 + 0o55), 0b1000), ehT0Px3KOsy9(chr(1457 - 1409) + chr(111) + chr(0b100111 + 0o13) + chr(51) + '\063', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + chr(50) + chr(50), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b0 + 0o157) + chr(55) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10111 + 0o40) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\157' + chr(162 - 111) + chr(1576 - 1525) + chr(1749 - 1695), 0b1000), ehT0Px3KOsy9(chr(832 - 784) + '\x6f' + '\x34' + chr(0b100010 + 0o20), 0o10), ehT0Px3KOsy9('\060' + chr(6718 - 6607) + chr(2480 - 2430), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + chr(49) + chr(0b10001 + 0o43), ord("\x08")), ehT0Px3KOsy9('\060' + chr(3044 - 2933) + '\064' + chr(0b110001), 22333 - 22325), ehT0Px3KOsy9(chr(401 - 353) + chr(0b1101111) + chr(2294 - 2242) + chr(0b110110 + 0o1), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1623 - 1572) + '\062' + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\157' + chr(0b1111 + 0o42) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + '\x6f' + chr(627 - 576) + chr(51) + '\x32', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b110000 + 0o77) + chr(0b111 + 0o54) + chr(0b1011 + 0o50) + chr(0b11101 + 0o31), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(0b110011 + 0o4) + chr(0b10010 + 0o36), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(50) + chr(52) + chr(1821 - 1766), 0o10), ehT0Px3KOsy9(chr(763 - 715) + chr(9531 - 9420) + chr(0b110011) + chr(2411 - 2358) + '\060', 9526 - 9518), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b110001) + '\064', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\x6f' + chr(0b1110 + 0o47) + chr(0b110000), 18135 - 18127)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x87'), '\x64' + '\145' + '\x63' + chr(7372 - 7261) + '\144' + '\x65')(chr(3121 - 3004) + '\164' + chr(102) + chr(0b101101) + chr(201 - 145)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def SQOyZyL5d6nN(oVre8I6UXc3b, **M8EIoTs2GJXE):
for UyakMW2IMFEj in xafqLlk3kkUe(oVre8I6UXc3b.learn.model, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd9\xea\x98\xac:\x9b\x06Hi#'), '\x64' + chr(0b1100000 + 0o5) + chr(99) + '\157' + '\x64' + '\x65')(chr(0b1110101) + '\164' + '\x66' + chr(45) + chr(0b111000)))():
if xafqLlk3kkUe(UyakMW2IMFEj, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdb\xee\x9b\xb8>\x8c\x17^D7\xa4m\xe8'), chr(5860 - 5760) + chr(101) + chr(99) + chr(8457 - 8346) + chr(0b1011101 + 0o7) + chr(0b1100101))(chr(0b1001110 + 0o47) + '\x74' + chr(0b1100110) + '\x2d' + chr(56))):
xafqLlk3kkUe(UyakMW2IMFEj.grad, xafqLlk3kkUe(SXOLrMavuUCe(b'\xcd\xe2\x9c\x92'), chr(0b101000 + 0o74) + '\x65' + chr(0b1100011) + chr(4339 - 4228) + chr(0b110010 + 0o62) + chr(101))('\x75' + chr(0b1011111 + 0o25) + '\146' + chr(45) + '\070'))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3\xda\x98\x8f=\x90\x13EU\x1e\xaf?'), chr(100) + '\145' + chr(0b110001 + 0o62) + chr(111) + '\144' + chr(0b1100101))(chr(117) + chr(0b1101110 + 0o6) + '\x66' + chr(45) + '\x38')))
if not xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xcd\xf9\x85\xbd\x08\x92\x13^o'), chr(0b1100100) + chr(4437 - 4336) + chr(0b10111 + 0o114) + chr(111) + chr(0b1100100) + chr(0b1100101))('\x75' + '\x74' + chr(0b1100110) + chr(0b101101) + chr(0b111000))):
xafqLlk3kkUe(oVre8I6UXc3b.learn.opt, xafqLlk3kkUe(SXOLrMavuUCe(b'\xda\xff\x8f\xbd'), chr(0b1000000 + 0o44) + chr(3629 - 3528) + chr(99) + chr(0b1010111 + 0o30) + chr(0b111001 + 0o53) + chr(0b111 + 0o136))(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(589 - 544) + '\x38'))()
xafqLlk3kkUe(oVre8I6UXc3b.learn.opt, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd3\xee\x98\xa2\x08\x99\x00L\x7f'), '\x64' + chr(0b100000 + 0o105) + chr(99) + chr(8129 - 8018) + chr(0b1100100) + chr(0b1001 + 0o134))(chr(117) + chr(116) + chr(0b1100110) + chr(45) + chr(1803 - 1747)))()
|
fastai/fastai
|
fastai/train.py
|
ClassificationInterpretation.from_learner
|
def from_learner(cls, learn: Learner, ds_type:DatasetType=DatasetType.Valid):
"Create an instance of `ClassificationInterpretation`"
preds = learn.get_preds(ds_type=ds_type, with_loss=True)
return cls(learn, *preds)
|
python
|
def from_learner(cls, learn: Learner, ds_type:DatasetType=DatasetType.Valid):
"Create an instance of `ClassificationInterpretation`"
preds = learn.get_preds(ds_type=ds_type, with_loss=True)
return cls(learn, *preds)
|
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] |
Create an instance of `ClassificationInterpretation`
|
[
"Create",
"an",
"instance",
"of",
"ClassificationInterpretation"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L144-L147
|
train
|
Create an instance of ClassificationInterpretation
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1101111) + '\x32' + '\063' + chr(0b110101), 49527 - 49519), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\157' + chr(691 - 641) + chr(931 - 880) + chr(0b11011 + 0o30), 0b1000), ehT0Px3KOsy9(chr(0b100011 + 0o15) + '\x6f' + '\061' + '\062' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(1922 - 1874) + '\x6f' + chr(779 - 726) + chr(0b10010 + 0o45), 0b1000), ehT0Px3KOsy9(chr(543 - 495) + '\157' + chr(0b110011) + chr(0b110111) + '\061', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(1366 - 1312) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(111) + chr(0b110001) + chr(0b110001) + chr(688 - 637), 0b1000), ehT0Px3KOsy9('\060' + chr(0b10 + 0o155) + chr(489 - 438) + '\066', 0o10), ehT0Px3KOsy9(chr(48) + chr(2096 - 1985) + chr(50) + chr(0b110011) + chr(2304 - 2256), 0o10), ehT0Px3KOsy9(chr(1539 - 1491) + chr(0b1111 + 0o140) + '\063' + chr(1570 - 1519) + '\x32', 0b1000), ehT0Px3KOsy9('\x30' + chr(9612 - 9501) + chr(49) + '\066' + chr(0b1110 + 0o50), 0b1000), ehT0Px3KOsy9('\x30' + chr(10420 - 10309) + chr(0b111 + 0o53) + chr(912 - 859) + chr(0b101001 + 0o7), 0o10), ehT0Px3KOsy9(chr(48) + chr(7007 - 6896) + chr(2206 - 2156) + chr(2449 - 2399) + '\061', 3463 - 3455), ehT0Px3KOsy9(chr(0b110000) + chr(0b11000 + 0o127) + chr(49) + '\063', 59137 - 59129), ehT0Px3KOsy9(chr(0b110000) + chr(0b101111 + 0o100) + chr(2109 - 2060) + chr(2571 - 2518) + chr(55), 0o10), ehT0Px3KOsy9('\060' + chr(11057 - 10946) + '\x34' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(49) + chr(0b100100 + 0o14), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10 + 0o61) + '\x30' + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(1450 - 1402) + '\x6f' + chr(53) + '\065', 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(1887 - 1838) + chr(0b100001 + 0o23), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + chr(0b101101 + 0o12) + '\x36', 0o10), ehT0Px3KOsy9('\x30' + chr(0b10011 + 0o134) + chr(172 - 123) + chr(0b101100 + 0o11) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + '\x34' + chr(0b101001 + 0o12), ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\157' + '\063' + '\060' + chr(0b11110 + 0o27), 0b1000), ehT0Px3KOsy9(chr(2247 - 2199) + '\157' + chr(0b1110 + 0o50) + chr(2139 - 2089), 42314 - 42306), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x34' + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b111100 + 0o63) + chr(0b110001) + chr(0b1110 + 0o44) + chr(0b110110), 50379 - 50371), ehT0Px3KOsy9('\060' + chr(0b1100010 + 0o15) + '\061' + '\063' + chr(55), 37380 - 37372), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011 + 0o144) + '\x33', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + chr(2670 - 2616) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(1586 - 1538) + '\x6f' + '\063' + chr(0b11010 + 0o27) + chr(568 - 515), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b110100) + '\065', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110100) + chr(572 - 523), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1111 + 0o140) + '\x33' + chr(50) + '\060', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(5706 - 5595) + chr(0b10010 + 0o45) + chr(53), 20551 - 20543), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\157' + chr(0b1011 + 0o50) + '\065' + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + '\064' + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(48) + chr(11068 - 10957) + '\061' + chr(50), 24101 - 24093), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(2376 - 2324) + '\067', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b11001 + 0o126) + '\065' + chr(0b11001 + 0o27), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xb3'), chr(0b11010 + 0o112) + chr(0b1100101) + chr(0b1110 + 0o125) + chr(6348 - 6237) + '\144' + chr(2983 - 2882))(chr(2002 - 1885) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(0b10110 + 0o42)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def cyZgNkfPQdc2(NSstowUUZlxS, C6wSU7u_KSZF, LjBBWMAnWNhB=xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xcb\xfa=F\x9d'), chr(7445 - 7345) + '\x65' + chr(99) + chr(5444 - 5333) + chr(0b110101 + 0o57) + chr(101))(chr(0b1110101) + '\164' + chr(3263 - 3161) + '\055' + '\070'))):
rFir39ju85_Z = C6wSU7u_KSZF.get_preds(ds_type=LjBBWMAnWNhB, with_loss=ehT0Px3KOsy9(chr(849 - 801) + '\157' + chr(49), 8))
return NSstowUUZlxS(C6wSU7u_KSZF, *rFir39ju85_Z)
|
fastai/fastai
|
fastai/train.py
|
ClassificationInterpretation.confusion_matrix
|
def confusion_matrix(self, slice_size:int=1):
"Confusion matrix as an `np.ndarray`."
x=torch.arange(0,self.data.c)
if slice_size is None: cm = ((self.pred_class==x[:,None]) & (self.y_true==x[:,None,None])).sum(2)
else:
cm = torch.zeros(self.data.c, self.data.c, dtype=x.dtype)
for i in range(0, self.y_true.shape[0], slice_size):
cm_slice = ((self.pred_class[i:i+slice_size]==x[:,None])
& (self.y_true[i:i+slice_size]==x[:,None,None])).sum(2)
torch.add(cm, cm_slice, out=cm)
return to_np(cm)
|
python
|
def confusion_matrix(self, slice_size:int=1):
"Confusion matrix as an `np.ndarray`."
x=torch.arange(0,self.data.c)
if slice_size is None: cm = ((self.pred_class==x[:,None]) & (self.y_true==x[:,None,None])).sum(2)
else:
cm = torch.zeros(self.data.c, self.data.c, dtype=x.dtype)
for i in range(0, self.y_true.shape[0], slice_size):
cm_slice = ((self.pred_class[i:i+slice_size]==x[:,None])
& (self.y_true[i:i+slice_size]==x[:,None,None])).sum(2)
torch.add(cm, cm_slice, out=cm)
return to_np(cm)
|
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Confusion matrix as an `np.ndarray`.
|
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L149-L159
|
train
|
Confusion matrix as an np. ndarray.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(7260 - 7149) + '\x32' + '\065' + chr(49), 0o10), ehT0Px3KOsy9(chr(511 - 463) + '\157' + '\x32' + chr(2473 - 2421) + chr(0b110001 + 0o4), 0o10), ehT0Px3KOsy9(chr(523 - 475) + '\157' + '\x33' + chr(49) + '\061', 54393 - 54385), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + chr(163 - 111) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(1172 - 1061) + chr(0b100001 + 0o21) + '\062' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(206 - 155) + chr(0b1111 + 0o41) + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100001 + 0o21) + '\061' + chr(55), 63613 - 63605), ehT0Px3KOsy9(chr(1708 - 1660) + chr(10856 - 10745) + chr(749 - 700) + chr(0b0 + 0o63) + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + chr(49) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(111) + '\x31' + '\063' + chr(0b110101), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110110) + chr(0b110110), 2863 - 2855), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10100 + 0o36) + chr(0b110011) + '\067', 22506 - 22498), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + '\067' + chr(0b110101), 415 - 407), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + chr(54) + chr(1108 - 1056), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + chr(0b10 + 0o60), 20138 - 20130), ehT0Px3KOsy9('\x30' + '\157' + '\061' + '\066' + chr(48), 32606 - 32598), ehT0Px3KOsy9(chr(48) + chr(2938 - 2827) + chr(0b1111 + 0o44) + '\060' + chr(52), 8), ehT0Px3KOsy9(chr(0b110000) + chr(396 - 285) + chr(0b11010 + 0o30) + chr(0b10111 + 0o36) + chr(2714 - 2660), ord("\x08")), ehT0Px3KOsy9(chr(271 - 223) + '\157' + '\x32' + '\x35' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110110) + '\x35', 47128 - 47120), ehT0Px3KOsy9(chr(0b110000) + chr(6553 - 6442) + chr(666 - 611) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110110) + '\063', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(1067 - 1016) + chr(0b100011 + 0o24) + '\065', 0o10), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(11483 - 11372) + chr(0b10001 + 0o42) + chr(1363 - 1311) + chr(0b100110 + 0o15), 54703 - 54695), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + chr(1367 - 1316) + chr(194 - 143), 29891 - 29883), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2067 - 2016) + chr(0b101101 + 0o12) + '\x36', 48448 - 48440), ehT0Px3KOsy9(chr(0b110000) + chr(10372 - 10261) + chr(0b110100) + chr(50), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101100 + 0o7) + chr(49) + chr(0b110011), 50623 - 50615), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(111) + '\x32' + chr(48) + chr(48), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(49) + '\x37' + chr(67 - 19), 0o10), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(2616 - 2505) + chr(0b110001) + chr(0b110110) + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + chr(6545 - 6434) + chr(51) + '\x30' + chr(1699 - 1646), 26849 - 26841), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b1011 + 0o47) + chr(52) + chr(0b101111 + 0o1), 0b1000), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\x6f' + '\x32' + chr(0b10001 + 0o40) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(2015 - 1967) + chr(8175 - 8064) + chr(1544 - 1494) + '\x36' + chr(1186 - 1132), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111011 + 0o64) + '\062' + chr(0b0 + 0o60), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + chr(0b110011) + '\x32', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + chr(54) + '\x34', 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b1101111) + chr(0b100 + 0o56) + chr(0b110000) + chr(85 - 35), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + '\x34' + chr(55), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x35' + chr(48), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x87'), '\144' + chr(0b101000 + 0o75) + '\x63' + '\157' + '\144' + chr(101))('\x75' + chr(3115 - 2999) + chr(0b100110 + 0o100) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def IL87zJ6rDeB0(oVre8I6UXc3b, snC5vot3_QuF=ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061', 10579 - 10571)):
OeWW0F1dBPRQ = cEkFpYktkSeK.arange(ehT0Px3KOsy9('\060' + chr(0b110100 + 0o73) + '\060', ord("\x08")), oVre8I6UXc3b.data.qzn1Ctg9WgNh)
if snC5vot3_QuF is None:
Sy_Fav6C7Jyk = ((oVre8I6UXc3b.pred_class == OeWW0F1dBPRQ[:, None]) & (oVre8I6UXc3b.y_true == OeWW0F1dBPRQ[:, None, None])).xkxBmo49x2An(ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1101111) + '\x32', 0b1000))
else:
Sy_Fav6C7Jyk = cEkFpYktkSeK.zeros(oVre8I6UXc3b.data.qzn1Ctg9WgNh, oVre8I6UXc3b.data.qzn1Ctg9WgNh, dtype=OeWW0F1dBPRQ.jSV9IKnemH7K)
for WVxHKyX45z_L in vQr8gNKaIaWE(ehT0Px3KOsy9('\x30' + chr(4308 - 4197) + chr(0b101000 + 0o10), 8), xafqLlk3kkUe(oVre8I6UXc3b.y_true, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc7\xc4\xbc\xbf\xf7\x88\xe80\xd9-U\xfd'), '\144' + '\145' + chr(0b1100011) + '\x6f' + chr(0b11000 + 0o114) + chr(0b1100101))('\165' + chr(0b1001011 + 0o51) + chr(3671 - 3569) + '\x2d' + chr(56)))[ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x30', 8)], snC5vot3_QuF):
YzQRDsEK85H_ = ((oVre8I6UXc3b.pred_class[WVxHKyX45z_L:WVxHKyX45z_L + snC5vot3_QuF] == OeWW0F1dBPRQ[:, None]) & (oVre8I6UXc3b.y_true[WVxHKyX45z_L:WVxHKyX45z_L + snC5vot3_QuF] == OeWW0F1dBPRQ[:, None, None])).xkxBmo49x2An(ehT0Px3KOsy9(chr(1235 - 1187) + chr(0b1101111) + chr(0b110010), 8))
xafqLlk3kkUe(cEkFpYktkSeK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc8\xc1\xad'), '\x64' + chr(7952 - 7851) + chr(0b1100011) + chr(0b101100 + 0o103) + '\144' + chr(101))(chr(0b1110101) + chr(116) + chr(0b100111 + 0o77) + '\055' + '\070'))(Sy_Fav6C7Jyk, YzQRDsEK85H_, out=Sy_Fav6C7Jyk)
return dw42UMwEDh0P(Sy_Fav6C7Jyk)
|
fastai/fastai
|
fastai/train.py
|
ClassificationInterpretation.plot_confusion_matrix
|
def plot_confusion_matrix(self, normalize:bool=False, title:str='Confusion matrix', cmap:Any="Blues", slice_size:int=1,
norm_dec:int=2, plot_txt:bool=True, return_fig:bool=None, **kwargs)->Optional[plt.Figure]:
"Plot the confusion matrix, with `title` and using `cmap`."
# This function is mainly copied from the sklearn docs
cm = self.confusion_matrix(slice_size=slice_size)
if normalize: cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]
fig = plt.figure(**kwargs)
plt.imshow(cm, interpolation='nearest', cmap=cmap)
plt.title(title)
tick_marks = np.arange(self.data.c)
plt.xticks(tick_marks, self.data.y.classes, rotation=90)
plt.yticks(tick_marks, self.data.y.classes, rotation=0)
if plot_txt:
thresh = cm.max() / 2.
for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):
coeff = f'{cm[i, j]:.{norm_dec}f}' if normalize else f'{cm[i, j]}'
plt.text(j, i, coeff, horizontalalignment="center", verticalalignment="center", color="white" if cm[i, j] > thresh else "black")
plt.tight_layout()
plt.ylabel('Actual')
plt.xlabel('Predicted')
plt.grid(False)
if ifnone(return_fig, defaults.return_fig): return fig
|
python
|
def plot_confusion_matrix(self, normalize:bool=False, title:str='Confusion matrix', cmap:Any="Blues", slice_size:int=1,
norm_dec:int=2, plot_txt:bool=True, return_fig:bool=None, **kwargs)->Optional[plt.Figure]:
"Plot the confusion matrix, with `title` and using `cmap`."
# This function is mainly copied from the sklearn docs
cm = self.confusion_matrix(slice_size=slice_size)
if normalize: cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]
fig = plt.figure(**kwargs)
plt.imshow(cm, interpolation='nearest', cmap=cmap)
plt.title(title)
tick_marks = np.arange(self.data.c)
plt.xticks(tick_marks, self.data.y.classes, rotation=90)
plt.yticks(tick_marks, self.data.y.classes, rotation=0)
if plot_txt:
thresh = cm.max() / 2.
for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):
coeff = f'{cm[i, j]:.{norm_dec}f}' if normalize else f'{cm[i, j]}'
plt.text(j, i, coeff, horizontalalignment="center", verticalalignment="center", color="white" if cm[i, j] > thresh else "black")
plt.tight_layout()
plt.ylabel('Actual')
plt.xlabel('Predicted')
plt.grid(False)
if ifnone(return_fig, defaults.return_fig): return fig
|
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] |
Plot the confusion matrix, with `title` and using `cmap`.
|
[
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L161-L184
|
train
|
Plot the confusion matrix with title and using cmap.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\157' + chr(51) + '\061' + chr(51), 0b1000), ehT0Px3KOsy9(chr(1744 - 1696) + chr(7101 - 6990) + chr(0b100011 + 0o16) + chr(0b110000) + chr(0b10110 + 0o36), 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(111) + '\x32' + '\x31' + chr(2615 - 2560), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + '\061' + chr(0b110000 + 0o7), 8), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b101001 + 0o106) + chr(2676 - 2623) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(830 - 782) + chr(111) + chr(49) + chr(54) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001) + chr(579 - 527) + chr(0b10010 + 0o43), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(0b110101 + 0o2), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + chr(0b110001) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1010100 + 0o33) + '\x31' + chr(0b1101 + 0o50), 31025 - 31017), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(111) + chr(51) + chr(2454 - 2404) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + '\063' + chr(48), 0b1000), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(3609 - 3498) + chr(0b110001 + 0o0) + '\064' + chr(2657 - 2602), 13219 - 13211), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b101010 + 0o11) + chr(54) + '\x37', 16905 - 16897), ehT0Px3KOsy9('\x30' + '\x6f' + '\x31' + chr(0b11110 + 0o31) + chr(0b110101), 47284 - 47276), ehT0Px3KOsy9('\060' + chr(111) + chr(55) + chr(355 - 301), 0b1000), ehT0Px3KOsy9('\x30' + chr(2938 - 2827) + '\062' + '\063' + '\x32', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10111 + 0o32) + chr(0b110001) + chr(49), 0b1000), ehT0Px3KOsy9(chr(549 - 501) + '\157' + '\x37' + '\067', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(52) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(2996 - 2885) + chr(1391 - 1342) + chr(0b1111 + 0o45) + chr(0b11001 + 0o30), 59748 - 59740), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2246 - 2192) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\x6f' + chr(0b110010) + '\062' + chr(52), 0o10), ehT0Px3KOsy9('\x30' + chr(7588 - 7477) + chr(50) + chr(1282 - 1234) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(5266 - 5155) + '\062' + '\x35' + chr(0b110001), 0o10), ehT0Px3KOsy9('\x30' + chr(6133 - 6022) + chr(0b110100) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b1001100 + 0o43) + '\x33' + chr(55) + chr(0b1000 + 0o53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(49) + chr(48), 21737 - 21729), ehT0Px3KOsy9('\x30' + chr(8969 - 8858) + chr(0b110010) + '\060' + chr(0b110101), 0o10), ehT0Px3KOsy9('\060' + '\157' + '\063' + '\065' + chr(52), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(11850 - 11739) + '\062' + chr(0b1010 + 0o52) + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b101111 + 0o2) + '\061' + chr(50), 8), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + '\x36', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(55) + chr(2362 - 2307), 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32' + chr(1891 - 1840) + '\065', 19277 - 19269), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(3743 - 3632) + chr(0b10 + 0o63), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001) + chr(1023 - 973) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(2284 - 2235) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x31' + chr(1414 - 1360) + '\x36', 29544 - 29536), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(1778 - 1667) + chr(1915 - 1866) + '\x30' + chr(54), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1001011 + 0o44) + chr(0b110101) + chr(715 - 667), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xe5'), '\x64' + '\145' + chr(6415 - 6316) + chr(0b1101111) + chr(5531 - 5431) + chr(0b100001 + 0o104))('\165' + chr(0b1010010 + 0o42) + chr(0b1100110) + chr(0b10111 + 0o26) + chr(2638 - 2582)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def Z2BFGFoD3QJN(oVre8I6UXc3b, IOBK62gJSlOh=ehT0Px3KOsy9(chr(330 - 282) + chr(111) + '\060', 56218 - 56210), IkttdaI0bGlA=xafqLlk3kkUe(SXOLrMavuUCe(b'\x88+\xe1\xe9]\x04\x0c`$-\xb8\xf9\x13\x85\x14F'), chr(0b1100100) + chr(0b1100101) + chr(99) + chr(0b100011 + 0o114) + chr(0b1100100) + chr(101))('\165' + chr(0b1110100) + '\146' + chr(0b100101 + 0o10) + chr(0b111000)), SOSoMsFfkZ2c=xafqLlk3kkUe(SXOLrMavuUCe(b'\x89(\xfa\xea['), '\x64' + '\x65' + chr(4718 - 4619) + chr(111) + '\x64' + chr(0b101110 + 0o67))('\165' + chr(13042 - 12926) + chr(102) + chr(45) + chr(0b101 + 0o63)), snC5vot3_QuF=ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061', ord("\x08")), IALEQYr65RLk=ehT0Px3KOsy9(chr(1766 - 1718) + chr(1690 - 1579) + chr(1189 - 1139), ord("\x08")), l9nfn3fYwTUh=ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(301 - 252), 8), AJsMiGLfqlwd=None, **M8EIoTs2GJXE) -> vi1g1wPnZvlE[xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8d-\xe8\xfaZ\x12'), chr(212 - 112) + chr(0b1100001 + 0o4) + chr(0b1011100 + 0o7) + chr(7162 - 7051) + '\x64' + chr(0b10100 + 0o121))(chr(3838 - 3721) + '\x74' + '\146' + '\x2d' + '\070'))]:
Sy_Fav6C7Jyk = oVre8I6UXc3b.confusion_matrix(slice_size=snC5vot3_QuF)
if IOBK62gJSlOh:
Sy_Fav6C7Jyk = Sy_Fav6C7Jyk.astype(xafqLlk3kkUe(SXOLrMavuUCe(b'\xad(\xe0\xee\\'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(0b1101111) + chr(0b1100100) + chr(0b11001 + 0o114))('\x75' + chr(116) + chr(10267 - 10165) + '\x2d' + '\070')) / Sy_Fav6C7Jyk.xkxBmo49x2An(axis=ehT0Px3KOsy9('\060' + chr(3616 - 3505) + chr(0b100101 + 0o14), 8))[:, WqUC3KWvYVup.newaxis]
IPypcZ53eNRW = eRubm8FH879n.figure(**M8EIoTs2GJXE)
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa2)\xfc\xe7G\x00'), '\144' + '\x65' + chr(0b1100011) + '\x6f' + '\x64' + '\x65')(chr(0b111010 + 0o73) + chr(8706 - 8590) + chr(0b1111 + 0o127) + chr(0b111 + 0o46) + chr(0b111000)))(Sy_Fav6C7Jyk, interpolation=xafqLlk3kkUe(SXOLrMavuUCe(b'\xa5!\xee\xfdM\x04\x11'), chr(0b1100100) + chr(0b1011010 + 0o13) + chr(0b1100011) + chr(111) + chr(3263 - 3163) + '\145')('\165' + chr(2922 - 2806) + '\x66' + '\x2d' + chr(0b1111 + 0o51)), cmap=SOSoMsFfkZ2c)
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbf-\xfb\xe3M'), chr(100) + chr(0b111011 + 0o52) + chr(0b1001110 + 0o25) + chr(5123 - 5012) + '\x64' + chr(0b1100101))('\165' + chr(0b1110100 + 0o0) + chr(102) + chr(45) + chr(0b111000)))(IkttdaI0bGlA)
dBGDCEh_5w9W = WqUC3KWvYVup.arange(oVre8I6UXc3b.data.qzn1Ctg9WgNh)
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb30\xe6\xecC\x04'), chr(0b1100100) + chr(0b1100101) + '\143' + chr(111) + chr(6274 - 6174) + chr(1221 - 1120))('\165' + chr(116) + chr(3302 - 3200) + '\x2d' + chr(56)))(dBGDCEh_5w9W, xafqLlk3kkUe(oVre8I6UXc3b.data.y, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8(\xee\xfc[\x12\x16'), chr(0b1100100) + chr(9521 - 9420) + '\143' + chr(0b1100 + 0o143) + chr(3469 - 3369) + '\x65')(chr(117) + chr(1372 - 1256) + chr(0b1011010 + 0o14) + chr(0b1011 + 0o42) + chr(0b110110 + 0o2))), rotation=ehT0Px3KOsy9(chr(48) + chr(8735 - 8624) + chr(0b101 + 0o54) + chr(0b1101 + 0o46) + chr(2169 - 2119), 0o10))
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb20\xe6\xecC\x04'), chr(8282 - 8182) + '\145' + chr(5109 - 5010) + chr(4451 - 4340) + chr(100) + chr(0b1100101))(chr(117) + '\164' + '\146' + chr(0b101101) + '\x38'))(dBGDCEh_5w9W, xafqLlk3kkUe(oVre8I6UXc3b.data.y, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8(\xee\xfc[\x12\x16'), chr(100) + chr(101) + chr(931 - 832) + '\157' + '\144' + '\x65')(chr(117) + chr(0b111110 + 0o66) + '\x66' + '\x2d' + chr(2188 - 2132))), rotation=ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b11101 + 0o23), 8))
if l9nfn3fYwTUh:
aV_ML5E6yBQq = Sy_Fav6C7Jyk.tsdjvlgh9gDP() / 2.0
for (WVxHKyX45z_L, tlORBuYsiw3X) in xafqLlk3kkUe(nLSuLqmR6kNP, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe\r\xdd\xdaeB?{\x0cC\xa7\xf6'), '\144' + chr(8374 - 8273) + chr(4804 - 4705) + '\157' + chr(0b1001101 + 0o27) + '\145')(chr(117) + chr(4146 - 4030) + '\146' + '\055' + chr(56)))(vQr8gNKaIaWE(xafqLlk3kkUe(Sy_Fav6C7Jyk, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa5%\xfa\xd6N;\x02c\x1e}\xb6\xfa'), '\144' + chr(0b110110 + 0o57) + '\x63' + chr(0b100100 + 0o113) + chr(0b1000001 + 0o43) + chr(5771 - 5670))(chr(13200 - 13083) + chr(0b1011110 + 0o26) + chr(102) + chr(45) + chr(0b11 + 0o65)))[ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(48), 8)]), vQr8gNKaIaWE(xafqLlk3kkUe(Sy_Fav6C7Jyk, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa5%\xfa\xd6N;\x02c\x1e}\xb6\xfa'), '\x64' + '\x65' + '\143' + chr(111) + chr(990 - 890) + chr(0b1100101))(chr(117) + '\164' + '\146' + '\055' + chr(2634 - 2578)))[ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001), 8)])):
reNPK3PqEOpR = f'{Sy_Fav6C7Jyk[WVxHKyX45z_L, tlORBuYsiw3X]:.{IALEQYr65RLk}f}' if IOBK62gJSlOh else f'{Sy_Fav6C7Jyk[WVxHKyX45z_L, tlORBuYsiw3X]}'
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbf!\xf7\xfb'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(8286 - 8175) + chr(0b1001110 + 0o26) + chr(0b1 + 0o144))(chr(0b1110101) + '\164' + '\x66' + chr(0b101101) + '\x38'))(tlORBuYsiw3X, WVxHKyX45z_L, reNPK3PqEOpR, horizontalalignment=xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8!\xe1\xfbM\x05'), chr(0b1100100) + chr(3389 - 3288) + chr(99) + chr(0b1101111) + chr(100) + chr(0b1100 + 0o131))(chr(11637 - 11520) + chr(116) + chr(2673 - 2571) + chr(1402 - 1357) + chr(0b111000)), verticalalignment=xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8!\xe1\xfbM\x05'), '\x64' + chr(1724 - 1623) + chr(0b100101 + 0o76) + chr(7975 - 7864) + chr(0b1100100) + '\145')(chr(117) + '\x74' + chr(102) + chr(45) + '\x38'), color=xafqLlk3kkUe(SXOLrMavuUCe(b'\xbc,\xe6\xfbM'), '\x64' + chr(10002 - 9901) + chr(0b1100011) + chr(111) + chr(0b1100100) + chr(0b10111 + 0o116))(chr(10375 - 10258) + chr(0b1110100) + chr(102) + chr(45) + chr(450 - 394)) if Sy_Fav6C7Jyk[WVxHKyX45z_L, tlORBuYsiw3X] > aV_ML5E6yBQq else xafqLlk3kkUe(SXOLrMavuUCe(b'\xa9(\xee\xecC'), '\144' + '\x65' + chr(0b100101 + 0o76) + '\157' + chr(3094 - 2994) + chr(0b1100101))('\x75' + '\164' + '\146' + '\055' + chr(0b110111 + 0o1)))
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbf-\xe8\xe7\\(\tn3b\xa0\xec'), '\144' + '\x65' + chr(99) + chr(0b111010 + 0o65) + chr(0b100001 + 0o103) + '\145')(chr(6999 - 6882) + chr(116) + '\146' + '\x2d' + '\070'))()
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb2(\xee\xedM\x1b'), '\x64' + '\x65' + '\x63' + '\x6f' + chr(100) + '\145')('\165' + chr(3219 - 3103) + chr(0b110010 + 0o64) + chr(1703 - 1658) + '\x38'))(xafqLlk3kkUe(SXOLrMavuUCe(b"\x8a'\xfb\xfaI\x1b"), chr(100) + '\x65' + '\143' + chr(7016 - 6905) + chr(0b1100100) + chr(0b1100101))(chr(0b111000 + 0o75) + '\x74' + chr(0b1011011 + 0o13) + chr(0b101101) + '\x38'))
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb3(\xee\xedM\x1b'), '\x64' + chr(0b1000 + 0o135) + chr(99) + chr(0b110000 + 0o77) + chr(100) + chr(101))(chr(0b10000 + 0o145) + chr(0b1100001 + 0o23) + chr(7966 - 7864) + chr(486 - 441) + '\070'))(xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b6\xea\xebA\x14\x11j.'), chr(100) + '\145' + chr(0b1100011) + chr(0b1001111 + 0o40) + '\x64' + chr(0b1100101))(chr(0b1110101) + '\x74' + chr(0b1001001 + 0o35) + '\055' + chr(56)))
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xac6\xe6\xeb'), chr(8220 - 8120) + chr(101) + '\x63' + '\x6f' + '\x64' + chr(1326 - 1225))('\165' + chr(116) + '\146' + chr(0b101101) + chr(1551 - 1495)))(ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(2133 - 2085), 8))
if LZcHOm_c0BYj(AJsMiGLfqlwd, xafqLlk3kkUe(sRkYTJirQlN8, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb9!\xfb\xfaZ\x19:i#j'), chr(0b1001011 + 0o31) + '\x65' + '\x63' + '\x6f' + '\144' + chr(0b1100101))(chr(0b1011110 + 0o27) + chr(10033 - 9917) + '\x66' + chr(0b11001 + 0o24) + chr(0b111000)))):
return IPypcZ53eNRW
|
fastai/fastai
|
fastai/train.py
|
ClassificationInterpretation.most_confused
|
def most_confused(self, min_val:int=1, slice_size:int=1)->Collection[Tuple[str,str,int]]:
"Sorted descending list of largest non-diagonal entries of confusion matrix, presented as actual, predicted, number of occurrences."
cm = self.confusion_matrix(slice_size=slice_size)
np.fill_diagonal(cm, 0)
res = [(self.data.classes[i],self.data.classes[j],cm[i,j])
for i,j in zip(*np.where(cm>=min_val))]
return sorted(res, key=itemgetter(2), reverse=True)
|
python
|
def most_confused(self, min_val:int=1, slice_size:int=1)->Collection[Tuple[str,str,int]]:
"Sorted descending list of largest non-diagonal entries of confusion matrix, presented as actual, predicted, number of occurrences."
cm = self.confusion_matrix(slice_size=slice_size)
np.fill_diagonal(cm, 0)
res = [(self.data.classes[i],self.data.classes[j],cm[i,j])
for i,j in zip(*np.where(cm>=min_val))]
return sorted(res, key=itemgetter(2), reverse=True)
|
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Sorted descending list of largest non-diagonal entries of confusion matrix, presented as actual, predicted, number of occurrences.
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L186-L192
|
train
|
Sorted descending list of largest non - diagonal entries of confusion matrix presented as actual predicted number of occurrences.
|
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SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1132 - 1084) + chr(0b1101111) + chr(0b100011 + 0o16) + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b10101 + 0o35) + chr(49), 0o10), ehT0Px3KOsy9(chr(1077 - 1029) + '\x6f' + chr(53), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(218 - 166) + '\x34', 24306 - 24298), ehT0Px3KOsy9('\060' + '\157' + chr(0b110111) + '\060', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(0b101000 + 0o13) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(1791 - 1743) + '\x6f' + chr(0b110001) + chr(0b100001 + 0o20) + '\x33', 0o10), ehT0Px3KOsy9(chr(1719 - 1671) + chr(0b1101111) + chr(0b11 + 0o60) + chr(872 - 824) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b111001 + 0o66) + chr(1999 - 1948) + chr(0b1101 + 0o43) + chr(1363 - 1308), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + '\062', 30510 - 30502), ehT0Px3KOsy9('\x30' + chr(111) + chr(567 - 518) + '\x33' + '\062', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1060 - 1008) + chr(1020 - 968), 0b1000), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(11043 - 10932) + '\062', 24408 - 24400), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010001 + 0o36) + chr(0b110100) + chr(0b110001), 0b1000), ehT0Px3KOsy9('\060' + chr(5979 - 5868) + '\x32' + chr(55) + chr(0b101111 + 0o10), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + '\x33' + chr(1870 - 1820), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(12258 - 12147) + chr(2641 - 2588) + chr(2635 - 2583), 41046 - 41038), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + '\x33' + '\066', 53616 - 53608), ehT0Px3KOsy9('\060' + chr(0b1101111 + 0o0) + chr(0b11100 + 0o33) + '\062', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(216 - 168) + chr(0b1010 + 0o47), 0o10), ehT0Px3KOsy9('\060' + chr(0b111100 + 0o63) + chr(0b110010) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1067 - 1013) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1108 - 1059) + '\x34' + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + '\x36' + chr(54), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(51) + chr(869 - 814), 0b1000), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1101100 + 0o3) + '\x33' + chr(53) + chr(0b100111 + 0o12), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(48) + chr(0b11111 + 0o25), ord("\x08")), ehT0Px3KOsy9(chr(2049 - 2001) + chr(10133 - 10022) + chr(1022 - 972) + '\067' + chr(952 - 901), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + chr(2289 - 2240) + chr(50), 54968 - 54960), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b11101 + 0o122) + chr(55), 48871 - 48863), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(0b1101111) + chr(0b11001 + 0o32) + '\x37' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b10 + 0o155) + chr(51) + '\x33' + chr(181 - 130), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110010) + chr(0b110110) + chr(966 - 913), 55777 - 55769), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1101 + 0o45) + '\066' + chr(0b110100 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(285 - 237) + chr(0b1101111) + '\x32' + chr(51) + chr(1740 - 1691), 0o10), ehT0Px3KOsy9('\060' + chr(2367 - 2256) + '\x31' + chr(53) + chr(2110 - 2057), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + '\066', ord("\x08")), ehT0Px3KOsy9(chr(142 - 94) + chr(0b10 + 0o155) + '\x32' + chr(0b110010) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(0b110011) + '\065', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\157' + chr(53) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'%'), '\144' + '\x65' + '\143' + chr(0b1101111) + '\144' + chr(0b1010011 + 0o22))(chr(0b1110101) + chr(0b11110 + 0o126) + '\x66' + '\x2d' + chr(2834 - 2778)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def asvBOWrM3OUn(oVre8I6UXc3b, YdK7JvoxMQgh=ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b110 + 0o151) + '\061', 25688 - 25680), snC5vot3_QuF=ehT0Px3KOsy9(chr(0b110000) + chr(0b1101100 + 0o3) + chr(0b100011 + 0o16), 8)) -> gNqqdWiyklNm[MRK8Uzg2En3D[M8_cKLkHVB2V, M8_cKLkHVB2V, ehT0Px3KOsy9]]:
Sy_Fav6C7Jyk = oVre8I6UXc3b.confusion_matrix(slice_size=snC5vot3_QuF)
xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'mxi\x88g\xbc"\xa1\xa0}4En'), '\144' + '\145' + chr(0b1010110 + 0o15) + chr(9268 - 9157) + '\x64' + '\145')('\x75' + '\164' + '\x66' + chr(0b1101 + 0o40) + chr(56)))(Sy_Fav6C7Jyk, ehT0Px3KOsy9(chr(48) + chr(9211 - 9100) + '\x30', 0o10))
MsbwfslwLjRO = [(oVre8I6UXc3b.data.classes[WVxHKyX45z_L], oVre8I6UXc3b.data.classes[tlORBuYsiw3X], Sy_Fav6C7Jyk[WVxHKyX45z_L, tlORBuYsiw3X]) for (WVxHKyX45z_L, tlORBuYsiw3X) in pZ0NK2y6HRbn(*WqUC3KWvYVup.dRFAC59yQBm_(Sy_Fav6C7Jyk >= YdK7JvoxMQgh))]
return vUlqIvNSaRMa(MsbwfslwLjRO, key=fif8IklXHS5y(ehT0Px3KOsy9(chr(1914 - 1866) + chr(6729 - 6618) + chr(2472 - 2422), 8)), reverse=ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(5264 - 5153) + chr(49), 8))
|
fastai/fastai
|
fastai/train.py
|
ClassificationInterpretation.top_losses
|
def top_losses(self, k:int=None, largest=True):
"`k` largest(/smallest) losses and indexes, defaulting to all losses (sorted by `largest`)."
return self.losses.topk(ifnone(k, len(self.losses)), largest=largest)
|
python
|
def top_losses(self, k:int=None, largest=True):
"`k` largest(/smallest) losses and indexes, defaulting to all losses (sorted by `largest`)."
return self.losses.topk(ifnone(k, len(self.losses)), largest=largest)
|
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] |
`k` largest(/smallest) losses and indexes, defaulting to all losses (sorted by `largest`).
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/train.py#L194-L196
|
train
|
k largest(/ smallest) losses and indexes defaulting to all losses and indexes.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\x6f' + chr(1078 - 1027) + chr(2146 - 2093), 0b1000), ehT0Px3KOsy9(chr(1677 - 1629) + chr(0b1101111) + chr(51) + '\x33' + chr(0b110001), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + '\x37' + chr(50), 8284 - 8276), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(2947 - 2836) + chr(0b100 + 0o56) + chr(2044 - 1991) + chr(53), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(0b110011) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(0b100110 + 0o111) + '\062' + '\x33' + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32' + chr(0b1111 + 0o43) + chr(779 - 728), 64776 - 64768), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + chr(52) + '\066', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b101011 + 0o6) + '\x35' + chr(1710 - 1656), 8451 - 8443), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\x6f' + chr(49) + '\063' + chr(0b10101 + 0o35), 0o10), ehT0Px3KOsy9('\x30' + chr(1243 - 1132) + chr(1462 - 1411) + chr(49) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1 + 0o61) + chr(55) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(48) + chr(6648 - 6537) + chr(51) + chr(0b11111 + 0o22) + chr(0b10 + 0o57), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11 + 0o57) + chr(2517 - 2462) + chr(0b110101), 32720 - 32712), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110111) + chr(1827 - 1778), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b111100 + 0o63) + chr(0b100111 + 0o13) + chr(52) + chr(967 - 915), 13075 - 13067), ehT0Px3KOsy9(chr(312 - 264) + '\157' + chr(0b1010 + 0o50) + chr(55) + '\067', 8), ehT0Px3KOsy9('\x30' + chr(2233 - 2122) + chr(0b110010) + chr(0b100010 + 0o22) + '\064', 8), ehT0Px3KOsy9('\060' + chr(4286 - 4175) + chr(0b110011) + '\x36' + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\157' + '\x31' + chr(0b101011 + 0o10) + chr(2548 - 2497), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b110101) + chr(1613 - 1560), 8397 - 8389), ehT0Px3KOsy9(chr(48) + chr(0b1100010 + 0o15) + '\061' + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\157' + chr(50) + '\x33' + '\063', 29746 - 29738), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\157' + chr(187 - 136) + '\x35' + chr(52), 6159 - 6151), ehT0Px3KOsy9('\x30' + '\x6f' + chr(50) + chr(0b100 + 0o57) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(55) + chr(0b110101), 12284 - 12276), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x36' + chr(0b101000 + 0o13), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6364 - 6253) + chr(0b100011 + 0o20) + '\x36' + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\x6f' + chr(0b100000 + 0o23) + chr(0b110101) + chr(0b101011 + 0o14), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + '\x31' + chr(0b1110 + 0o45), 41971 - 41963), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + chr(0b1011 + 0o45) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(0b110000 + 0o1) + chr(456 - 407), 8), ehT0Px3KOsy9(chr(0b110000) + chr(6534 - 6423) + chr(0b100110 + 0o14) + '\062' + chr(1423 - 1372), 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(0b110101) + chr(0b100001 + 0o24), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(0b101010 + 0o14) + chr(0b11000 + 0o34), ord("\x08")), ehT0Px3KOsy9(chr(958 - 910) + chr(111) + '\061' + '\063' + '\x30', 4908 - 4900), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10110 + 0o35) + chr(0b110000) + chr(52), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(5178 - 5067) + chr(987 - 936) + '\x36' + chr(51), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b100010 + 0o17) + chr(0b110010) + chr(2740 - 2686), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110101) + '\x30', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'3'), chr(100) + '\x65' + chr(0b10100 + 0o117) + '\157' + chr(5797 - 5697) + '\x65')(chr(0b1110101) + '\x74' + chr(102) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def AjkqOJWGmWgn(oVre8I6UXc3b, OolUPRJhRaJd=None, Oz662ci3MXCN=ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b101101 + 0o4), 8)):
return xafqLlk3kkUe(oVre8I6UXc3b.losses, xafqLlk3kkUe(SXOLrMavuUCe(b'i\xb6\xca\xc6'), '\x64' + chr(0b1100101) + chr(0b1010111 + 0o14) + chr(111) + '\x64' + '\145')(chr(0b1110101) + chr(116) + chr(966 - 864) + chr(0b101101) + '\070'))(LZcHOm_c0BYj(OolUPRJhRaJd, c2A0yzQpDQB3(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'q\xb6\xc9\xde\xf9\xea'), chr(0b11111 + 0o105) + chr(101) + chr(0b1100000 + 0o3) + chr(0b101010 + 0o105) + chr(100) + chr(101))(chr(0b1110101) + chr(0b1110100) + '\x66' + chr(0b101101) + chr(56))))), largest=Oz662ci3MXCN)
|
fastai/fastai
|
old/fastai/metrics.py
|
fbeta
|
def fbeta(log_preds, targs, beta, thresh=0.5, epsilon=1e-8):
"""Calculates the F-beta score (the weighted harmonic mean of precision and recall).
This is the micro averaged version where the true positives, false negatives and
false positives are calculated globally (as opposed to on a per label basis).
beta == 1 places equal weight on precision and recall, b < 1 emphasizes precision and
beta > 1 favors recall.
"""
assert beta > 0, 'beta needs to be greater than 0'
beta2 = beta ** 2
rec = recall(log_preds, targs, thresh)
prec = precision(log_preds, targs, thresh)
return (1 + beta2) * prec * rec / (beta2 * prec + rec + epsilon)
|
python
|
def fbeta(log_preds, targs, beta, thresh=0.5, epsilon=1e-8):
"""Calculates the F-beta score (the weighted harmonic mean of precision and recall).
This is the micro averaged version where the true positives, false negatives and
false positives are calculated globally (as opposed to on a per label basis).
beta == 1 places equal weight on precision and recall, b < 1 emphasizes precision and
beta > 1 favors recall.
"""
assert beta > 0, 'beta needs to be greater than 0'
beta2 = beta ** 2
rec = recall(log_preds, targs, thresh)
prec = precision(log_preds, targs, thresh)
return (1 + beta2) * prec * rec / (beta2 * prec + rec + epsilon)
|
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] |
Calculates the F-beta score (the weighted harmonic mean of precision and recall).
This is the micro averaged version where the true positives, false negatives and
false positives are calculated globally (as opposed to on a per label basis).
beta == 1 places equal weight on precision and recall, b < 1 emphasizes precision and
beta > 1 favors recall.
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/old/fastai/metrics.py#L48-L60
|
train
|
Calculates the F - beta score.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(111) + chr(1689 - 1639) + chr(1850 - 1799) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\x6f' + '\061' + '\066' + chr(49), 40492 - 40484), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + chr(1677 - 1624), 38248 - 38240), ehT0Px3KOsy9(chr(48) + chr(0b101111 + 0o100) + chr(0b110011) + chr(1429 - 1381) + chr(0b110001), 30974 - 30966), ehT0Px3KOsy9('\x30' + chr(0b1000101 + 0o52) + chr(0b11101 + 0o24) + '\061' + chr(0b11101 + 0o31), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1000010 + 0o55) + chr(54) + chr(0b110000 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b101 + 0o152) + chr(0b110011) + '\x37' + chr(0b1111 + 0o41), 0b1000), ehT0Px3KOsy9('\060' + chr(5471 - 5360) + chr(524 - 474) + chr(2042 - 1994) + chr(0b10111 + 0o40), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + chr(511 - 463) + chr(50), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(0b11100 + 0o30) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x35' + chr(49), 2832 - 2824), ehT0Px3KOsy9(chr(48) + chr(111) + chr(52) + chr(0b100101 + 0o17), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + chr(0b110100) + chr(1651 - 1596), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010 + 0o0) + chr(0b110001) + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(111) + chr(50) + chr(0b110001) + '\067', 3911 - 3903), ehT0Px3KOsy9(chr(1593 - 1545) + chr(0b11100 + 0o123) + '\x32' + '\065', 0b1000), ehT0Px3KOsy9('\x30' + chr(9337 - 9226) + chr(0b100011 + 0o17) + chr(48) + '\065', 0o10), ehT0Px3KOsy9(chr(48) + chr(3808 - 3697) + chr(0b100 + 0o57) + '\x33' + chr(0b100001 + 0o24), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(0b110001) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(0b100101 + 0o13), 54045 - 54037), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + chr(1831 - 1777) + '\064', 9429 - 9421), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(51) + chr(55), 0o10), ehT0Px3KOsy9(chr(880 - 832) + chr(111) + chr(0b10100 + 0o37) + '\062', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111 + 0o0) + '\063' + '\067' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1386 - 1337) + '\x35' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(1950 - 1902) + chr(3408 - 3297) + chr(0b101010 + 0o11) + '\x30' + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b100110 + 0o12) + '\157' + chr(50) + '\x32' + chr(1215 - 1164), 0b1000), ehT0Px3KOsy9(chr(1859 - 1811) + '\x6f' + '\x32', 54502 - 54494), ehT0Px3KOsy9('\x30' + chr(0b1011001 + 0o26) + chr(0b110011) + chr(53) + '\x34', 2347 - 2339), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10010 + 0o40) + '\066' + '\065', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b101111 + 0o4) + chr(114 - 61) + '\x30', 50305 - 50297), ehT0Px3KOsy9('\060' + '\157' + chr(0b110011) + chr(278 - 227) + '\x36', 1347 - 1339), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + '\x34' + chr(49), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1319 - 1268) + chr(0b110011) + chr(723 - 671), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b10010 + 0o37) + chr(0b110101) + '\066', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(0b10100 + 0o34) + '\x33', 58254 - 58246), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + chr(2274 - 2222) + chr(0b101100 + 0o5), 8), ehT0Px3KOsy9('\x30' + chr(0b101101 + 0o102) + chr(53) + chr(49), 8), ehT0Px3KOsy9('\x30' + chr(0b1100 + 0o143) + chr(0b100001 + 0o20) + '\063' + chr(209 - 155), 0o10), ehT0Px3KOsy9(chr(0b11111 + 0o21) + '\157' + '\x31' + chr(1342 - 1292) + chr(55), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(2058 - 2010) + chr(0b110111 + 0o70) + chr(0b1101 + 0o50) + chr(0b100100 + 0o14), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xb4'), chr(1711 - 1611) + chr(0b1011001 + 0o14) + chr(8605 - 8506) + chr(111) + chr(8791 - 8691) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + '\146' + '\x2d' + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def ijeiDHyblxau(mPcE7olVJG0d, JzqvOwnp5rvU, FjcovgoHM1LG, aV_ML5E6yBQq=0.5, Xtig2zAKpR0T=1e-08):
assert FjcovgoHM1LG > ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x30', 0b1000), xafqLlk3kkUe(SXOLrMavuUCe(b'\xf8\x14y\xa0n\\\x9d\xe2\xa6\x96\tP\x88\xad\xedp\xa5\xba\xb9m\x95k\x7f\x8dL\xb4\xfbc\x82\x95\xd8'), chr(100) + chr(0b1011011 + 0o12) + chr(99) + chr(111) + chr(0b1010110 + 0o16) + chr(0b1100101))(chr(1466 - 1349) + chr(7086 - 6970) + chr(10257 - 10155) + '\x2d' + chr(56))
ekqI06bsWDgj = FjcovgoHM1LG ** ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010), 8)
MnMCYVsiR1pJ = mmdmvtGtAwiM(mPcE7olVJG0d, JzqvOwnp5rvU, aV_ML5E6yBQq)
ANktCRdddHV_ = gX1fbCVtNNXn(mPcE7olVJG0d, JzqvOwnp5rvU, aV_ML5E6yBQq)
return (ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(2344 - 2295), ord("\x08")) + ekqI06bsWDgj) * ANktCRdddHV_ * MnMCYVsiR1pJ / (ekqI06bsWDgj * ANktCRdddHV_ + MnMCYVsiR1pJ + Xtig2zAKpR0T)
|
fastai/fastai
|
old/fastai/metrics.py
|
fbeta_np
|
def fbeta_np(preds, targs, beta, thresh=0.5, epsilon=1e-8):
""" see fbeta """
assert beta > 0, 'beta needs to be greater than 0'
beta2 = beta ** 2
rec = recall_np(preds, targs, thresh)
prec = precision_np(preds, targs, thresh)
return (1 + beta2) * prec * rec / (beta2 * prec + rec + epsilon)
|
python
|
def fbeta_np(preds, targs, beta, thresh=0.5, epsilon=1e-8):
""" see fbeta """
assert beta > 0, 'beta needs to be greater than 0'
beta2 = beta ** 2
rec = recall_np(preds, targs, thresh)
prec = precision_np(preds, targs, thresh)
return (1 + beta2) * prec * rec / (beta2 * prec + rec + epsilon)
|
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see fbeta
|
[
"see",
"fbeta"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/old/fastai/metrics.py#L62-L68
|
train
|
compute Fbeta for a single node
|
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SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1373 - 1325) + chr(0b110100 + 0o73) + chr(51) + chr(1242 - 1194) + chr(2114 - 2066), ord("\x08")), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1101111) + chr(0b100000 + 0o21) + chr(660 - 606) + chr(1654 - 1599), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101010 + 0o5) + chr(0b11010 + 0o30) + '\x30' + chr(50), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10 + 0o64) + '\x36', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + chr(1639 - 1589) + chr(0b100000 + 0o20), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6556 - 6445) + chr(0b110011) + chr(0b100 + 0o56) + '\x34', 16488 - 16480), ehT0Px3KOsy9('\060' + chr(9483 - 9372) + chr(51) + chr(0b11000 + 0o34) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(0b1101111) + chr(0b100100 + 0o15) + chr(50) + chr(0b110000), 29313 - 29305), ehT0Px3KOsy9(chr(48) + chr(0b101011 + 0o104) + '\x32' + chr(50), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\157' + chr(0b10010 + 0o40) + chr(50) + '\x34', 14220 - 14212), ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\x6f' + chr(1616 - 1565) + '\x32' + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + chr(9146 - 9035) + '\065' + chr(904 - 849), 40199 - 40191), ehT0Px3KOsy9('\060' + '\157' + chr(1433 - 1381) + chr(0b0 + 0o60), 0b1000), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1101101 + 0o2) + chr(1151 - 1101) + chr(0b11100 + 0o33) + '\060', 0o10), ehT0Px3KOsy9(chr(48) + chr(3804 - 3693) + '\x32' + '\065' + chr(55), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b110111 + 0o70) + chr(0b110111) + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\x31' + chr(0b110101) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(371 - 323) + '\157' + chr(86 - 35) + '\060' + chr(53), 16746 - 16738), ehT0Px3KOsy9(chr(48) + chr(0b1001110 + 0o41) + chr(50) + chr(0b10 + 0o65) + chr(0b11010 + 0o32), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + chr(897 - 848) + chr(2389 - 2334), 61904 - 61896), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + '\067' + '\x36', 2909 - 2901), ehT0Px3KOsy9(chr(48) + '\157' + chr(2264 - 2214) + chr(0b110010) + chr(0b11010 + 0o30), ord("\x08")), ehT0Px3KOsy9(chr(1291 - 1243) + chr(0b100011 + 0o114) + '\061' + chr(55) + chr(463 - 408), 0b1000), ehT0Px3KOsy9(chr(1832 - 1784) + chr(111) + '\062' + chr(0b110000) + chr(0b100 + 0o56), 8), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b1101111) + '\x31' + '\062' + chr(0b110000 + 0o7), 0b1000), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\157' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(51) + chr(0b110001) + chr(1077 - 1026), 12605 - 12597), ehT0Px3KOsy9(chr(48) + chr(7938 - 7827) + chr(0b110001) + chr(1403 - 1352) + '\063', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b110100 + 0o73) + chr(2691 - 2637) + '\066', 8), ehT0Px3KOsy9(chr(685 - 637) + '\x6f' + chr(0b110010) + chr(692 - 638) + chr(2163 - 2114), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1100100 + 0o13) + chr(0b110101) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(931 - 880) + '\x33' + '\x33', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(0b10 + 0o60) + chr(1328 - 1276), 8), ehT0Px3KOsy9(chr(0b11111 + 0o21) + '\x6f' + '\061' + chr(0b110101) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11047 - 10936) + chr(0b111 + 0o54) + '\064' + chr(2906 - 2851), 31689 - 31681), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1011 + 0o47) + chr(1795 - 1742) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10000 + 0o41) + '\x32', 0o10), ehT0Px3KOsy9(chr(1167 - 1119) + '\157' + chr(49) + '\x36' + chr(985 - 930), 8), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1101111) + chr(49) + chr(0b1001 + 0o51) + chr(1930 - 1881), ord("\x08")), ehT0Px3KOsy9(chr(1705 - 1657) + '\157' + '\062' + chr(49), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x35' + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xee'), '\144' + '\145' + chr(0b1010001 + 0o22) + chr(8834 - 8723) + chr(100) + chr(101))(chr(12731 - 12614) + chr(116) + '\146' + chr(0b101101) + chr(1002 - 946)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def qCPwmzz6jgHf(rFir39ju85_Z, JzqvOwnp5rvU, FjcovgoHM1LG, aV_ML5E6yBQq=0.5, Xtig2zAKpR0T=1e-08):
assert FjcovgoHM1LG > ehT0Px3KOsy9('\060' + chr(0b11100 + 0o123) + '\060', 0b1000), xafqLlk3kkUe(SXOLrMavuUCe(b'\xa2\x12\xf6W\xb0\xba\x875v\xe7\xf7[O\x98\xcdXN\xa2\xce\xaa\xdf\xe6\x1a\xf0ww\xa3:X\x91\x1b'), '\144' + '\145' + chr(99) + '\157' + chr(0b11110 + 0o106) + '\x65')(chr(117) + chr(0b1110100) + '\146' + chr(45) + chr(0b10 + 0o66))
ekqI06bsWDgj = FjcovgoHM1LG ** ehT0Px3KOsy9(chr(1582 - 1534) + chr(0b1101111) + '\062', 0b1000)
MnMCYVsiR1pJ = ygql8qWjMcQp(rFir39ju85_Z, JzqvOwnp5rvU, aV_ML5E6yBQq)
ANktCRdddHV_ = UGRsN9GDMw7B(rFir39ju85_Z, JzqvOwnp5rvU, aV_ML5E6yBQq)
return (ehT0Px3KOsy9(chr(1151 - 1103) + chr(0b1100100 + 0o13) + chr(49), 0b1000) + ekqI06bsWDgj) * ANktCRdddHV_ * MnMCYVsiR1pJ / (ekqI06bsWDgj * ANktCRdddHV_ + MnMCYVsiR1pJ + Xtig2zAKpR0T)
|
fastai/fastai
|
examples/train_imagenet.py
|
main
|
def main( gpu:Param("GPU to run on", str)=None ):
"""Distributed training of Imagenet. Fastest speed is if you run with: python -m fastai.launch"""
path = Path('/mnt/fe2_disk/')
tot_epochs,size,bs,lr = 60,224,256,3e-1
dirname = 'imagenet'
gpu = setup_distrib(gpu)
if gpu is None: bs *= torch.cuda.device_count()
n_gpus = num_distrib() or 1
workers = min(12, num_cpus()//n_gpus)
data = get_data(path/dirname, size, bs, workers)
b_its = len(data.train_dl)//n_gpus
# Using bs 256 on single GPU as baseline, scale the LR linearly
tot_bs = bs*n_gpus
bs_rat = tot_bs/256
lr *= bs_rat
ph1 = (TrainingPhase(tot_epochs*0.10*b_its)
.schedule_hp('lr', (lr/10,lr), anneal=annealing_cos))
ph2 = (TrainingPhase(tot_epochs*0.90*b_its)
.schedule_hp('lr', (lr,lr/1e5), anneal=annealing_cos))
opt_func = partial(optim.Adam, eps=0.1, betas=(0.9,0.99))
learn = Learner(data, models.xresnet50(), metrics=[accuracy,top_k_accuracy], wd=1e-3,
opt_func=opt_func, bn_wd=False, true_wd=True,
loss_func = LabelSmoothingCrossEntropy()).mixup(alpha=0.2)
learn.callback_fns += [
partial(GeneralScheduler, phases=(ph1,ph2)),
partial(SaveModelCallback, every='epoch', name='model')
]
learn.split(lambda m: (children(m)[-2],))
if gpu is None: learn.model = nn.DataParallel(learn.model)
else: learn.to_distributed(gpu)
learn.to_fp16(dynamic=True)
learn.fit(tot_epochs, 1)
if rank_distrib(): time.sleep(1)
learn.save('done')
|
python
|
def main( gpu:Param("GPU to run on", str)=None ):
"""Distributed training of Imagenet. Fastest speed is if you run with: python -m fastai.launch"""
path = Path('/mnt/fe2_disk/')
tot_epochs,size,bs,lr = 60,224,256,3e-1
dirname = 'imagenet'
gpu = setup_distrib(gpu)
if gpu is None: bs *= torch.cuda.device_count()
n_gpus = num_distrib() or 1
workers = min(12, num_cpus()//n_gpus)
data = get_data(path/dirname, size, bs, workers)
b_its = len(data.train_dl)//n_gpus
# Using bs 256 on single GPU as baseline, scale the LR linearly
tot_bs = bs*n_gpus
bs_rat = tot_bs/256
lr *= bs_rat
ph1 = (TrainingPhase(tot_epochs*0.10*b_its)
.schedule_hp('lr', (lr/10,lr), anneal=annealing_cos))
ph2 = (TrainingPhase(tot_epochs*0.90*b_its)
.schedule_hp('lr', (lr,lr/1e5), anneal=annealing_cos))
opt_func = partial(optim.Adam, eps=0.1, betas=(0.9,0.99))
learn = Learner(data, models.xresnet50(), metrics=[accuracy,top_k_accuracy], wd=1e-3,
opt_func=opt_func, bn_wd=False, true_wd=True,
loss_func = LabelSmoothingCrossEntropy()).mixup(alpha=0.2)
learn.callback_fns += [
partial(GeneralScheduler, phases=(ph1,ph2)),
partial(SaveModelCallback, every='epoch', name='model')
]
learn.split(lambda m: (children(m)[-2],))
if gpu is None: learn.model = nn.DataParallel(learn.model)
else: learn.to_distributed(gpu)
learn.to_fp16(dynamic=True)
learn.fit(tot_epochs, 1)
if rank_distrib(): time.sleep(1)
learn.save('done')
|
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Distributed training of Imagenet. Fastest speed is if you run with: python -m fastai.launch
|
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"launch"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/examples/train_imagenet.py#L22-L60
|
train
|
Distributed training of Imagenet.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\157' + chr(50) + '\x30' + '\x35', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + chr(50), 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b1101111) + chr(0b110001) + chr(2130 - 2080), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101100 + 0o3) + chr(374 - 324) + chr(0b100111 + 0o11) + chr(0b10010 + 0o41), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(53) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(1669 - 1621) + chr(111) + chr(0b101010 + 0o10) + chr(0b110011) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\157' + chr(0b10000 + 0o43) + chr(50), 8), ehT0Px3KOsy9('\x30' + chr(9449 - 9338) + '\061' + '\x32' + chr(0b110100 + 0o3), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1011001 + 0o26) + '\063' + chr(53), 0o10), ehT0Px3KOsy9(chr(1501 - 1453) + chr(0b1010101 + 0o32) + chr(0b10100 + 0o35) + chr(0b110110) + '\x35', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\067', 53183 - 53175), ehT0Px3KOsy9(chr(261 - 213) + chr(8262 - 8151) + chr(0b110001) + '\060' + '\x37', 34491 - 34483), ehT0Px3KOsy9('\x30' + chr(0b100 + 0o153) + chr(0b10010 + 0o37) + chr(1171 - 1117) + '\063', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\063' + '\x32' + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + chr(0b110011 + 0o1) + chr(1314 - 1263), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b100111 + 0o110) + '\063' + chr(1948 - 1893) + '\x34', 0o10), ehT0Px3KOsy9('\060' + chr(4692 - 4581) + chr(49) + chr(55) + '\x37', 0o10), ehT0Px3KOsy9(chr(1071 - 1023) + chr(0b1101111) + '\061' + '\x30' + chr(1709 - 1660), 64642 - 64634), ehT0Px3KOsy9(chr(48) + chr(0b1100000 + 0o17) + chr(0b110011) + chr(52) + chr(0b111 + 0o57), ord("\x08")), ehT0Px3KOsy9(chr(2093 - 2045) + chr(0b1101111) + chr(0b110001 + 0o1) + '\060' + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1101111) + chr(1722 - 1671) + chr(0b1100 + 0o50) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101111) + chr(0b101010 + 0o7) + chr(0b10 + 0o57) + chr(0b100 + 0o55), 51847 - 51839), ehT0Px3KOsy9(chr(1020 - 972) + chr(0b1000111 + 0o50) + chr(54) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(111) + '\062' + chr(0b100111 + 0o11) + chr(1509 - 1457), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b11001 + 0o34) + chr(1803 - 1751), 8155 - 8147), ehT0Px3KOsy9('\x30' + chr(5187 - 5076) + chr(0b11110 + 0o23) + chr(0b110101) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(1142 - 1094) + '\x6f' + chr(0b110001) + '\060' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b100110 + 0o12) + '\157' + chr(2289 - 2239) + '\067' + chr(0b1000 + 0o52), 46438 - 46430), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(1859 - 1748) + '\063' + chr(48) + chr(647 - 598), 26861 - 26853), ehT0Px3KOsy9(chr(182 - 134) + chr(7681 - 7570) + chr(50) + chr(53), 11561 - 11553), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + chr(0b110010) + chr(52), 15258 - 15250), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010 + 0o145) + '\062' + chr(53) + '\x32', 0o10), ehT0Px3KOsy9('\060' + chr(0b1100111 + 0o10) + chr(945 - 894) + chr(0b110010), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + '\x32' + '\067', 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + '\061' + chr(2564 - 2512), ord("\x08")), ehT0Px3KOsy9(chr(1765 - 1717) + chr(111) + '\x31' + '\067', 46418 - 46410), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(0b1100010 + 0o15) + chr(0b110011) + chr(2068 - 2013) + chr(49), 4022 - 4014), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b1101111) + chr(1472 - 1423) + '\064' + '\060', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x35' + chr(2986 - 2931), 11882 - 11874), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + chr(0b110100) + chr(0b110011), 14092 - 14084)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1000101 + 0o52) + chr(0b110010 + 0o3) + chr(0b110000), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xab'), chr(0b1100100) + '\145' + '\143' + chr(0b1101111) + '\144' + chr(101))(chr(117) + chr(0b110100 + 0o100) + chr(102) + chr(45) + chr(1508 - 1452)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def PGNrezus7XpS(q042LNsZ6EiE=None):
EaCjyhZptSer = HiPOQr0Cdorg(xafqLlk3kkUe(SXOLrMavuUCe(b'\xaawd\xf7\x07\xfb\x7feB\x11n4\x18\xfa'), chr(0b10001 + 0o123) + '\145' + chr(0b1100011) + chr(0b1101111) + '\x64' + chr(101))(chr(3997 - 3880) + chr(116) + chr(0b1100110) + chr(1659 - 1614) + chr(56)))
(gNhOtGPIyXGO, NLcc3BCJnQka, SfegzJB3EFQO, Zzs55KO_HKfp) = (ehT0Px3KOsy9('\060' + chr(0b1110 + 0o141) + '\067' + chr(0b110100), 10164 - 10156), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(9119 - 9008) + chr(51) + chr(1452 - 1400) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\064' + chr(179 - 131) + '\x30', 13821 - 13813), 0.3)
xT0fStj2MyFU = xafqLlk3kkUe(SXOLrMavuUCe(b'\xecwk\xe4M\xf3\x7f#'), chr(0b101100 + 0o70) + chr(0b101100 + 0o71) + chr(99) + '\157' + chr(0b100110 + 0o76) + '\x65')(chr(0b1110101) + '\x74' + chr(0b1100110) + chr(45) + chr(0b110 + 0o62))
q042LNsZ6EiE = NK00YweqSY2V(q042LNsZ6EiE)
if q042LNsZ6EiE is None:
SfegzJB3EFQO *= cEkFpYktkSeK.cuda.device_count()
uubrn9XXcixi = jft1JQriSSYP() or ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(1131 - 1020) + chr(0b101101 + 0o4), 53671 - 53663)
Th92RMmof5rr = Dx22bkKPdt5d(ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + chr(0b110100), ord("\x08")), Mrs8455cKlOd() // uubrn9XXcixi)
ULnjp6D6efFH = Uif5YMYsaUYu(EaCjyhZptSer / xT0fStj2MyFU, NLcc3BCJnQka, SfegzJB3EFQO, Th92RMmof5rr)
wHOT7TJ6zCU9 = c2A0yzQpDQB3(ULnjp6D6efFH.train_dl) // uubrn9XXcixi
wersCyfKHya9 = SfegzJB3EFQO * uubrn9XXcixi
m8ENtvkOJ5bw = wersCyfKHya9 / ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1561 - 1509) + chr(0b110000) + chr(48), 8)
Zzs55KO_HKfp *= m8ENtvkOJ5bw
QyGHVFqyDb1h = wR6QMj4TJMF4(gNhOtGPIyXGO * 0.1 * wHOT7TJ6zCU9).schedule_hp(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe9h'), chr(100) + chr(0b1000011 + 0o42) + chr(0b1100011) + chr(111) + '\144' + '\145')(chr(0b101001 + 0o114) + chr(116) + '\x66' + chr(45) + chr(0b10011 + 0o45)), (Zzs55KO_HKfp / ehT0Px3KOsy9(chr(2262 - 2214) + '\157' + chr(0b110001) + chr(0b111 + 0o53), 8), Zzs55KO_HKfp), anneal=BxGE6WVie2Cp)
nGZEl1NewEdq = wR6QMj4TJMF4(gNhOtGPIyXGO * 0.9 * wHOT7TJ6zCU9).schedule_hp(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe9h'), chr(0b1100100) + chr(1741 - 1640) + chr(951 - 852) + '\157' + chr(6827 - 6727) + chr(0b1001101 + 0o30))(chr(11616 - 11499) + chr(0b1110100) + chr(102) + chr(0b10001 + 0o34) + chr(0b101111 + 0o11)), (Zzs55KO_HKfp, Zzs55KO_HKfp / 100000.0), anneal=BxGE6WVie2Cp)
nUFmDEhxAI3x = q_kvx1iNIzrz(fFC7rxeov29p.Adam, eps=0.1, betas=(0.9, 0.99))
C6wSU7u_KSZF = jpqoM0mG1T9j(ULnjp6D6efFH, wmo1XKbHVO0m.xresnet50(), metrics=[Nb7fObKn_ZBQ, aJpwZvQ3oh4h], wd=0.001, opt_func=nUFmDEhxAI3x, bn_wd=ehT0Px3KOsy9(chr(0b110000) + chr(5571 - 5460) + chr(0b110000), ord("\x08")), true_wd=ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\157' + chr(49), 8), loss_func=AYzyQVTsD04X()).mixup(alpha=0.2)
C6wSU7u_KSZF.SkAD2C39VpbC += [q_kvx1iNIzrz(j6rnd1DImfUu, phases=(QyGHVFqyDb1h, nGZEl1NewEdq)), q_kvx1iNIzrz(tXZ0G5176wWZ, every=xafqLlk3kkUe(SXOLrMavuUCe(b'\xe0je\xe0@'), '\144' + chr(5749 - 5648) + '\143' + chr(0b1101111) + chr(0b101111 + 0o65) + chr(10054 - 9953))(chr(117) + chr(12084 - 11968) + chr(0b1100110) + chr(0b101101) + chr(396 - 340)), name=xafqLlk3kkUe(SXOLrMavuUCe(b'\xe8un\xe6D'), chr(0b1010110 + 0o16) + '\145' + chr(99) + chr(0b1101101 + 0o2) + chr(0b11000 + 0o114) + '\x65')(chr(0b11110 + 0o127) + '\164' + chr(2293 - 2191) + chr(0b10011 + 0o32) + chr(0b111000)))]
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf6jf\xea\\'), chr(0b1100100) + chr(9927 - 9826) + chr(99) + '\x6f' + chr(0b1100100) + chr(0b1100101))('\x75' + chr(0b10111 + 0o135) + '\146' + chr(0b101101) + '\070'))(lambda r8ufID9JCHnI: (fbmcheqacAus(r8ufID9JCHnI)[-ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1245 - 1195), 0o10)],))
if q042LNsZ6EiE is None:
C6wSU7u_KSZF.FK0vqzZ5gPN6 = YGzaUG18aF1F.DataParallel(C6wSU7u_KSZF.FK0vqzZ5gPN6)
else:
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1uU\xe7A\xeen%t\x17r3\x16\xb1'), '\x64' + chr(0b1000101 + 0o40) + chr(0b111101 + 0o46) + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(0b111110 + 0o66) + chr(9434 - 9332) + '\055' + chr(0b110100 + 0o4)))(q042LNsZ6EiE)
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1uU\xe5X\xac,'), '\x64' + '\145' + chr(99) + chr(111) + chr(0b1100100) + '\145')(chr(4465 - 4348) + chr(116) + chr(659 - 557) + '\055' + chr(0b111000)))(dynamic=ehT0Px3KOsy9(chr(644 - 596) + '\x6f' + '\061', 8))
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe3s~'), chr(0b1000100 + 0o40) + chr(5318 - 5217) + '\x63' + chr(3948 - 3837) + '\x64' + chr(0b1100101))(chr(117) + '\164' + chr(102) + '\x2d' + chr(0b111000)))(gNhOtGPIyXGO, ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + chr(49), 8))
if ulrksom1MngD():
xafqLlk3kkUe(ltvhPP4VhXre, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf6vo\xe6X'), '\x64' + chr(1880 - 1779) + chr(0b1100011) + '\x6f' + chr(0b1100100) + chr(0b1100101))('\165' + chr(5967 - 5851) + chr(5581 - 5479) + '\055' + chr(56)))(ehT0Px3KOsy9('\x30' + chr(0b1011100 + 0o23) + chr(625 - 576), 8))
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf6{|\xe6'), chr(0b101110 + 0o66) + '\x65' + chr(0b1100011) + '\157' + chr(100) + '\x65')(chr(8497 - 8380) + chr(0b1110100) + '\146' + '\055' + chr(0b10111 + 0o41)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe1ud\xe6'), chr(9950 - 9850) + chr(0b1011 + 0o132) + '\143' + '\x6f' + chr(0b101011 + 0o71) + chr(7520 - 7419))(chr(117) + '\164' + chr(0b1000110 + 0o40) + chr(45) + chr(0b111 + 0o61)))
|
fastai/fastai
|
fastai/vision/learner.py
|
cnn_config
|
def cnn_config(arch):
"Get the metadata associated with `arch`."
torch.backends.cudnn.benchmark = True
return model_meta.get(arch, _default_meta)
|
python
|
def cnn_config(arch):
"Get the metadata associated with `arch`."
torch.backends.cudnn.benchmark = True
return model_meta.get(arch, _default_meta)
|
[
"def",
"cnn_config",
"(",
"arch",
")",
":",
"torch",
".",
"backends",
".",
"cudnn",
".",
"benchmark",
"=",
"True",
"return",
"model_meta",
".",
"get",
"(",
"arch",
",",
"_default_meta",
")"
] |
Get the metadata associated with `arch`.
|
[
"Get",
"the",
"metadata",
"associated",
"with",
"arch",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/learner.py#L43-L46
|
train
|
Get the metadata associated with arch.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1100 + 0o143) + chr(0b110011) + chr(0b1001 + 0o55) + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110110) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000000 + 0o57) + chr(0b11 + 0o60) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(9360 - 9249) + chr(984 - 933) + '\x32' + chr(877 - 825), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + '\x30' + chr(926 - 877), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b1000 + 0o54) + chr(1105 - 1054), 0o10), ehT0Px3KOsy9(chr(756 - 708) + '\157' + chr(0b110001) + '\x34' + chr(0b100111 + 0o16), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b111 + 0o52) + '\061' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(11607 - 11496) + '\x36' + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + '\x30' + chr(0b10000 + 0o41), 8), ehT0Px3KOsy9(chr(2246 - 2198) + '\x6f' + chr(0b110101) + '\x37', 35622 - 35614), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(54) + '\x30', 48178 - 48170), ehT0Px3KOsy9('\x30' + chr(111) + '\x31' + chr(0b110011) + chr(48), 0o10), ehT0Px3KOsy9('\x30' + chr(0b111111 + 0o60) + chr(55), 37836 - 37828), ehT0Px3KOsy9(chr(1407 - 1359) + chr(0b100110 + 0o111) + chr(0b110001) + '\x33' + chr(146 - 91), 44806 - 44798), ehT0Px3KOsy9(chr(1287 - 1239) + '\157' + chr(0b1100 + 0o47) + '\062' + chr(53), 5753 - 5745), ehT0Px3KOsy9(chr(206 - 158) + chr(982 - 871) + chr(0b110001) + chr(0b110000) + '\x31', 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(55) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(0b1101111) + '\062' + '\x37', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49) + chr(774 - 726) + chr(2025 - 1973), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(323 - 274) + chr(1190 - 1135) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b111 + 0o52) + chr(52) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010 + 0o145) + '\x32' + chr(48) + chr(0b110111), 0o10), ehT0Px3KOsy9('\x30' + chr(3283 - 3172) + '\063' + '\065' + chr(54), 62222 - 62214), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + chr(51) + chr(0b110010), 12151 - 12143), ehT0Px3KOsy9(chr(0b110000) + chr(10615 - 10504) + chr(881 - 830) + chr(0b1010 + 0o46) + '\062', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b110101 + 0o72) + chr(51) + chr(1181 - 1128) + chr(54), 8), ehT0Px3KOsy9('\x30' + chr(0b100100 + 0o113) + chr(52) + '\064', 0b1000), ehT0Px3KOsy9(chr(2224 - 2176) + chr(0b1101111) + chr(1317 - 1266) + chr(0b101010 + 0o7) + chr(595 - 547), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b11001 + 0o31) + '\x36' + chr(51), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\x31' + '\x32' + chr(1929 - 1874), 59627 - 59619), ehT0Px3KOsy9(chr(0b110000) + chr(2196 - 2085) + chr(0b100101 + 0o21) + '\x37', 8), ehT0Px3KOsy9(chr(48) + chr(6442 - 6331) + chr(49) + chr(52) + chr(197 - 142), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b101010 + 0o105) + chr(0b100000 + 0o21) + chr(0b110000) + '\067', 39099 - 39091), ehT0Px3KOsy9('\060' + chr(111) + '\063' + '\x33' + chr(52), 21088 - 21080), ehT0Px3KOsy9('\x30' + chr(0b1010101 + 0o32) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + '\157' + chr(0b110010) + chr(50) + chr(53), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(0b110010) + '\x33', 0o10), ehT0Px3KOsy9(chr(1033 - 985) + chr(12052 - 11941) + '\x31' + chr(55) + '\x30', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110101) + chr(830 - 782), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xda'), chr(0b10 + 0o142) + chr(4707 - 4606) + chr(0b1100011) + chr(0b1101111) + '\x64' + '\x65')(chr(3719 - 3602) + chr(0b1110100) + chr(2689 - 2587) + chr(0b101101) + chr(0b10000 + 0o50)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def JUE6MxhZcxPT(Egm2lUT425Vb):
cEkFpYktkSeK.backends.cudnn.kTeGsyjoofT1 = ehT0Px3KOsy9('\x30' + '\157' + chr(49), 8)
return xafqLlk3kkUe(lR7O7fe31UXL, xafqLlk3kkUe(SXOLrMavuUCe(b'\x93Vu'), chr(6651 - 6551) + '\x65' + chr(0b1100011) + '\157' + '\x64' + chr(0b1100101))(chr(0b110100 + 0o101) + '\x74' + chr(7390 - 7288) + '\055' + chr(1530 - 1474)))(Egm2lUT425Vb, Z5s8F5UynaC5)
|
fastai/fastai
|
fastai/vision/learner.py
|
create_body
|
def create_body(arch:Callable, pretrained:bool=True, cut:Optional[Union[int, Callable]]=None):
"Cut off the body of a typically pretrained `model` at `cut` (int) or cut the model as specified by `cut(model)` (function)."
model = arch(pretrained)
cut = ifnone(cut, cnn_config(arch)['cut'])
if cut is None:
ll = list(enumerate(model.children()))
cut = next(i for i,o in reversed(ll) if has_pool_type(o))
if isinstance(cut, int): return nn.Sequential(*list(model.children())[:cut])
elif isinstance(cut, Callable): return cut(model)
else: raise NamedError("cut must be either integer or a function")
|
python
|
def create_body(arch:Callable, pretrained:bool=True, cut:Optional[Union[int, Callable]]=None):
"Cut off the body of a typically pretrained `model` at `cut` (int) or cut the model as specified by `cut(model)` (function)."
model = arch(pretrained)
cut = ifnone(cut, cnn_config(arch)['cut'])
if cut is None:
ll = list(enumerate(model.children()))
cut = next(i for i,o in reversed(ll) if has_pool_type(o))
if isinstance(cut, int): return nn.Sequential(*list(model.children())[:cut])
elif isinstance(cut, Callable): return cut(model)
else: raise NamedError("cut must be either integer or a function")
|
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] |
Cut off the body of a typically pretrained `model` at `cut` (int) or cut the model as specified by `cut(model)` (function).
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/learner.py#L53-L62
|
train
|
Cut off the body of a typically pretrained model at cut ( int or cut the model as specified by cut ( function ).
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1031 - 982) + chr(55) + chr(390 - 342), 24949 - 24941), ehT0Px3KOsy9(chr(1463 - 1415) + '\x6f' + chr(53) + chr(55), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(0b100010 + 0o20) + '\x30', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(0b1 + 0o57), 0b1000), ehT0Px3KOsy9(chr(441 - 393) + chr(0b1101111) + chr(53) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(0b101100 + 0o11) + '\x30', 18813 - 18805), ehT0Px3KOsy9(chr(48) + chr(0b10 + 0o155) + chr(0b110010) + chr(49) + chr(0b100 + 0o56), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b111010 + 0o65) + chr(0b10111 + 0o33) + chr(50) + '\x32', 47572 - 47564), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(51) + chr(50) + chr(52), 51749 - 51741), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\x6f' + chr(51) + chr(0b110000) + chr(0b10000 + 0o42), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(1572 - 1521) + '\x35', 61360 - 61352), ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\157' + chr(50) + chr(0b1010 + 0o50) + chr(0b1011 + 0o45), 8), ehT0Px3KOsy9(chr(48) + chr(0b1000110 + 0o51) + chr(0b1101 + 0o44) + '\061' + '\067', 60990 - 60982), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(0b1101111) + '\x31' + chr(0b1001 + 0o54) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\066' + chr(2039 - 1984), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(5914 - 5803) + chr(217 - 166) + chr(1395 - 1342) + '\x30', 8), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(0b110010) + '\067', 0b1000), ehT0Px3KOsy9(chr(1416 - 1368) + '\157' + chr(2263 - 2214) + chr(0b1111 + 0o42), 5321 - 5313), ehT0Px3KOsy9(chr(2003 - 1955) + '\x6f' + '\x31' + '\067' + chr(0b101100 + 0o13), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + chr(0b101000 + 0o10), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100111 + 0o13) + chr(0b101111 + 0o2) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(111) + chr(51) + chr(0b100 + 0o62), 0o10), ehT0Px3KOsy9('\060' + chr(2206 - 2095) + chr(0b110111) + chr(51), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(0b100010 + 0o16) + '\x31', 0b1000), ehT0Px3KOsy9(chr(48) + chr(11542 - 11431) + chr(627 - 576) + chr(0b100110 + 0o14) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(1854 - 1806) + '\x6f' + chr(2009 - 1960) + chr(407 - 358) + chr(2135 - 2082), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b101011 + 0o6) + chr(0b110001 + 0o1) + chr(55), 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + '\062', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(248 - 137) + chr(0b11 + 0o60) + chr(1307 - 1253) + chr(0b110100 + 0o1), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1001000 + 0o47) + chr(51) + '\x33' + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + chr(51), 50801 - 50793), ehT0Px3KOsy9(chr(48) + chr(0b111000 + 0o67) + chr(50) + '\x36' + '\065', 26717 - 26709), ehT0Px3KOsy9('\060' + '\157' + '\062' + '\065' + chr(0b100000 + 0o22), 0b1000), ehT0Px3KOsy9(chr(1367 - 1319) + '\157' + '\063' + '\x32', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1985 - 1935) + '\x35' + chr(323 - 270), 57198 - 57190), ehT0Px3KOsy9('\x30' + '\157' + '\x33' + chr(0b11010 + 0o33) + chr(1283 - 1228), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(434 - 384) + '\061' + chr(0b110011), 41592 - 41584), ehT0Px3KOsy9(chr(48) + chr(0b1000010 + 0o55) + chr(0b10001 + 0o43) + '\x31', 62791 - 62783), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b111110 + 0o61) + '\063' + chr(0b110100 + 0o2) + chr(0b110010), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\x6f' + '\x35' + '\x30', 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'V'), chr(0b1100100) + chr(7599 - 7498) + chr(0b1000111 + 0o34) + '\x6f' + chr(2515 - 2415) + chr(8478 - 8377))(chr(0b101001 + 0o114) + chr(4368 - 4252) + '\146' + '\055' + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def r_9kdvcNrEEl(Egm2lUT425Vb, _zRXz3YBqHFs=ehT0Px3KOsy9(chr(0b110000) + chr(8475 - 8364) + chr(0b110001 + 0o0), 0b1000), AwdaZB2Cpfsw=None):
FK0vqzZ5gPN6 = Egm2lUT425Vb(_zRXz3YBqHFs)
AwdaZB2Cpfsw = LZcHOm_c0BYj(AwdaZB2Cpfsw, JUE6MxhZcxPT(Egm2lUT425Vb)[xafqLlk3kkUe(SXOLrMavuUCe(b'\x1bZ\xe4'), '\x64' + chr(101) + chr(0b1010111 + 0o14) + '\157' + '\x64' + chr(0b1100101))('\165' + chr(0b110011 + 0o101) + '\146' + chr(1346 - 1301) + chr(2310 - 2254))])
if AwdaZB2Cpfsw is None:
_CMZlUu1cwiA = YyaZ4tpXu4lf(YlkZvXL8qwsX(FK0vqzZ5gPN6.fbmcheqacAus()))
AwdaZB2Cpfsw = nSwwHEeM4cxI((WVxHKyX45z_L for (WVxHKyX45z_L, gb6ab8SSTLgq) in RFiwrCZH9Ie6(_CMZlUu1cwiA) if Wb2n1Nz6eA4m(gb6ab8SSTLgq)))
if PlSM16l2KDPD(AwdaZB2Cpfsw, ehT0Px3KOsy9):
return xafqLlk3kkUe(YGzaUG18aF1F, xafqLlk3kkUe(SXOLrMavuUCe(b'+J\xe1eM\x86\xfe\xfb\xb5\xae'), chr(0b1100100) + chr(101) + chr(5026 - 4927) + chr(0b1101111) + chr(100) + '\145')('\165' + chr(4125 - 4009) + chr(102) + '\x2d' + chr(56)))(*YyaZ4tpXu4lf(xafqLlk3kkUe(FK0vqzZ5gPN6, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1eM\xfds@\x8d\xfb\xf3\xb7\x83\xa8\xe3'), chr(8490 - 8390) + '\145' + chr(0b100100 + 0o77) + chr(111) + chr(100) + chr(0b1100101))(chr(0b110101 + 0o100) + chr(0b1110100) + chr(0b1111 + 0o127) + chr(45) + chr(2127 - 2071)))())[:AwdaZB2Cpfsw])
elif PlSM16l2KDPD(AwdaZB2Cpfsw, TPYMKCdTAycN):
return AwdaZB2Cpfsw(FK0vqzZ5gPN6)
else:
raise K6splPPbz59h(xafqLlk3kkUe(SXOLrMavuUCe(b'\x1bZ\xe40E\x9d\xf9\xe6\xf4\xa0\xb8\xb0*\x04C\x802{_y\xe0j^\xa6\xb5?w}\x87\xfcr\x95\xcco\xc3\x8c\xffHp\x9c'), chr(278 - 178) + '\145' + chr(99) + chr(0b11100 + 0o123) + chr(0b1000100 + 0o40) + chr(101))(chr(11837 - 11720) + chr(0b1110100) + chr(1597 - 1495) + chr(45) + chr(865 - 809)))
|
fastai/fastai
|
fastai/vision/learner.py
|
create_head
|
def create_head(nf:int, nc:int, lin_ftrs:Optional[Collection[int]]=None, ps:Floats=0.5,
concat_pool:bool=True, bn_final:bool=False):
"Model head that takes `nf` features, runs through `lin_ftrs`, and about `nc` classes."
lin_ftrs = [nf, 512, nc] if lin_ftrs is None else [nf] + lin_ftrs + [nc]
ps = listify(ps)
if len(ps) == 1: ps = [ps[0]/2] * (len(lin_ftrs)-2) + ps
actns = [nn.ReLU(inplace=True)] * (len(lin_ftrs)-2) + [None]
pool = AdaptiveConcatPool2d() if concat_pool else nn.AdaptiveAvgPool2d(1)
layers = [pool, Flatten()]
for ni,no,p,actn in zip(lin_ftrs[:-1], lin_ftrs[1:], ps, actns):
layers += bn_drop_lin(ni, no, True, p, actn)
if bn_final: layers.append(nn.BatchNorm1d(lin_ftrs[-1], momentum=0.01))
return nn.Sequential(*layers)
|
python
|
def create_head(nf:int, nc:int, lin_ftrs:Optional[Collection[int]]=None, ps:Floats=0.5,
concat_pool:bool=True, bn_final:bool=False):
"Model head that takes `nf` features, runs through `lin_ftrs`, and about `nc` classes."
lin_ftrs = [nf, 512, nc] if lin_ftrs is None else [nf] + lin_ftrs + [nc]
ps = listify(ps)
if len(ps) == 1: ps = [ps[0]/2] * (len(lin_ftrs)-2) + ps
actns = [nn.ReLU(inplace=True)] * (len(lin_ftrs)-2) + [None]
pool = AdaptiveConcatPool2d() if concat_pool else nn.AdaptiveAvgPool2d(1)
layers = [pool, Flatten()]
for ni,no,p,actn in zip(lin_ftrs[:-1], lin_ftrs[1:], ps, actns):
layers += bn_drop_lin(ni, no, True, p, actn)
if bn_final: layers.append(nn.BatchNorm1d(lin_ftrs[-1], momentum=0.01))
return nn.Sequential(*layers)
|
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] |
Model head that takes `nf` features, runs through `lin_ftrs`, and about `nc` classes.
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/learner.py#L65-L77
|
train
|
Model head that takes nf features runs through lin_ftrs and about nc classes.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b11 + 0o57) + chr(0b110011) + chr(1837 - 1787), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(1631 - 1581) + chr(0b101100 + 0o12) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(111) + chr(0b110011) + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(0b110000 + 0o77) + '\x32' + '\066', 0o10), ehT0Px3KOsy9(chr(347 - 299) + chr(7634 - 7523) + chr(0b110001) + chr(0b110111) + chr(1831 - 1778), 48487 - 48479), ehT0Px3KOsy9(chr(1951 - 1903) + '\157' + '\x31' + chr(53), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(4048 - 3937) + chr(50) + chr(0b1111 + 0o43) + '\066', 0b1000), ehT0Px3KOsy9(chr(752 - 704) + chr(0b11 + 0o154) + chr(0b11000 + 0o33) + chr(505 - 450) + chr(0b11110 + 0o24), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(50) + '\x31', 64974 - 64966), ehT0Px3KOsy9('\x30' + '\x6f' + '\067' + chr(48), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b101110 + 0o5) + chr(2039 - 1991) + chr(55), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(1615 - 1566) + '\060' + '\061', 41372 - 41364), ehT0Px3KOsy9(chr(48) + '\157' + chr(548 - 498) + '\065' + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(531 - 476) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(148 - 100) + chr(0b10100 + 0o133) + '\062' + chr(68 - 20), 0b1000), ehT0Px3KOsy9('\060' + chr(10127 - 10016) + chr(0b11111 + 0o23) + chr(313 - 261) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(0b110101) + chr(0b110100), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(2655 - 2601) + chr(0b1111 + 0o42), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(0b1001 + 0o52) + chr(49), 55796 - 55788), ehT0Px3KOsy9('\x30' + chr(4104 - 3993) + chr(0b110010) + chr(0b110010 + 0o2) + '\x34', 0o10), ehT0Px3KOsy9('\x30' + chr(0b11000 + 0o127) + '\063' + chr(0b111 + 0o56) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(427 - 379) + chr(111) + '\061' + chr(0b100010 + 0o24) + '\x30', 39263 - 39255), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2318 - 2268) + '\x31' + chr(0b11100 + 0o26), 0b1000), ehT0Px3KOsy9(chr(281 - 233) + chr(111) + chr(0b1100 + 0o45) + chr(0b110100) + chr(300 - 248), 0o10), ehT0Px3KOsy9(chr(750 - 702) + chr(111) + chr(0b100001 + 0o22) + chr(443 - 395) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + chr(0b110001) + chr(0b11000 + 0o33), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(1785 - 1734) + '\062' + chr(0b100011 + 0o24), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + '\061' + chr(622 - 569), 0b1000), ehT0Px3KOsy9(chr(1974 - 1926) + chr(0b1101111) + chr(51) + '\x31' + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(243 - 193) + '\061' + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + chr(7699 - 7588) + chr(0b110011) + '\x35' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(134 - 86) + '\157' + chr(0b110001) + '\x35' + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(2733 - 2622) + chr(973 - 922) + '\060' + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001) + chr(51) + '\x36', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1089 - 1040) + '\x37' + chr(671 - 618), 8), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(10667 - 10556) + chr(0b10001 + 0o41) + '\060' + chr(0b11101 + 0o26), 11135 - 11127), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010010 + 0o35) + chr(55) + chr(1825 - 1777), 8), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(111) + chr(51) + '\063' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(249 - 201) + chr(0b111001 + 0o66) + chr(978 - 929) + chr(50) + chr(0b110101), 18825 - 18817), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110111) + chr(2410 - 2358), 47508 - 47500)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(111) + chr(53) + chr(48), 18289 - 18281)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xb4'), chr(100) + chr(0b1010011 + 0o22) + chr(99) + chr(111) + chr(9885 - 9785) + '\x65')(chr(9772 - 9655) + '\164' + chr(0b1100110) + chr(0b10100 + 0o31) + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def tsTSc3U0ColB(wSiB_OuMoqkm, hAyzt8r6DLE7, Z3ArR1dk251m=None, ZHRQMbqSJ1vg=0.5, rGq8rukEWAk6=ehT0Px3KOsy9('\x30' + '\157' + '\061', 41165 - 41157), msUhZqN9zG1l=ehT0Px3KOsy9('\x30' + chr(2850 - 2739) + '\060', 0b1000)):
Z3ArR1dk251m = [wSiB_OuMoqkm, ehT0Px3KOsy9('\060' + chr(11886 - 11775) + '\x31' + chr(0b110000) + chr(48) + chr(0b110000), 0b1000), hAyzt8r6DLE7] if Z3ArR1dk251m is None else [wSiB_OuMoqkm] + Z3ArR1dk251m + [hAyzt8r6DLE7]
ZHRQMbqSJ1vg = XFSR0qhtb0bq(ZHRQMbqSJ1vg)
if c2A0yzQpDQB3(ZHRQMbqSJ1vg) == ehT0Px3KOsy9(chr(48) + chr(0b1100100 + 0o13) + '\061', 8):
ZHRQMbqSJ1vg = [ZHRQMbqSJ1vg[ehT0Px3KOsy9('\060' + chr(2974 - 2863) + '\x30', 8)] / ehT0Px3KOsy9('\060' + chr(2610 - 2499) + '\x32', 5563 - 5555)] * (c2A0yzQpDQB3(Z3ArR1dk251m) - ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010), 8)) + ZHRQMbqSJ1vg
f4T8jQR2br82 = [YGzaUG18aF1F.ReLU(inplace=ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49), 8))] * (c2A0yzQpDQB3(Z3ArR1dk251m) - ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100000 + 0o22), 8)) + [None]
qsPHwJ5jT7iz = DVk7K_2LENq6() if rGq8rukEWAk6 else YGzaUG18aF1F.AdaptiveAvgPool2d(ehT0Px3KOsy9(chr(99 - 51) + chr(6528 - 6417) + chr(49), 8))
sGi5Aql23May = [qsPHwJ5jT7iz, ILx9Z0rnS1ZR()]
for (Ww3kqtkumeiU, sHu2F4xl6xPX, UyakMW2IMFEj, o3GLm29hKSTX) in pZ0NK2y6HRbn(Z3ArR1dk251m[:-ehT0Px3KOsy9('\x30' + chr(111) + chr(49), 8)], Z3ArR1dk251m[ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2392 - 2343), 8):], ZHRQMbqSJ1vg, f4T8jQR2br82):
sGi5Aql23May += xEsQ6JZEeSIM(Ww3kqtkumeiU, sHu2F4xl6xPX, ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b110 + 0o151) + '\x31', 8), UyakMW2IMFEj, o3GLm29hKSTX)
if msUhZqN9zG1l:
xafqLlk3kkUe(sGi5Aql23May, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfb\xc3ls\x13i'), '\x64' + chr(101) + chr(6522 - 6423) + chr(111) + chr(9465 - 9365) + chr(5971 - 5870))(chr(0b1010110 + 0o37) + '\164' + chr(1630 - 1528) + chr(0b110 + 0o47) + chr(0b10100 + 0o44)))(xafqLlk3kkUe(YGzaUG18aF1F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd8\xd2hu\x15C\xf9\x88<\t\xa3'), '\144' + '\x65' + chr(0b1100011) + chr(0b110010 + 0o75) + chr(100) + chr(0b1100101))(chr(4207 - 4090) + '\164' + chr(0b1000111 + 0o37) + chr(0b0 + 0o55) + chr(0b111000)))(Z3ArR1dk251m[-ehT0Px3KOsy9('\060' + chr(111) + chr(49), 8)], momentum=0.01))
return xafqLlk3kkUe(YGzaUG18aF1F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc9\xd6mc\x18c\xe2\x930T'), '\144' + '\x65' + '\x63' + chr(0b1101111) + chr(1231 - 1131) + chr(101))(chr(0b1000 + 0o155) + chr(0b100011 + 0o121) + chr(0b1100110) + chr(0b100001 + 0o14) + '\070'))(*sGi5Aql23May)
|
fastai/fastai
|
fastai/vision/learner.py
|
create_cnn_model
|
def create_cnn_model(base_arch:Callable, nc:int, cut:Union[int,Callable]=None, pretrained:bool=True,
lin_ftrs:Optional[Collection[int]]=None, ps:Floats=0.5, custom_head:Optional[nn.Module]=None,
split_on:Optional[SplitFuncOrIdxList]=None, bn_final:bool=False, concat_pool:bool=True):
"Create custom convnet architecture"
body = create_body(base_arch, pretrained, cut)
if custom_head is None:
nf = num_features_model(nn.Sequential(*body.children())) * (2 if concat_pool else 1)
head = create_head(nf, nc, lin_ftrs, ps=ps, concat_pool=concat_pool, bn_final=bn_final)
else: head = custom_head
return nn.Sequential(body, head)
|
python
|
def create_cnn_model(base_arch:Callable, nc:int, cut:Union[int,Callable]=None, pretrained:bool=True,
lin_ftrs:Optional[Collection[int]]=None, ps:Floats=0.5, custom_head:Optional[nn.Module]=None,
split_on:Optional[SplitFuncOrIdxList]=None, bn_final:bool=False, concat_pool:bool=True):
"Create custom convnet architecture"
body = create_body(base_arch, pretrained, cut)
if custom_head is None:
nf = num_features_model(nn.Sequential(*body.children())) * (2 if concat_pool else 1)
head = create_head(nf, nc, lin_ftrs, ps=ps, concat_pool=concat_pool, bn_final=bn_final)
else: head = custom_head
return nn.Sequential(body, head)
|
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] |
Create custom convnet architecture
|
[
"Create",
"custom",
"convnet",
"architecture"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/learner.py#L79-L88
|
train
|
Create custom convnet architecture
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(111) + '\x34' + chr(52), 54131 - 54123), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(806 - 756) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1000 + 0o147) + chr(50) + '\066' + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1011101 + 0o22) + chr(0b110001) + chr(0b101111 + 0o1) + chr(53), 0b1000), ehT0Px3KOsy9(chr(1633 - 1585) + '\157' + chr(0b1000 + 0o52) + chr(0b10011 + 0o43) + chr(1091 - 1040), 59068 - 59060), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101001 + 0o11) + chr(0b110100) + '\060', 25629 - 25621), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + chr(0b110011) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b10 + 0o155) + chr(49) + chr(0b110011) + chr(981 - 933), 37209 - 37201), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\x6f' + chr(0b110001) + '\x35', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(0b110000) + chr(54), 18060 - 18052), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b101111 + 0o1), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + chr(0b110001) + chr(2597 - 2544), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + chr(0b110000 + 0o7) + chr(1968 - 1916), 54171 - 54163), ehT0Px3KOsy9(chr(1622 - 1574) + chr(5860 - 5749) + chr(0b110011) + chr(1240 - 1185) + chr(2389 - 2334), 0o10), ehT0Px3KOsy9(chr(886 - 838) + chr(111) + '\x31' + chr(0b110101) + chr(52), 16940 - 16932), ehT0Px3KOsy9(chr(1439 - 1391) + chr(2547 - 2436) + '\062' + '\x36' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(2236 - 2185) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(2615 - 2562) + chr(0b1 + 0o61), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + '\067' + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + chr(0b101110 + 0o2) + chr(1866 - 1816), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x32' + chr(0b110101) + '\x34', 45531 - 45523), ehT0Px3KOsy9(chr(0b110000) + chr(5136 - 5025) + chr(0b1011 + 0o46) + chr(2503 - 2451) + chr(349 - 294), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(50) + '\x35' + chr(0b110101), 0o10), ehT0Px3KOsy9('\060' + chr(373 - 262) + chr(0b111 + 0o54) + '\x37' + chr(48), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b101011 + 0o6) + '\062' + chr(0b11111 + 0o23), 12058 - 12050), ehT0Px3KOsy9('\060' + chr(111) + '\063' + chr(0b110000) + chr(49), 34235 - 34227), ehT0Px3KOsy9(chr(48) + chr(11166 - 11055) + chr(0b110010) + chr(53) + '\065', 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2101 - 2051) + chr(49) + chr(0b110101 + 0o2), 37479 - 37471), ehT0Px3KOsy9(chr(966 - 918) + chr(111) + chr(51) + '\x37' + '\x34', 8), ehT0Px3KOsy9(chr(1062 - 1014) + chr(12169 - 12058) + '\x33' + chr(2810 - 2756) + '\067', 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(0b0 + 0o61) + chr(0b110111) + chr(0b10010 + 0o40), 28538 - 28530), ehT0Px3KOsy9('\x30' + chr(0b1101001 + 0o6) + '\061' + chr(48) + chr(0b110100), 43441 - 43433), ehT0Px3KOsy9('\x30' + chr(0b101111 + 0o100) + chr(1132 - 1081) + '\066', 0b1000), ehT0Px3KOsy9(chr(1825 - 1777) + chr(0b1110 + 0o141) + chr(2248 - 2197) + '\x32' + chr(0b110110), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(1657 - 1602), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(49) + '\x36' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(1358 - 1310) + chr(6726 - 6615) + chr(49) + chr(1087 - 1039) + chr(0b10110 + 0o40), 0o10), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\157' + chr(2274 - 2224) + chr(691 - 643) + chr(2126 - 2074), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b11101 + 0o122) + '\x32' + chr(0b10100 + 0o43) + chr(0b10010 + 0o37), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(2585 - 2474) + '\065' + '\060', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\n'), '\x64' + chr(101) + chr(0b10111 + 0o114) + chr(0b1101111) + chr(0b1100 + 0o130) + chr(101))(chr(117) + chr(116) + chr(5818 - 5716) + chr(45) + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def hE5bLS7Tej6V(qWMFuJL6L2on, hAyzt8r6DLE7, AwdaZB2Cpfsw=None, _zRXz3YBqHFs=ehT0Px3KOsy9(chr(48) + chr(0b1001 + 0o146) + '\x31', 0b1000), Z3ArR1dk251m=None, ZHRQMbqSJ1vg=0.5, dqHNhcNTntIg=None, jzAg66I5ISqS=None, msUhZqN9zG1l=ehT0Px3KOsy9(chr(971 - 923) + '\x6f' + chr(48), 8), rGq8rukEWAk6=ehT0Px3KOsy9(chr(0b110000) + chr(2138 - 2027) + chr(0b1101 + 0o44), 8)):
TD8C81EGml3n = r_9kdvcNrEEl(qWMFuJL6L2on, _zRXz3YBqHFs, AwdaZB2Cpfsw)
if dqHNhcNTntIg is None:
wSiB_OuMoqkm = vHU1At9zp77o(YGzaUG18aF1F.Sequential(*TD8C81EGml3n.fbmcheqacAus())) * (ehT0Px3KOsy9('\060' + '\157' + '\x32', ord("\x08")) if rGq8rukEWAk6 else ehT0Px3KOsy9(chr(771 - 723) + chr(1737 - 1626) + chr(0b110001), 8))
jTNf3myQ667Q = tsTSc3U0ColB(wSiB_OuMoqkm, hAyzt8r6DLE7, Z3ArR1dk251m, ps=ZHRQMbqSJ1vg, concat_pool=rGq8rukEWAk6, bn_final=msUhZqN9zG1l)
else:
jTNf3myQ667Q = dqHNhcNTntIg
return xafqLlk3kkUe(YGzaUG18aF1F, xafqLlk3kkUe(SXOLrMavuUCe(b'wt\xc4s \xdd\xd449a'), chr(0b1100100) + '\x65' + chr(1037 - 938) + chr(0b1101111) + '\144' + chr(2029 - 1928))(chr(5443 - 5326) + '\x74' + chr(0b1000010 + 0o44) + '\055' + chr(56)))(TD8C81EGml3n, jTNf3myQ667Q)
|
fastai/fastai
|
fastai/vision/learner.py
|
cnn_learner
|
def cnn_learner(data:DataBunch, base_arch:Callable, cut:Union[int,Callable]=None, pretrained:bool=True,
lin_ftrs:Optional[Collection[int]]=None, ps:Floats=0.5, custom_head:Optional[nn.Module]=None,
split_on:Optional[SplitFuncOrIdxList]=None, bn_final:bool=False, init=nn.init.kaiming_normal_,
concat_pool:bool=True, **kwargs:Any)->Learner:
"Build convnet style learner."
meta = cnn_config(base_arch)
model = create_cnn_model(base_arch, data.c, cut, pretrained, lin_ftrs, ps=ps, custom_head=custom_head,
split_on=split_on, bn_final=bn_final, concat_pool=concat_pool)
learn = Learner(data, model, **kwargs)
learn.split(split_on or meta['split'])
if pretrained: learn.freeze()
if init: apply_init(model[1], init)
return learn
|
python
|
def cnn_learner(data:DataBunch, base_arch:Callable, cut:Union[int,Callable]=None, pretrained:bool=True,
lin_ftrs:Optional[Collection[int]]=None, ps:Floats=0.5, custom_head:Optional[nn.Module]=None,
split_on:Optional[SplitFuncOrIdxList]=None, bn_final:bool=False, init=nn.init.kaiming_normal_,
concat_pool:bool=True, **kwargs:Any)->Learner:
"Build convnet style learner."
meta = cnn_config(base_arch)
model = create_cnn_model(base_arch, data.c, cut, pretrained, lin_ftrs, ps=ps, custom_head=custom_head,
split_on=split_on, bn_final=bn_final, concat_pool=concat_pool)
learn = Learner(data, model, **kwargs)
learn.split(split_on or meta['split'])
if pretrained: learn.freeze()
if init: apply_init(model[1], init)
return learn
|
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] |
Build convnet style learner.
|
[
"Build",
"convnet",
"style",
"learner",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/learner.py#L90-L102
|
train
|
Build convnet style learner.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\x6f' + chr(53) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(5286 - 5175) + chr(50) + chr(1639 - 1584) + chr(1845 - 1794), 21067 - 21059), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b101110 + 0o4) + '\x32', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x35' + chr(51), 19444 - 19436), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(5517 - 5406) + chr(0b110011) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + chr(52) + chr(1087 - 1038), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(54) + chr(1220 - 1167), 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(0b1010111 + 0o30) + chr(0b110011) + chr(2550 - 2497) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(1287 - 1236) + chr(2139 - 2085) + chr(0b11011 + 0o27), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + chr(1592 - 1539) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1010110 + 0o31) + '\x33' + chr(0b11100 + 0o24) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + '\061' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b10110 + 0o131) + chr(0b110100) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(111) + chr(1239 - 1189) + chr(0b100111 + 0o17) + '\x36', 4170 - 4162), ehT0Px3KOsy9('\060' + chr(0b1001100 + 0o43) + chr(0b1111 + 0o44) + chr(950 - 897) + '\x30', 8), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b10001 + 0o136) + chr(704 - 654) + '\x36' + chr(2562 - 2507), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1781 - 1731) + chr(53) + chr(1411 - 1359), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11101 + 0o26) + chr(0b110111) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b101011 + 0o104) + chr(0b10001 + 0o42) + chr(933 - 884) + '\062', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(53) + chr(51), 8), ehT0Px3KOsy9(chr(665 - 617) + '\157' + '\063' + chr(53) + chr(0b110110), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + '\060' + chr(0b110111), 63004 - 62996), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + chr(0b100000 + 0o23) + '\x34' + '\x37', 1389 - 1381), ehT0Px3KOsy9(chr(0b110000) + chr(1006 - 895) + chr(0b11010 + 0o27) + chr(50) + '\x33', 57422 - 57414), ehT0Px3KOsy9(chr(1412 - 1364) + chr(4760 - 4649) + '\061' + '\060' + '\066', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1100101 + 0o12) + chr(1035 - 986) + '\x35' + chr(0b1101 + 0o45), 0b1000), ehT0Px3KOsy9(chr(48) + chr(1205 - 1094) + chr(0b101110 + 0o2), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100001 + 0o116) + chr(50) + '\062' + chr(0b1011 + 0o47), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(3801 - 3690) + '\063' + chr(0b110110) + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + chr(6338 - 6227) + '\066' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b11100 + 0o123) + chr(1613 - 1563) + chr(1869 - 1815), ord("\x08")), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(0b100100 + 0o113) + chr(0b110001) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101101 + 0o2) + '\x36' + chr(0b11010 + 0o26), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1519 - 1470) + '\x35', 56980 - 56972), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\x6f' + chr(0b0 + 0o63) + chr(1771 - 1720) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(9543 - 9432) + chr(51) + chr(0b110100 + 0o3) + '\066', 8), ehT0Px3KOsy9(chr(48) + chr(0b11 + 0o154) + '\062' + '\060' + '\063', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + chr(0b101011 + 0o13) + '\062', 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(648 - 596) + chr(987 - 937), 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b1101111) + '\063' + chr(152 - 97) + chr(0b11101 + 0o32), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(225 - 177) + chr(0b1101111) + '\065' + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x07'), chr(0b1100100) + '\145' + '\143' + chr(0b10000 + 0o137) + chr(4870 - 4770) + chr(101))('\x75' + chr(0b1101111 + 0o5) + '\x66' + chr(0b101101) + chr(0b10100 + 0o44)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def QtL67NujWsO6(ULnjp6D6efFH, qWMFuJL6L2on, AwdaZB2Cpfsw=None, _zRXz3YBqHFs=ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b11000 + 0o31), 0b1000), Z3ArR1dk251m=None, ZHRQMbqSJ1vg=0.5, dqHNhcNTntIg=None, jzAg66I5ISqS=None, msUhZqN9zG1l=ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\157' + chr(0b110000), 8), A5GIpkDsgP4U=xafqLlk3kkUe(YGzaUG18aF1F.init, xafqLlk3kkUe(SXOLrMavuUCe(b'B\xda{Fr\x8fR\xb7\x9c\x02\xb4\xa2B\xda\xb7'), chr(5723 - 5623) + chr(0b11111 + 0o106) + chr(1282 - 1183) + chr(2244 - 2133) + chr(100) + chr(0b10100 + 0o121))('\165' + chr(9952 - 9836) + '\146' + chr(1860 - 1815) + chr(0b111000))), rGq8rukEWAk6=ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49), 8), **M8EIoTs2GJXE) -> jpqoM0mG1T9j:
Ddxy_ihdYXS3 = JUE6MxhZcxPT(qWMFuJL6L2on)
FK0vqzZ5gPN6 = hE5bLS7Tej6V(qWMFuJL6L2on, ULnjp6D6efFH.qzn1Ctg9WgNh, AwdaZB2Cpfsw, _zRXz3YBqHFs, Z3ArR1dk251m, ps=ZHRQMbqSJ1vg, custom_head=dqHNhcNTntIg, split_on=jzAg66I5ISqS, bn_final=msUhZqN9zG1l, concat_pool=rGq8rukEWAk6)
C6wSU7u_KSZF = jpqoM0mG1T9j(ULnjp6D6efFH, FK0vqzZ5gPN6, **M8EIoTs2GJXE)
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'Z\xcb~Bo'), '\144' + chr(0b111100 + 0o51) + chr(0b1100011) + chr(5032 - 4921) + chr(0b1100100) + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(0b1100110) + '\055' + chr(2304 - 2248)))(jzAg66I5ISqS or Ddxy_ihdYXS3[xafqLlk3kkUe(SXOLrMavuUCe(b'Z\xcb~Bo'), chr(5466 - 5366) + chr(4765 - 4664) + chr(0b1100011) + chr(12308 - 12197) + '\144' + chr(0b110 + 0o137))(chr(0b1110101) + '\x74' + chr(102) + chr(45) + chr(111 - 55))])
if _zRXz3YBqHFs:
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'O\xc9wNa\x84'), '\x64' + chr(101) + chr(0b1011111 + 0o4) + chr(111) + '\144' + '\x65')('\x75' + chr(0b110 + 0o156) + '\x66' + '\x2d' + chr(0b1010 + 0o56)))()
if A5GIpkDsgP4U:
AEJi2evlsDIW(FK0vqzZ5gPN6[ehT0Px3KOsy9('\060' + chr(111) + '\x31', 8)], A5GIpkDsgP4U)
return C6wSU7u_KSZF
|
fastai/fastai
|
fastai/vision/learner.py
|
unet_learner
|
def unet_learner(data:DataBunch, arch:Callable, pretrained:bool=True, blur_final:bool=True,
norm_type:Optional[NormType]=NormType, split_on:Optional[SplitFuncOrIdxList]=None, blur:bool=False,
self_attention:bool=False, y_range:Optional[Tuple[float,float]]=None, last_cross:bool=True,
bottle:bool=False, cut:Union[int,Callable]=None, **learn_kwargs:Any)->Learner:
"Build Unet learner from `data` and `arch`."
meta = cnn_config(arch)
body = create_body(arch, pretrained, cut)
model = to_device(models.unet.DynamicUnet(body, n_classes=data.c, blur=blur, blur_final=blur_final,
self_attention=self_attention, y_range=y_range, norm_type=norm_type, last_cross=last_cross,
bottle=bottle), data.device)
learn = Learner(data, model, **learn_kwargs)
learn.split(ifnone(split_on, meta['split']))
if pretrained: learn.freeze()
apply_init(model[2], nn.init.kaiming_normal_)
return learn
|
python
|
def unet_learner(data:DataBunch, arch:Callable, pretrained:bool=True, blur_final:bool=True,
norm_type:Optional[NormType]=NormType, split_on:Optional[SplitFuncOrIdxList]=None, blur:bool=False,
self_attention:bool=False, y_range:Optional[Tuple[float,float]]=None, last_cross:bool=True,
bottle:bool=False, cut:Union[int,Callable]=None, **learn_kwargs:Any)->Learner:
"Build Unet learner from `data` and `arch`."
meta = cnn_config(arch)
body = create_body(arch, pretrained, cut)
model = to_device(models.unet.DynamicUnet(body, n_classes=data.c, blur=blur, blur_final=blur_final,
self_attention=self_attention, y_range=y_range, norm_type=norm_type, last_cross=last_cross,
bottle=bottle), data.device)
learn = Learner(data, model, **learn_kwargs)
learn.split(ifnone(split_on, meta['split']))
if pretrained: learn.freeze()
apply_init(model[2], nn.init.kaiming_normal_)
return learn
|
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] |
Build Unet learner from `data` and `arch`.
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/learner.py#L108-L122
|
train
|
Build Unet learner from data and arch.
|
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SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(742 - 694) + '\157' + '\062' + chr(74 - 21) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(138 - 90) + '\x6f' + chr(50) + chr(0b101001 + 0o12) + '\067', 1254 - 1246), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(52) + chr(0b110000), 54712 - 54704), ehT0Px3KOsy9('\x30' + chr(0b110001 + 0o76) + chr(0b110001) + chr(0b110001) + chr(787 - 738), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + '\065' + '\064', 14428 - 14420), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + '\x37' + chr(0b100 + 0o56), 0o10), ehT0Px3KOsy9('\x30' + chr(0b111011 + 0o64) + chr(50) + chr(604 - 550) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b10010 + 0o41) + chr(48) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1010 + 0o47) + chr(55), 0b1000), ehT0Px3KOsy9(chr(1466 - 1418) + '\x6f' + chr(1097 - 1046) + '\x37' + '\x31', 0o10), ehT0Px3KOsy9('\x30' + chr(0b101000 + 0o107) + chr(0b110010) + chr(0b110101), 7153 - 7145), ehT0Px3KOsy9(chr(2112 - 2064) + chr(0b1101111) + chr(0b110010) + '\061' + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\x6f' + chr(0b110 + 0o55) + chr(0b1111 + 0o47) + chr(1363 - 1312), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(1059 - 1008) + chr(1149 - 1094) + chr(987 - 937), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b101010 + 0o10) + '\060' + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(671 - 623) + chr(111) + chr(0b11010 + 0o30) + chr(50) + chr(0b100000 + 0o20), 0b1000), ehT0Px3KOsy9(chr(687 - 639) + chr(0b100111 + 0o110) + '\x32' + chr(0b110101) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x32' + '\x37' + chr(0b100000 + 0o26), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\063' + chr(0b1000 + 0o51) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b10 + 0o155) + '\063' + '\067' + chr(0b110110), 22691 - 22683), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + '\x34', 65112 - 65104), ehT0Px3KOsy9('\060' + chr(0b1100011 + 0o14) + '\x31' + chr(55) + chr(0b101000 + 0o10), 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\157' + chr(634 - 585) + chr(49) + chr(0b101110 + 0o2), 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\x6f' + chr(51) + '\x36' + '\x31', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b10 + 0o155) + '\062' + chr(0b101001 + 0o12) + chr(0b101001 + 0o10), 0o10), ehT0Px3KOsy9('\x30' + chr(4107 - 3996) + '\065' + chr(0b110000), 37192 - 37184), ehT0Px3KOsy9(chr(48) + chr(10777 - 10666) + chr(2271 - 2220) + chr(0b11110 + 0o25) + chr(1433 - 1382), 0o10), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(111) + '\063' + '\061' + chr(0b1111 + 0o42), 8), ehT0Px3KOsy9(chr(244 - 196) + chr(0b1101111) + chr(50) + chr(1844 - 1790) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(81 - 33) + chr(0b10000 + 0o137) + '\x31' + chr(1719 - 1666) + chr(1632 - 1578), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + chr(0b100100 + 0o14), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b1 + 0o61) + '\x30' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(861 - 813) + chr(0b1101111) + chr(2115 - 2066) + '\x33' + chr(1202 - 1149), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100000 + 0o17) + chr(49) + chr(2203 - 2149) + '\065', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(51) + chr(0b110101), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + '\062', 8743 - 8735), ehT0Px3KOsy9(chr(0b1000 + 0o50) + '\157' + chr(0b110010) + chr(53) + '\x32', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\x32' + chr(0b110100) + chr(48), 18820 - 18812), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10 + 0o61) + chr(0b101111 + 0o6) + chr(0b110001), 42478 - 42470), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101101 + 0o2) + chr(0b110011) + chr(52) + chr(0b100111 + 0o13), 6198 - 6190)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b101000 + 0o10) + '\157' + chr(268 - 215) + chr(1119 - 1071), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x82'), chr(4827 - 4727) + chr(101) + chr(99) + chr(111) + chr(278 - 178) + chr(0b1100101))(chr(6392 - 6275) + '\x74' + '\146' + chr(0b111 + 0o46) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def X0kwl0dJmMlU(ULnjp6D6efFH, Egm2lUT425Vb, _zRXz3YBqHFs=ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b110 + 0o151) + '\x31', 0o10), E6JRBVB5GdD3=ehT0Px3KOsy9(chr(0b1000 + 0o50) + '\157' + '\061', 8), LE5Fu6Tcl7nw=gTSueI28jAKt, jzAg66I5ISqS=None, fseF9zl8E25R=ehT0Px3KOsy9('\060' + chr(0b1101111) + '\060', 0o10), ShzUpo0QT_BS=ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(111) + chr(0b110000), 8), CXUrdllomOcE=None, bUzQACDxhwR5=ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1 + 0o60), 8), hSNFajZ7gRf5=ehT0Px3KOsy9(chr(0b10010 + 0o36) + '\x6f' + chr(0b110000), 8), AwdaZB2Cpfsw=None, **NONyM6I_BiDH) -> jpqoM0mG1T9j:
Ddxy_ihdYXS3 = JUE6MxhZcxPT(Egm2lUT425Vb)
TD8C81EGml3n = r_9kdvcNrEEl(Egm2lUT425Vb, _zRXz3YBqHFs, AwdaZB2Cpfsw)
FK0vqzZ5gPN6 = ykXPTSvrSduT(wmo1XKbHVO0m.unet.DynamicUnet(TD8C81EGml3n, n_classes=ULnjp6D6efFH.qzn1Ctg9WgNh, blur=fseF9zl8E25R, blur_final=E6JRBVB5GdD3, self_attention=ShzUpo0QT_BS, y_range=CXUrdllomOcE, norm_type=LE5Fu6Tcl7nw, last_cross=bUzQACDxhwR5, bottle=hSNFajZ7gRf5), ULnjp6D6efFH.device)
C6wSU7u_KSZF = jpqoM0mG1T9j(ULnjp6D6efFH, FK0vqzZ5gPN6, **NONyM6I_BiDH)
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdf\xef\x0c \x18'), '\144' + chr(2536 - 2435) + '\x63' + '\157' + chr(0b1100100) + '\x65')(chr(4117 - 4000) + chr(116) + chr(3582 - 3480) + chr(45) + chr(673 - 617)))(LZcHOm_c0BYj(jzAg66I5ISqS, Ddxy_ihdYXS3[xafqLlk3kkUe(SXOLrMavuUCe(b'\xdf\xef\x0c \x18'), '\x64' + chr(0b111010 + 0o53) + chr(0b11111 + 0o104) + '\x6f' + chr(100) + chr(0b1011101 + 0o10))(chr(10376 - 10259) + '\x74' + chr(0b111100 + 0o52) + chr(45) + chr(56))]))
if _zRXz3YBqHFs:
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xca\xed\x05,\x16\x9f'), chr(0b1000001 + 0o43) + chr(1207 - 1106) + chr(617 - 518) + chr(111) + chr(0b1100100 + 0o0) + '\x65')(chr(9898 - 9781) + '\164' + '\x66' + chr(582 - 537) + '\x38'))()
AEJi2evlsDIW(FK0vqzZ5gPN6[ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1011110 + 0o21) + chr(50), ord("\x08"))], xafqLlk3kkUe(YGzaUG18aF1F.init, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc7\xfe\t$\x05\x94\xd7\x9fa\x96g\xe3\x92\x96\xde'), '\144' + '\145' + '\143' + chr(0b111 + 0o150) + chr(3903 - 3803) + chr(0b1100101))('\165' + chr(12231 - 12115) + '\146' + chr(1662 - 1617) + chr(56))))
return C6wSU7u_KSZF
|
fastai/fastai
|
fastai/vision/learner.py
|
_cl_int_from_learner
|
def _cl_int_from_learner(cls, learn:Learner, ds_type:DatasetType=DatasetType.Valid, tta=False):
"Create an instance of `ClassificationInterpretation`. `tta` indicates if we want to use Test Time Augmentation."
preds = learn.TTA(ds_type=ds_type, with_loss=True) if tta else learn.get_preds(ds_type=ds_type, with_loss=True)
return cls(learn, *preds, ds_type=ds_type)
|
python
|
def _cl_int_from_learner(cls, learn:Learner, ds_type:DatasetType=DatasetType.Valid, tta=False):
"Create an instance of `ClassificationInterpretation`. `tta` indicates if we want to use Test Time Augmentation."
preds = learn.TTA(ds_type=ds_type, with_loss=True) if tta else learn.get_preds(ds_type=ds_type, with_loss=True)
return cls(learn, *preds, ds_type=ds_type)
|
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] |
Create an instance of `ClassificationInterpretation`. `tta` indicates if we want to use Test Time Augmentation.
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/learner.py#L125-L128
|
train
|
Create an instance of ClassificationInterpretation. tta indicates if we want to use Test Time Augmentation.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(639 - 591) + chr(0b1101111) + chr(51) + '\067' + chr(0b110100), 61595 - 61587), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(8724 - 8613) + '\062' + chr(0b110111) + '\x36', 0b1000), ehT0Px3KOsy9(chr(1911 - 1863) + chr(0b1101111) + chr(49) + chr(0b110100) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(2435 - 2324) + '\061' + '\x34' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(1114 - 1066) + '\x6f' + chr(0b110001) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(1329 - 1281) + chr(8470 - 8359) + chr(0b10100 + 0o36) + '\x30', 49952 - 49944), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(0b110001) + chr(1283 - 1232), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\062' + '\x31' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(111) + chr(51) + '\x37' + chr(50), 12621 - 12613), ehT0Px3KOsy9('\060' + '\157' + '\x37' + chr(0b101000 + 0o11), 8796 - 8788), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(111) + chr(294 - 244) + chr(0b10010 + 0o45), 0b1000), ehT0Px3KOsy9(chr(48) + chr(6134 - 6023) + chr(0b11010 + 0o30) + chr(0b110101) + chr(0b1101 + 0o46), 52761 - 52753), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110100) + chr(0b100 + 0o54), 0b1000), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1100101 + 0o12) + chr(1303 - 1254) + '\067' + chr(53), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\x31' + chr(1018 - 967) + chr(0b111 + 0o55), ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1100011 + 0o14) + chr(0b11 + 0o60) + chr(53), 0o10), ehT0Px3KOsy9(chr(195 - 147) + chr(111) + '\067' + chr(0b1011 + 0o50), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11101 + 0o24) + chr(0b101010 + 0o12) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b1101111) + chr(50) + chr(457 - 408) + chr(0b10110 + 0o32), 8), ehT0Px3KOsy9(chr(48) + chr(0b101110 + 0o101) + '\061' + chr(0b1011 + 0o50) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b100010 + 0o16) + '\157' + '\062' + '\061', 5780 - 5772), ehT0Px3KOsy9('\x30' + '\157' + chr(0b10001 + 0o40) + '\065' + chr(55), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(373 - 324) + chr(1504 - 1449) + chr(0b1010 + 0o51), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\061' + '\x35' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1000010 + 0o55) + '\x33' + chr(1073 - 1024) + chr(0b11011 + 0o33), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + chr(1931 - 1883) + chr(0b11011 + 0o34), ord("\x08")), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b101111 + 0o100) + '\x36', 62645 - 62637), ehT0Px3KOsy9(chr(0b110000) + chr(7568 - 7457) + chr(51) + chr(2677 - 2623), 18189 - 18181), ehT0Px3KOsy9(chr(48) + chr(111) + '\062' + chr(2276 - 2227) + '\x37', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1197 - 1147) + '\x32' + chr(524 - 470), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(0b110000) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1111 + 0o43) + chr(0b100111 + 0o14) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(6891 - 6780) + '\x33', 2973 - 2965), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(111) + '\063' + '\062', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(741 - 690) + '\x30' + chr(2059 - 2008), 0b1000), ehT0Px3KOsy9(chr(1606 - 1558) + chr(0b1101111) + '\x31' + chr(54) + chr(2246 - 2191), 0o10), ehT0Px3KOsy9(chr(48) + chr(1275 - 1164) + '\062' + chr(50) + '\x34', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + chr(1162 - 1113) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b100000 + 0o117) + chr(0b100010 + 0o17) + '\x33' + '\067', 3497 - 3489), ehT0Px3KOsy9(chr(48) + chr(1634 - 1523) + chr(0b110001) + chr(54) + '\064', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100101 + 0o20) + chr(0b1 + 0o57), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd2'), '\144' + chr(4132 - 4031) + chr(99) + '\x6f' + chr(2961 - 2861) + chr(0b101 + 0o140))('\x75' + chr(0b1110100) + '\146' + '\x2d' + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def DRgPjP77kSpw(NSstowUUZlxS, C6wSU7u_KSZF, LjBBWMAnWNhB=xafqLlk3kkUe(OuybwfQApNqV, xafqLlk3kkUe(SXOLrMavuUCe(b'\xaa\xdf\n\x08i'), chr(5680 - 5580) + chr(101) + '\143' + chr(0b1101111) + chr(165 - 65) + '\x65')(chr(117) + '\164' + '\x66' + '\055' + chr(56))), INEMaNZzJ2TJ=ehT0Px3KOsy9(chr(1235 - 1187) + chr(7737 - 7626) + '\060', ord("\x08"))):
rFir39ju85_Z = C6wSU7u_KSZF.TTA(ds_type=LjBBWMAnWNhB, with_loss=ehT0Px3KOsy9('\x30' + '\157' + chr(0b11010 + 0o27), ord("\x08"))) if INEMaNZzJ2TJ else C6wSU7u_KSZF.get_preds(ds_type=LjBBWMAnWNhB, with_loss=ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001), 8))
return NSstowUUZlxS(C6wSU7u_KSZF, *rFir39ju85_Z, ds_type=LjBBWMAnWNhB)
|
fastai/fastai
|
fastai/vision/learner.py
|
_cl_int_plot_multi_top_losses
|
def _cl_int_plot_multi_top_losses(self, samples:int=3, figsize:Tuple[int,int]=(8,8), save_misclassified:bool=False):
"Show images in `top_losses` along with their prediction, actual, loss, and probability of predicted class in a multilabeled dataset."
if samples >20:
print("Max 20 samples")
return
losses, idxs = self.top_losses(self.data.c)
l_dim = len(losses.size())
if l_dim == 1: losses, idxs = self.top_losses()
infolist, ordlosses_idxs, mismatches_idxs, mismatches, losses_mismatches, mismatchescontainer = [],[],[],[],[],[]
truthlabels = np.asarray(self.y_true, dtype=int)
classes_ids = [k for k in enumerate(self.data.classes)]
predclass = np.asarray(self.pred_class)
for i,pred in enumerate(predclass):
where_truth = np.nonzero((truthlabels[i]>0))[0]
mismatch = np.all(pred!=where_truth)
if mismatch:
mismatches_idxs.append(i)
if l_dim > 1 : losses_mismatches.append((losses[i][pred], i))
else: losses_mismatches.append((losses[i], i))
if l_dim > 1: infotup = (i, pred, where_truth, losses[i][pred], np.round(self.probs[i], decimals=3)[pred], mismatch)
else: infotup = (i, pred, where_truth, losses[i], np.round(self.probs[i], decimals=3)[pred], mismatch)
infolist.append(infotup)
ds = self.data.dl(self.ds_type).dataset
mismatches = ds[mismatches_idxs]
ordlosses = sorted(losses_mismatches, key = lambda x: x[0], reverse=True)
for w in ordlosses: ordlosses_idxs.append(w[1])
mismatches_ordered_byloss = ds[ordlosses_idxs]
print(f'{str(len(mismatches))} misclassified samples over {str(len(self.data.valid_ds))} samples in the validation set.')
samples = min(samples, len(mismatches))
for ima in range(len(mismatches_ordered_byloss)):
mismatchescontainer.append(mismatches_ordered_byloss[ima][0])
for sampleN in range(samples):
actualclasses = ''
for clas in infolist[ordlosses_idxs[sampleN]][2]:
actualclasses = f'{actualclasses} -- {str(classes_ids[clas][1])}'
imag = mismatches_ordered_byloss[sampleN][0]
imag = show_image(imag, figsize=figsize)
imag.set_title(f"""Predicted: {classes_ids[infolist[ordlosses_idxs[sampleN]][1]][1]} \nActual: {actualclasses}\nLoss: {infolist[ordlosses_idxs[sampleN]][3]}\nProbability: {infolist[ordlosses_idxs[sampleN]][4]}""",
loc='left')
plt.show()
if save_misclassified: return mismatchescontainer
|
python
|
def _cl_int_plot_multi_top_losses(self, samples:int=3, figsize:Tuple[int,int]=(8,8), save_misclassified:bool=False):
"Show images in `top_losses` along with their prediction, actual, loss, and probability of predicted class in a multilabeled dataset."
if samples >20:
print("Max 20 samples")
return
losses, idxs = self.top_losses(self.data.c)
l_dim = len(losses.size())
if l_dim == 1: losses, idxs = self.top_losses()
infolist, ordlosses_idxs, mismatches_idxs, mismatches, losses_mismatches, mismatchescontainer = [],[],[],[],[],[]
truthlabels = np.asarray(self.y_true, dtype=int)
classes_ids = [k for k in enumerate(self.data.classes)]
predclass = np.asarray(self.pred_class)
for i,pred in enumerate(predclass):
where_truth = np.nonzero((truthlabels[i]>0))[0]
mismatch = np.all(pred!=where_truth)
if mismatch:
mismatches_idxs.append(i)
if l_dim > 1 : losses_mismatches.append((losses[i][pred], i))
else: losses_mismatches.append((losses[i], i))
if l_dim > 1: infotup = (i, pred, where_truth, losses[i][pred], np.round(self.probs[i], decimals=3)[pred], mismatch)
else: infotup = (i, pred, where_truth, losses[i], np.round(self.probs[i], decimals=3)[pred], mismatch)
infolist.append(infotup)
ds = self.data.dl(self.ds_type).dataset
mismatches = ds[mismatches_idxs]
ordlosses = sorted(losses_mismatches, key = lambda x: x[0], reverse=True)
for w in ordlosses: ordlosses_idxs.append(w[1])
mismatches_ordered_byloss = ds[ordlosses_idxs]
print(f'{str(len(mismatches))} misclassified samples over {str(len(self.data.valid_ds))} samples in the validation set.')
samples = min(samples, len(mismatches))
for ima in range(len(mismatches_ordered_byloss)):
mismatchescontainer.append(mismatches_ordered_byloss[ima][0])
for sampleN in range(samples):
actualclasses = ''
for clas in infolist[ordlosses_idxs[sampleN]][2]:
actualclasses = f'{actualclasses} -- {str(classes_ids[clas][1])}'
imag = mismatches_ordered_byloss[sampleN][0]
imag = show_image(imag, figsize=figsize)
imag.set_title(f"""Predicted: {classes_ids[infolist[ordlosses_idxs[sampleN]][1]][1]} \nActual: {actualclasses}\nLoss: {infolist[ordlosses_idxs[sampleN]][3]}\nProbability: {infolist[ordlosses_idxs[sampleN]][4]}""",
loc='left')
plt.show()
if save_misclassified: return mismatchescontainer
|
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] |
Show images in `top_losses` along with their prediction, actual, loss, and probability of predicted class in a multilabeled dataset.
|
[
"Show",
"images",
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"top_losses",
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/vision/learner.py#L160-L200
|
train
|
Show images in top_losses along with their prediction actual loss and probability of predicted class in a multilabeled dataset.
|
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SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\157' + '\x32' + '\061' + '\066', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + '\x31' + chr(54), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(0b110101) + chr(49), 25856 - 25848), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11010 + 0o27) + chr(54) + chr(0b1110 + 0o46), ord("\x08")), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(8493 - 8382) + chr(0b110010) + '\066' + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1000110 + 0o51) + chr(607 - 556) + chr(0b101111 + 0o2) + chr(2407 - 2356), 5158 - 5150), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(49) + chr(50), 0b1000), ehT0Px3KOsy9('\x30' + chr(5779 - 5668) + chr(1642 - 1593) + chr(0b101100 + 0o11) + '\x34', 0b1000), ehT0Px3KOsy9('\060' + chr(0b10 + 0o155) + '\062' + chr(55) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(111) + '\061' + chr(1526 - 1474) + '\063', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(50) + chr(51) + '\x33', 44908 - 44900), ehT0Px3KOsy9('\x30' + '\x6f' + '\x37' + chr(1653 - 1601), 50458 - 50450), ehT0Px3KOsy9('\060' + chr(4058 - 3947) + '\x31' + chr(0b11010 + 0o35) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b110111 + 0o70) + '\x32' + chr(50) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b11001 + 0o32) + chr(55) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(2104 - 2056) + chr(0b1101111) + '\061' + '\x33' + '\063', ord("\x08")), ehT0Px3KOsy9(chr(1002 - 954) + chr(2650 - 2539) + '\062' + chr(1446 - 1398), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(0b110111) + chr(2493 - 2442), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(49) + '\x34' + '\067', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b101110 + 0o101) + chr(2243 - 2192) + '\065' + '\066', 0b1000), ehT0Px3KOsy9(chr(563 - 515) + '\x6f' + chr(51), 27623 - 27615), ehT0Px3KOsy9('\060' + chr(1158 - 1047) + chr(2345 - 2295) + chr(123 - 75), 8), ehT0Px3KOsy9(chr(0b110000) + chr(4337 - 4226) + chr(0b110001) + chr(52) + '\065', 59416 - 59408), ehT0Px3KOsy9('\060' + chr(0b100100 + 0o113) + chr(0b110001) + chr(0b110100) + chr(0b110100), 43191 - 43183), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + '\x37' + chr(0b110101), 38601 - 38593), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1101111) + chr(0b10 + 0o60) + chr(49) + chr(0b110001), 0o10), ehT0Px3KOsy9('\060' + chr(1229 - 1118) + chr(49) + '\x31' + chr(0b1111 + 0o43), 60923 - 60915), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x34' + chr(0b101000 + 0o16), 11037 - 11029), ehT0Px3KOsy9('\060' + chr(8272 - 8161) + chr(50) + chr(1688 - 1638) + '\x37', 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(526 - 476) + chr(1770 - 1721) + chr(0b110101), 60516 - 60508), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + chr(0b110011) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2028 - 1978) + '\066' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b1001000 + 0o47) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(129 - 81) + chr(0b1101110 + 0o1) + chr(1466 - 1413) + chr(0b110010), 1706 - 1698), ehT0Px3KOsy9('\060' + chr(0b1010011 + 0o34) + chr(51) + chr(0b101000 + 0o15) + chr(2241 - 2186), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(0b110011 + 0o0) + chr(50), 23812 - 23804), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2265 - 2214) + chr(49) + '\063', 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(52) + '\x30', 0o10), ehT0Px3KOsy9('\x30' + chr(7594 - 7483) + '\x33' + '\x37' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(111) + chr(50) + chr(0b101000 + 0o10), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + chr(0b10 + 0o63) + chr(0b110000), 61047 - 61039)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xa0'), chr(100) + '\x65' + '\143' + chr(661 - 550) + chr(0b1100100) + '\145')(chr(0b1110101) + '\x74' + chr(102) + chr(679 - 634) + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def y3fA4NNqBzlc(oVre8I6UXc3b, db1_IZvznkcy=ehT0Px3KOsy9(chr(1226 - 1178) + '\157' + chr(0b110000 + 0o3), 8), EOCd1WZj2r_S=(ehT0Px3KOsy9(chr(48) + chr(2233 - 2122) + chr(0b10110 + 0o33) + chr(0b0 + 0o60), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b111110 + 0o61) + chr(1883 - 1834) + chr(0b110000), 8)), T24LaCl7GGSu=ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b11111 + 0o21), 8)):
if db1_IZvznkcy > ehT0Px3KOsy9(chr(710 - 662) + '\157' + chr(1581 - 1531) + chr(52), 31058 - 31050):
zLUzGokYBM2Z(xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3\xaf\xd1T\x80\xfb\xaa\x1f\xde\x0e\xebP\x1e\xe5'), chr(0b1010011 + 0o21) + chr(101) + chr(0b1100011) + '\x6f' + chr(100) + '\x65')(chr(117) + chr(0b1110100) + '\146' + chr(0b101101) + chr(0b111000)))
return
(eJKWkHA7qzlZ, dTunTo9fe3fI) = oVre8I6UXc3b.top_losses(oVre8I6UXc3b.data.qzn1Ctg9WgNh)
daMWrHVRdGNH = c2A0yzQpDQB3(eJKWkHA7qzlZ.size())
if daMWrHVRdGNH == ehT0Px3KOsy9(chr(0b110000) + chr(0b11110 + 0o121) + chr(354 - 305), 0b1000):
(eJKWkHA7qzlZ, dTunTo9fe3fI) = oVre8I6UXc3b.top_losses()
(TPujGx14CJ6o, dWNeywesB4Qj, wfSVylEl9Xhb, iKdoi5lAc5WC, gtJI6GNzCnV0, XnA8y_tg0sKi) = ([], [], [], [], [], [])
WmObfK2OpQl5 = WqUC3KWvYVup.asarray(oVre8I6UXc3b.y_true, dtype=ehT0Px3KOsy9)
EJBbisHSc2Qw = [OolUPRJhRaJd for OolUPRJhRaJd in YlkZvXL8qwsX(oVre8I6UXc3b.data.classes)]
iLqojmcJScmz = WqUC3KWvYVup.asarray(oVre8I6UXc3b.pred_class)
for (WVxHKyX45z_L, eyamnrN0elUS) in YlkZvXL8qwsX(iLqojmcJScmz):
STzxN4lUGn9T = WqUC3KWvYVup.R2iTLCDMqtpu(WmObfK2OpQl5[WVxHKyX45z_L] > ehT0Px3KOsy9(chr(1749 - 1701) + chr(111) + '\x30', 8))[ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110000), 8)]
zrXyvDn3U4mG = WqUC3KWvYVup.Dl48nj1rbi23(eyamnrN0elUS != STzxN4lUGn9T)
if zrXyvDn3U4mG:
xafqLlk3kkUe(wfSVylEl9Xhb, xafqLlk3kkUe(SXOLrMavuUCe(b'\xef\xbe\xd9\x11\xdc\xaf'), chr(0b100101 + 0o77) + '\x65' + '\143' + '\157' + chr(100) + chr(0b100 + 0o141))(chr(117) + chr(0b10010 + 0o142) + chr(0b1100110) + chr(0b1010 + 0o43) + chr(0b111000)))(WVxHKyX45z_L)
if daMWrHVRdGNH > ehT0Px3KOsy9(chr(0b110000) + chr(0b1001100 + 0o43) + chr(1351 - 1302), 8):
xafqLlk3kkUe(gtJI6GNzCnV0, xafqLlk3kkUe(SXOLrMavuUCe(b'\xef\xbe\xd9\x11\xdc\xaf'), chr(5237 - 5137) + chr(0b1000101 + 0o40) + chr(8798 - 8699) + chr(0b1101110 + 0o1) + '\x64' + '\x65')('\x75' + chr(116) + chr(102) + '\x2d' + chr(0b1 + 0o67)))((eJKWkHA7qzlZ[WVxHKyX45z_L][eyamnrN0elUS], WVxHKyX45z_L))
else:
xafqLlk3kkUe(gtJI6GNzCnV0, xafqLlk3kkUe(SXOLrMavuUCe(b'\xef\xbe\xd9\x11\xdc\xaf'), '\144' + chr(8512 - 8411) + chr(0b1100011) + chr(0b10001 + 0o136) + chr(0b111011 + 0o51) + chr(1136 - 1035))('\x75' + '\x74' + '\x66' + '\x2d' + chr(2241 - 2185)))((eJKWkHA7qzlZ[WVxHKyX45z_L], WVxHKyX45z_L))
if daMWrHVRdGNH > ehT0Px3KOsy9(chr(0b110000) + chr(6830 - 6719) + chr(0b110001), 8):
smW_8f_N9OyC = (WVxHKyX45z_L, eyamnrN0elUS, STzxN4lUGn9T, eJKWkHA7qzlZ[WVxHKyX45z_L][eyamnrN0elUS], WqUC3KWvYVup.round(oVre8I6UXc3b.probs[WVxHKyX45z_L], decimals=ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011), 8))[eyamnrN0elUS], zrXyvDn3U4mG)
else:
smW_8f_N9OyC = (WVxHKyX45z_L, eyamnrN0elUS, STzxN4lUGn9T, eJKWkHA7qzlZ[WVxHKyX45z_L], WqUC3KWvYVup.round(oVre8I6UXc3b.probs[WVxHKyX45z_L], decimals=ehT0Px3KOsy9('\060' + '\157' + '\063', 8))[eyamnrN0elUS], zrXyvDn3U4mG)
xafqLlk3kkUe(TPujGx14CJ6o, xafqLlk3kkUe(SXOLrMavuUCe(b'\xef\xbe\xd9\x11\xdc\xaf'), chr(100) + chr(101) + '\143' + '\x6f' + chr(0b1011111 + 0o5) + chr(101))('\x75' + chr(0b1101011 + 0o11) + '\x66' + '\055' + chr(0b110111 + 0o1)))(smW_8f_N9OyC)
JemPxC1eYHLi = oVre8I6UXc3b.data.dl(oVre8I6UXc3b.ds_type).dataset
iKdoi5lAc5WC = JemPxC1eYHLi[wfSVylEl9Xhb]
sueq12VYjHYr = vUlqIvNSaRMa(gtJI6GNzCnV0, key=lambda OeWW0F1dBPRQ: OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1907 - 1859), 8)], reverse=ehT0Px3KOsy9('\x30' + chr(2181 - 2070) + chr(1855 - 1806), 8))
for AOfzRywRzEXp in sueq12VYjHYr:
xafqLlk3kkUe(dWNeywesB4Qj, xafqLlk3kkUe(SXOLrMavuUCe(b'\xef\xbe\xd9\x11\xdc\xaf'), chr(100) + '\145' + chr(502 - 403) + chr(2738 - 2627) + chr(0b1100100) + chr(10095 - 9994))(chr(117) + chr(0b1110100) + chr(9543 - 9441) + chr(128 - 83) + '\070'))(AOfzRywRzEXp[ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001), 8)])
bPkooaCniRkW = JemPxC1eYHLi[dWNeywesB4Qj]
zLUzGokYBM2Z(f"{M8_cKLkHVB2V(c2A0yzQpDQB3(iKdoi5lAc5WC))} misclassified samples over {M8_cKLkHVB2V(c2A0yzQpDQB3(xafqLlk3kkUe(oVre8I6UXc3b.data, chr(0b1110110) + chr(0b1100001) + chr(3102 - 2994) + chr(0b1100010 + 0o7) + chr(100) + chr(0b100010 + 0o75) + chr(0b111001 + 0o53) + chr(0b1110011))))} samples in the validation set.")
db1_IZvznkcy = Dx22bkKPdt5d(db1_IZvznkcy, c2A0yzQpDQB3(iKdoi5lAc5WC))
for SfADC2nZP24G in vQr8gNKaIaWE(c2A0yzQpDQB3(bPkooaCniRkW)):
xafqLlk3kkUe(XnA8y_tg0sKi, xafqLlk3kkUe(SXOLrMavuUCe(b'\xef\xbe\xd9\x11\xdc\xaf'), '\144' + chr(0b11110 + 0o107) + chr(0b1100011) + chr(2168 - 2057) + '\144' + chr(1084 - 983))(chr(0b1110101) + chr(0b1000101 + 0o57) + '\146' + chr(0b101101) + chr(0b100010 + 0o26)))(bPkooaCniRkW[SfADC2nZP24G][ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110000), 8)])
for KpU60Uj70wzk in vQr8gNKaIaWE(db1_IZvznkcy):
Ms38Enb0YONa = xafqLlk3kkUe(SXOLrMavuUCe(b''), chr(0b10000 + 0o124) + chr(101) + chr(0b1100011) + chr(0b1101111) + '\x64' + chr(0b110001 + 0o64))(chr(0b1010010 + 0o43) + chr(9433 - 9317) + '\x66' + '\055' + '\070')
for hGXrtEkh5Xnt in TPujGx14CJ6o[dWNeywesB4Qj[KpU60Uj70wzk]][ehT0Px3KOsy9('\x30' + chr(111) + '\062', 0o10)]:
Ms38Enb0YONa = f'{Ms38Enb0YONa} -- {M8_cKLkHVB2V(EJBbisHSc2Qw[hGXrtEkh5Xnt][1])}'
NwPp5x24wkNg = bPkooaCniRkW[KpU60Uj70wzk][ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b11011 + 0o124) + '\060', 8)]
NwPp5x24wkNg = PZ6qdQX9eE4A(NwPp5x24wkNg, figsize=EOCd1WZj2r_S)
xafqLlk3kkUe(NwPp5x24wkNg, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfd\xab\xdd+\xc6\xa2\xfe\x00\xda'), chr(0b1100100) + '\x65' + chr(0b1100011) + chr(111) + '\x64' + chr(0b11000 + 0o115))('\165' + chr(116) + chr(0b1011001 + 0o15) + '\x2d' + chr(0b111000)))(f'Predicted: {EJBbisHSc2Qw[TPujGx14CJ6o[dWNeywesB4Qj[KpU60Uj70wzk]][1]][1]} \nActual: {Ms38Enb0YONa}\nLoss: {TPujGx14CJ6o[dWNeywesB4Qj[KpU60Uj70wzk]][3]}\nProbability: {TPujGx14CJ6o[dWNeywesB4Qj[KpU60Uj70wzk]][4]}', loc=xafqLlk3kkUe(SXOLrMavuUCe(b'\xe2\xab\xcf\x00'), chr(4262 - 4162) + chr(0b1100101) + chr(0b1010001 + 0o22) + '\157' + '\x64' + chr(101))('\165' + chr(0b1110100) + chr(7796 - 7694) + '\055' + chr(56)))
xafqLlk3kkUe(eRubm8FH879n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfd\xa6\xc6\x03'), chr(100) + '\145' + chr(0b1100011) + chr(10283 - 10172) + chr(7181 - 7081) + '\145')(chr(0b1110101) + '\164' + '\x66' + chr(45) + chr(0b100101 + 0o23)))()
if T24LaCl7GGSu:
return XnA8y_tg0sKi
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.from_toplosses
|
def from_toplosses(cls, learn, n_imgs=None, **kwargs):
"Gets indices with top losses."
train_ds, train_idxs = cls.get_toplosses_idxs(learn, n_imgs, **kwargs)
return train_ds, train_idxs
|
python
|
def from_toplosses(cls, learn, n_imgs=None, **kwargs):
"Gets indices with top losses."
train_ds, train_idxs = cls.get_toplosses_idxs(learn, n_imgs, **kwargs)
return train_ds, train_idxs
|
[
"def",
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",",
"n_imgs",
"=",
"None",
",",
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",",
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",",
"n_imgs",
",",
"*",
"*",
"kwargs",
")",
"return",
"train_ds",
",",
"train_idxs"
] |
Gets indices with top losses.
|
[
"Gets",
"indices",
"with",
"top",
"losses",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L17-L20
|
train
|
Gets indices with top losses.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + '\x33' + '\060', 13609 - 13601), ehT0Px3KOsy9(chr(1467 - 1419) + '\157' + chr(0b1 + 0o62) + '\x35' + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(468 - 418) + '\066' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b100110 + 0o15) + '\x34' + chr(0b11010 + 0o33), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + '\066' + chr(0b11110 + 0o22), 0b1000), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b1000010 + 0o55) + chr(1460 - 1409) + chr(0b10000 + 0o46) + '\063', 0o10), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b1001111 + 0o40) + '\x32' + chr(0b110011) + '\062', 0o10), ehT0Px3KOsy9(chr(2293 - 2245) + chr(111) + chr(0b110011) + chr(239 - 184) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(111) + chr(50) + chr(1115 - 1063) + '\x36', 63690 - 63682), ehT0Px3KOsy9(chr(0b110000) + chr(0b111 + 0o150) + chr(0b110011) + chr(0b10001 + 0o45) + chr(1636 - 1588), 0o10), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(0b1001110 + 0o41) + chr(0b11110 + 0o23) + chr(1447 - 1393) + chr(50), 11474 - 11466), ehT0Px3KOsy9(chr(136 - 88) + '\157' + chr(0b110011) + chr(373 - 321) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + '\x31' + chr(0b110101), 17062 - 17054), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + '\x30' + chr(0b111 + 0o56), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(12289 - 12178) + chr(586 - 536) + chr(0b1 + 0o65), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(2570 - 2518) + chr(55), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + '\060' + '\x33', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(1771 - 1722) + chr(0b110010) + chr(0b110000 + 0o1), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(1246 - 1193) + chr(52), 0o10), ehT0Px3KOsy9(chr(1848 - 1800) + '\x6f' + chr(0b100011 + 0o17) + chr(0b110101) + '\x30', 44470 - 44462), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x32' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(8976 - 8865) + chr(0b110011) + chr(630 - 582) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(362 - 314) + chr(111) + chr(0b100 + 0o61) + chr(0b110101), 13623 - 13615), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(111) + '\x34' + chr(0b101000 + 0o10), 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(111) + chr(49) + chr(1240 - 1189) + chr(51), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(247 - 199) + chr(0b110000), 8), ehT0Px3KOsy9(chr(625 - 577) + '\157' + '\061' + '\x37' + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(1710 - 1662) + chr(0b1101111) + '\x32' + chr(0b110100) + '\062', 0b1000), ehT0Px3KOsy9(chr(678 - 630) + chr(111) + chr(292 - 243) + chr(0b10010 + 0o43), 10535 - 10527), ehT0Px3KOsy9('\x30' + chr(12007 - 11896) + chr(0b100 + 0o55) + '\x31' + chr(0b101011 + 0o13), 0o10), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\157' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b110111 + 0o70) + chr(0b110011) + chr(0b110001) + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b111001 + 0o66) + chr(0b100 + 0o61) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\157' + chr(0b110011) + '\x30' + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(2826 - 2715) + '\x33' + chr(0b1001 + 0o55) + chr(726 - 672), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101000 + 0o11) + '\061' + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\x6f' + chr(1861 - 1812) + '\061' + '\067', 8), ehT0Px3KOsy9('\x30' + chr(154 - 43) + '\067' + '\060', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1247 - 1196) + '\x34' + chr(0b110001), 6404 - 6396), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\x6f' + chr(1484 - 1435) + chr(0b110101) + '\x34', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b1101111) + chr(173 - 120) + chr(48), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xf6'), '\x64' + chr(0b1100101) + '\x63' + chr(111) + '\144' + '\145')(chr(0b1110101) + '\x74' + chr(102) + '\055' + chr(222 - 166)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def v2hZkxyn0u1Q(NSstowUUZlxS, C6wSU7u_KSZF, QBxFFPWM4bUJ=None, **M8EIoTs2GJXE):
(LQf_eo9XIecR, wnvPvYNv7BRS) = NSstowUUZlxS.get_toplosses_idxs(C6wSU7u_KSZF, QBxFFPWM4bUJ, **M8EIoTs2GJXE)
return (LQf_eo9XIecR, wnvPvYNv7BRS)
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.get_toplosses_idxs
|
def get_toplosses_idxs(cls, learn, n_imgs, **kwargs):
"Sorts `ds_type` dataset by top losses and returns dataset and sorted indices."
dl = learn.data.fix_dl
if not n_imgs: n_imgs = len(dl.dataset)
_,_,top_losses = learn.get_preds(ds_type=DatasetType.Fix, with_loss=True)
idxs = torch.topk(top_losses, n_imgs)[1]
return cls.padded_ds(dl.dataset, **kwargs), idxs
|
python
|
def get_toplosses_idxs(cls, learn, n_imgs, **kwargs):
"Sorts `ds_type` dataset by top losses and returns dataset and sorted indices."
dl = learn.data.fix_dl
if not n_imgs: n_imgs = len(dl.dataset)
_,_,top_losses = learn.get_preds(ds_type=DatasetType.Fix, with_loss=True)
idxs = torch.topk(top_losses, n_imgs)[1]
return cls.padded_ds(dl.dataset, **kwargs), idxs
|
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] |
Sorts `ds_type` dataset by top losses and returns dataset and sorted indices.
|
[
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"top",
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"and",
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"dataset",
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L23-L29
|
train
|
Sorts ds_type dataset by top losses and returns dataset and sorted indices.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(685 - 634) + chr(0b1001 + 0o54) + chr(1074 - 1025), ord("\x08")), ehT0Px3KOsy9(chr(750 - 702) + chr(10452 - 10341) + chr(2392 - 2342) + '\x33', 26184 - 26176), ehT0Px3KOsy9('\060' + chr(0b11110 + 0o121) + '\x32' + '\062' + '\062', 0b1000), ehT0Px3KOsy9(chr(0b11001 + 0o27) + '\157' + chr(0b110011) + chr(0b10101 + 0o36) + chr(0b110010), 20627 - 20619), ehT0Px3KOsy9('\x30' + chr(0b1100110 + 0o11) + chr(0b101110 + 0o3) + chr(995 - 942) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(1508 - 1460) + chr(111) + '\x34' + '\066', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + '\x33' + '\x35', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\061' + '\064' + chr(0b1110 + 0o50), ord("\x08")), ehT0Px3KOsy9(chr(1516 - 1468) + chr(0b1000 + 0o147) + chr(50) + chr(0b110100) + chr(0b101110 + 0o10), 0o10), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1000011 + 0o54) + chr(0b101111 + 0o4) + chr(52) + chr(0b110011), 51645 - 51637), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(111) + '\062' + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(0b1101 + 0o45) + chr(2128 - 2079), 19608 - 19600), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + chr(1982 - 1934) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1669 - 1619) + chr(2467 - 2417) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x32' + chr(0b110100) + chr(0b11111 + 0o25), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110111) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + '\x32' + chr(810 - 758), 0o10), ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\x6f' + chr(482 - 433) + '\063' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(682 - 634) + '\157' + chr(52) + chr(1861 - 1810), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b101100 + 0o7) + '\x30' + chr(54), 0b1000), ehT0Px3KOsy9(chr(1721 - 1673) + '\157' + chr(0b110001) + '\065' + '\x35', 0o10), ehT0Px3KOsy9(chr(1086 - 1038) + '\157' + '\x33' + chr(52) + chr(0b1110 + 0o46), 0o10), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(111) + chr(50) + '\x34', 0o10), ehT0Px3KOsy9(chr(2153 - 2105) + chr(5532 - 5421) + chr(51) + chr(0b110100) + '\060', 47651 - 47643), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b100001 + 0o24) + '\066', 14987 - 14979), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(53) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110101) + chr(2325 - 2270), 21185 - 21177), ehT0Px3KOsy9(chr(0b11001 + 0o27) + '\157' + chr(49) + chr(0b110110) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(575 - 527) + chr(3694 - 3583) + chr(2202 - 2153) + '\x35' + '\067', 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(1994 - 1945) + chr(0b1101 + 0o47) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(1581 - 1533) + '\157' + chr(307 - 258) + '\x33' + '\x32', 0o10), ehT0Px3KOsy9(chr(1290 - 1242) + chr(0b1010001 + 0o36) + chr(0b110011) + '\x30' + chr(0b101 + 0o61), 8), ehT0Px3KOsy9(chr(537 - 489) + '\x6f' + '\062' + chr(0b110101) + '\066', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110101) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(0b101100 + 0o5) + '\060', 13662 - 13654), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1101111) + chr(0b100100 + 0o15) + '\x36' + '\067', 42618 - 42610), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(0b1101111) + chr(0b100010 + 0o17) + chr(0b100100 + 0o16) + '\x31', 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\063' + '\064' + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + chr(0b100011 + 0o20) + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(2335 - 2224) + chr(0b11110 + 0o25) + '\060', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(3290 - 3179) + '\065' + chr(0b110000), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc7'), chr(0b1011011 + 0o11) + chr(0b1100101) + chr(9602 - 9503) + chr(0b1101111) + chr(8204 - 8104) + chr(101))(chr(117) + chr(0b1110100) + chr(8522 - 8420) + '\055' + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def io1erHQIscv5(NSstowUUZlxS, C6wSU7u_KSZF, QBxFFPWM4bUJ, **M8EIoTs2GJXE):
TBU4GDgIgbK6 = C6wSU7u_KSZF.data.fix_dl
if not QBxFFPWM4bUJ:
QBxFFPWM4bUJ = c2A0yzQpDQB3(TBU4GDgIgbK6.dataset)
(VNGQdHSFPrso, VNGQdHSFPrso, AjkqOJWGmWgn) = C6wSU7u_KSZF.get_preds(ds_type=OuybwfQApNqV.Fix, with_loss=ehT0Px3KOsy9('\060' + '\x6f' + chr(84 - 35), ord("\x08")))
dTunTo9fe3fI = cEkFpYktkSeK.topk(AjkqOJWGmWgn, QBxFFPWM4bUJ)[ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\157' + chr(0b10011 + 0o36), 8)]
return (xafqLlk3kkUe(NSstowUUZlxS, xafqLlk3kkUe(SXOLrMavuUCe(b'\x99r\xf6\xbe\nB\xc2\x02\xd5'), '\x64' + '\x65' + chr(99) + '\x6f' + '\x64' + '\145')(chr(117) + '\164' + chr(0b101000 + 0o76) + chr(0b101101) + chr(0b100011 + 0o25)))(xafqLlk3kkUe(TBU4GDgIgbK6, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8dr\xe6\xbb\x1cC\xe9'), chr(100) + '\145' + chr(99) + chr(0b1101111) + '\x64' + '\145')(chr(117) + chr(116) + '\146' + chr(1615 - 1570) + chr(56))), **M8EIoTs2GJXE), dTunTo9fe3fI)
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.padded_ds
|
def padded_ds(ll_input, size=(250, 300), resize_method=ResizeMethod.CROP, padding_mode='zeros', **kwargs):
"For a LabelList `ll_input`, resize each image to `size` using `resize_method` and `padding_mode`."
return ll_input.transform(tfms=crop_pad(), size=size, resize_method=resize_method, padding_mode=padding_mode)
|
python
|
def padded_ds(ll_input, size=(250, 300), resize_method=ResizeMethod.CROP, padding_mode='zeros', **kwargs):
"For a LabelList `ll_input`, resize each image to `size` using `resize_method` and `padding_mode`."
return ll_input.transform(tfms=crop_pad(), size=size, resize_method=resize_method, padding_mode=padding_mode)
|
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":",
"return",
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"=",
"size",
",",
"resize_method",
"=",
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] |
For a LabelList `ll_input`, resize each image to `size` using `resize_method` and `padding_mode`.
|
[
"For",
"a",
"LabelList",
"ll_input",
"resize",
"each",
"image",
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"using",
"resize_method",
"and",
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L31-L33
|
train
|
For a LabelList ll_input resize each image to size using resize_method and padding_mode.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(111) + chr(0b1110 + 0o43) + '\x32' + chr(0b110110), 6687 - 6679), ehT0Px3KOsy9(chr(0b110000) + chr(3413 - 3302) + '\063' + chr(49) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(1699 - 1651) + '\x6f' + chr(0b11111 + 0o23) + '\062' + chr(53), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(6462 - 6351) + chr(0b0 + 0o67) + '\065', 4532 - 4524), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + '\x33' + chr(838 - 789), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(0b110111) + chr(0b11111 + 0o30), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1 + 0o156) + '\x33' + '\x32' + chr(619 - 570), 0b1000), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1101111) + chr(0b10001 + 0o42) + chr(2105 - 2054) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(2231 - 2183) + chr(0b1110 + 0o141) + chr(50) + '\x31' + chr(0b110101), 6870 - 6862), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110010) + '\x30' + chr(49), 0o10), ehT0Px3KOsy9(chr(48) + chr(7334 - 7223) + '\x32' + chr(0b110111) + chr(55), 0b1000), ehT0Px3KOsy9(chr(696 - 648) + '\x6f' + '\x32' + chr(54) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b111 + 0o150) + chr(0b110110) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(111) + chr(0b110011) + '\x31' + '\x35', 8), ehT0Px3KOsy9('\060' + chr(10063 - 9952) + '\061' + '\062' + '\x33', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b100110 + 0o111) + '\063' + chr(0b110010) + chr(0b11001 + 0o31), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111 + 0o150) + '\062' + chr(2584 - 2532), ord("\x08")), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(1714 - 1603) + chr(0b110101) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1101111) + chr(0b110101) + chr(0b11111 + 0o25), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1100100 + 0o13) + chr(0b110100) + chr(308 - 258), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\062' + chr(2306 - 2253) + chr(49), 36991 - 36983), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + chr(49) + chr(50), 0o10), ehT0Px3KOsy9(chr(48) + chr(8830 - 8719) + chr(0b110001) + chr(1651 - 1603) + '\067', 0o10), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b101 + 0o152) + '\x37' + '\067', 42260 - 42252), ehT0Px3KOsy9(chr(457 - 409) + chr(9521 - 9410) + chr(50) + chr(0b101101 + 0o12) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b101001 + 0o106) + chr(0b110011) + chr(0b10110 + 0o32) + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b110011 + 0o74) + chr(0b101010 + 0o11) + '\065' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1477 - 1426) + chr(2581 - 2530) + '\061', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + '\066' + '\x35', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(50) + chr(2880 - 2826), 0b1000), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(111) + chr(50) + '\x35' + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + chr(6695 - 6584) + chr(1019 - 970) + chr(0b11011 + 0o34) + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110000 + 0o2) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(0b110000) + '\x30', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1001101 + 0o42) + chr(0b110001 + 0o2) + '\x30' + chr(1966 - 1918), 0b1000), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\x6f' + '\062' + '\063' + chr(0b11111 + 0o27), 55901 - 55893), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(111) + chr(52) + chr(50), 8), ehT0Px3KOsy9(chr(0b110000) + chr(4213 - 4102) + '\x32' + '\063' + chr(547 - 499), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1667 - 1617) + chr(0b110110) + chr(0b10111 + 0o36), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(1662 - 1610) + chr(51), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1782 - 1734) + '\157' + chr(92 - 39) + chr(1405 - 1357), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'x'), '\x64' + '\145' + chr(1328 - 1229) + chr(111) + chr(0b110 + 0o136) + chr(3191 - 3090))(chr(0b1110101) + chr(0b1110100) + chr(4294 - 4192) + chr(0b101101) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def fhVTk2yEHpAi(voI_eArCe8JY, NLcc3BCJnQka=(ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(6363 - 6252) + chr(51) + chr(0b110111) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(52) + '\x35' + chr(0b11011 + 0o31), 45291 - 45283)), FCP9L0dj6fNm=xafqLlk3kkUe(WHYOQLo31IXa, xafqLlk3kkUe(SXOLrMavuUCe(b'\x15\x9f\xdam'), chr(0b1010111 + 0o15) + chr(0b1100101) + chr(0b1100011) + chr(10740 - 10629) + chr(100) + chr(101))(chr(0b1110101) + '\164' + chr(0b1100110) + chr(0b101010 + 0o3) + chr(56))), kMUeuxuL0U94=xafqLlk3kkUe(SXOLrMavuUCe(b',\xa8\xe7R\xaa'), '\x64' + '\145' + chr(99) + chr(0b1101111) + chr(0b1100100) + chr(5562 - 5461))('\x75' + chr(0b1110100) + chr(0b1011011 + 0o13) + '\x2d' + chr(0b111000)), **M8EIoTs2GJXE):
return xafqLlk3kkUe(voI_eArCe8JY, xafqLlk3kkUe(SXOLrMavuUCe(b'"\xbf\xf4S\xaa\x99\xbe\xa9\xe0'), chr(0b1000111 + 0o35) + chr(7416 - 7315) + chr(9224 - 9125) + '\x6f' + chr(2847 - 2747) + chr(0b11001 + 0o114))(chr(0b101011 + 0o112) + chr(0b1110000 + 0o4) + '\146' + chr(968 - 923) + chr(56)))(tfms=PEHwAOdBPtka(), size=NLcc3BCJnQka, resize_method=FCP9L0dj6fNm, padding_mode=kMUeuxuL0U94)
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.from_similars
|
def from_similars(cls, learn, layer_ls:list=[0, 7, 2], **kwargs):
"Gets the indices for the most similar images."
train_ds, train_idxs = cls.get_similars_idxs(learn, layer_ls, **kwargs)
return train_ds, train_idxs
|
python
|
def from_similars(cls, learn, layer_ls:list=[0, 7, 2], **kwargs):
"Gets the indices for the most similar images."
train_ds, train_idxs = cls.get_similars_idxs(learn, layer_ls, **kwargs)
return train_ds, train_idxs
|
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Gets the indices for the most similar images.
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L36-L39
|
train
|
Gets the indices for the most similar images.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b101110 + 0o101) + chr(49) + chr(1186 - 1137) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(6936 - 6825) + '\061' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(10039 - 9928) + chr(54) + '\x33', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + '\062' + chr(0b110100), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + chr(53) + chr(0b101100 + 0o13), 64229 - 64221), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1010 + 0o145) + chr(0b110001) + chr(49) + '\062', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b101010 + 0o7) + chr(0b110000) + '\x35', 53881 - 53873), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110000 + 0o3) + '\062' + chr(0b10000 + 0o47), 61927 - 61919), ehT0Px3KOsy9(chr(1044 - 996) + '\157' + chr(51) + chr(53) + chr(0b110001), 0o10), ehT0Px3KOsy9('\x30' + chr(3739 - 3628) + chr(51) + '\065' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(2272 - 2224) + '\x6f' + '\x31' + chr(0b101010 + 0o14) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b111111 + 0o60) + chr(0b1010 + 0o54) + '\066', 19044 - 19036), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\157' + chr(51) + '\x31' + chr(0b110110), 59060 - 59052), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + chr(0b110000) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(6282 - 6171) + chr(51) + '\x37' + chr(76 - 25), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1527 - 1478) + '\063' + chr(0b100101 + 0o14), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + '\067' + chr(1893 - 1839), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(3687 - 3576) + chr(580 - 525) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1216 - 1166) + '\061' + chr(648 - 599), 48397 - 48389), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\x6f' + chr(1492 - 1441) + chr(1929 - 1881) + chr(0b110010 + 0o0), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + '\060' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(9592 - 9481) + chr(291 - 241) + '\065' + '\065', 0b1000), ehT0Px3KOsy9(chr(565 - 517) + chr(111) + chr(0b110101) + chr(55), 35080 - 35072), ehT0Px3KOsy9('\x30' + chr(0b101 + 0o152) + '\062' + chr(1421 - 1373), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + '\066' + '\x32', 63155 - 63147), ehT0Px3KOsy9('\060' + chr(0b1100000 + 0o17) + chr(50) + chr(50), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1000001 + 0o56) + chr(51) + chr(49) + chr(0b10110 + 0o36), 0b1000), ehT0Px3KOsy9(chr(1633 - 1585) + chr(0b1101111) + chr(999 - 948) + chr(0b101010 + 0o10) + chr(0b101100 + 0o7), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b11111 + 0o120) + chr(51) + chr(55) + chr(0b1001 + 0o52), 8), ehT0Px3KOsy9(chr(441 - 393) + chr(111) + chr(50) + chr(53) + chr(2308 - 2256), 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\x6f' + '\x32' + chr(1672 - 1618) + chr(0b10001 + 0o42), 4762 - 4754), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + '\x34' + chr(0b101101 + 0o5), 25529 - 25521), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b100011 + 0o20) + '\067', 6671 - 6663), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(6574 - 6463) + '\x32' + chr(0b101001 + 0o16) + '\060', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2314 - 2261), 58746 - 58738), ehT0Px3KOsy9('\060' + chr(3914 - 3803) + chr(49) + chr(0b11111 + 0o26) + chr(544 - 492), 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\x6f' + chr(0b1011 + 0o46) + chr(0b110000) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\x6f' + '\x33' + '\065' + chr(49), 8), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b1101111) + chr(0b11 + 0o56) + chr(0b101001 + 0o16) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(48) + chr(52), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(53) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'c'), chr(8544 - 8444) + chr(101) + chr(0b11101 + 0o106) + '\x6f' + '\x64' + chr(0b11000 + 0o115))(chr(117) + chr(116) + chr(102) + chr(45) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def LaqBzC1wydnB(NSstowUUZlxS, C6wSU7u_KSZF, Av_07LmDejsm=[ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(111) + chr(1338 - 1290), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101001 + 0o16), 7463 - 7455), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(386 - 336), 10438 - 10430)], **M8EIoTs2GJXE):
(LQf_eo9XIecR, wnvPvYNv7BRS) = NSstowUUZlxS.get_similars_idxs(C6wSU7u_KSZF, Av_07LmDejsm, **M8EIoTs2GJXE)
return (LQf_eo9XIecR, wnvPvYNv7BRS)
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.get_similars_idxs
|
def get_similars_idxs(cls, learn, layer_ls, **kwargs):
"Gets the indices for the most similar images in `ds_type` dataset"
hook = hook_output(learn.model[layer_ls[0]][layer_ls[1]][layer_ls[2]])
dl = learn.data.fix_dl
ds_actns = cls.get_actns(learn, hook=hook, dl=dl, **kwargs)
similarities = cls.comb_similarity(ds_actns, ds_actns, **kwargs)
idxs = cls.sort_idxs(similarities)
return cls.padded_ds(dl, **kwargs), idxs
|
python
|
def get_similars_idxs(cls, learn, layer_ls, **kwargs):
"Gets the indices for the most similar images in `ds_type` dataset"
hook = hook_output(learn.model[layer_ls[0]][layer_ls[1]][layer_ls[2]])
dl = learn.data.fix_dl
ds_actns = cls.get_actns(learn, hook=hook, dl=dl, **kwargs)
similarities = cls.comb_similarity(ds_actns, ds_actns, **kwargs)
idxs = cls.sort_idxs(similarities)
return cls.padded_ds(dl, **kwargs), idxs
|
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Gets the indices for the most similar images in `ds_type` dataset
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L42-L50
|
train
|
Gets the indices for the most similar images in ds_type dataset
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(6928 - 6817) + chr(0b110010) + chr(49) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(9191 - 9080) + '\x33' + chr(0b110111) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1867 - 1814) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(111) + chr(2149 - 2099) + '\x36' + '\061', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(2714 - 2661) + chr(1760 - 1711), ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(5469 - 5358) + chr(49) + chr(0b11101 + 0o30) + chr(52), 0o10), ehT0Px3KOsy9(chr(1073 - 1025) + '\x6f' + chr(0b110011) + chr(49) + '\x36', 5341 - 5333), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b101000 + 0o12) + chr(0b100101 + 0o14) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(1437 - 1389) + chr(11201 - 11090) + '\061' + chr(0b100010 + 0o22) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(1515 - 1467) + chr(0b101100 + 0o11), ord("\x08")), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(0b1101111) + chr(49) + '\066', 0o10), ehT0Px3KOsy9('\060' + chr(0b1011001 + 0o26) + chr(0b10101 + 0o36) + '\x35' + '\x32', 18584 - 18576), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(111) + '\062' + chr(2138 - 2088) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + '\x31' + chr(0b101101 + 0o4), ord("\x08")), ehT0Px3KOsy9(chr(1668 - 1620) + chr(111) + chr(49) + chr(0b110011), 14801 - 14793), ehT0Px3KOsy9(chr(2217 - 2169) + chr(111) + '\x32' + '\067' + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10010 + 0o37) + chr(55) + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1636 - 1586) + '\x33' + chr(51), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(1464 - 1414) + chr(53), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(695 - 642) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\x6f' + '\062' + chr(0b1010 + 0o53) + chr(0b11001 + 0o33), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x33' + chr(873 - 818) + chr(1132 - 1077), 19688 - 19680), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(10244 - 10133) + chr(0b110110) + chr(0b110100), 25620 - 25612), ehT0Px3KOsy9('\x30' + chr(2966 - 2855) + chr(0b11000 + 0o32) + '\065' + chr(48), 0o10), ehT0Px3KOsy9(chr(2272 - 2224) + chr(0b11111 + 0o120) + '\x37' + chr(0b10001 + 0o43), 61235 - 61227), ehT0Px3KOsy9('\060' + '\x6f' + chr(2224 - 2169) + chr(49), 0b1000), ehT0Px3KOsy9(chr(689 - 641) + '\x6f' + '\063' + '\065' + chr(0b110001), 8), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + chr(0b101001 + 0o7) + chr(55), 0b1000), ehT0Px3KOsy9(chr(267 - 219) + chr(0b111011 + 0o64) + chr(829 - 780) + chr(0b110111) + chr(55), 42763 - 42755), ehT0Px3KOsy9(chr(228 - 180) + '\x6f' + '\x31' + chr(567 - 518), 0o10), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(111) + '\063' + chr(50) + chr(0b111 + 0o51), 0o10), ehT0Px3KOsy9('\060' + chr(0b101110 + 0o101) + '\061' + '\061' + chr(52), 0o10), ehT0Px3KOsy9(chr(901 - 853) + chr(0b1101111) + chr(0b110001) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b101001 + 0o106) + '\062' + chr(0b110011) + chr(349 - 298), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(55) + chr(0b110110), 0o10), ehT0Px3KOsy9('\x30' + chr(0b100 + 0o153) + chr(1482 - 1433) + '\067' + chr(0b110010), 8), ehT0Px3KOsy9('\x30' + chr(0b101011 + 0o104) + chr(0b110010) + '\x32', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(50) + chr(0b110011) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(6221 - 6110) + '\x35', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(2098 - 2045) + chr(1795 - 1747), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xa3'), '\144' + chr(0b1100101) + chr(0b110 + 0o135) + '\157' + chr(0b1100100) + chr(0b1100101))(chr(117) + '\x74' + chr(102) + '\055' + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def wTcIkbnEhXT2(NSstowUUZlxS, C6wSU7u_KSZF, Av_07LmDejsm, **M8EIoTs2GJXE):
SjzcWMjGgX7L = jLUDzp7MYops(C6wSU7u_KSZF.FK0vqzZ5gPN6[Av_07LmDejsm[ehT0Px3KOsy9('\x30' + '\157' + chr(48), 63211 - 63203)]][Av_07LmDejsm[ehT0Px3KOsy9('\060' + chr(111) + chr(49), 0b1000)]][Av_07LmDejsm[ehT0Px3KOsy9(chr(0b110000) + chr(11834 - 11723) + '\062', 12728 - 12720)]])
TBU4GDgIgbK6 = C6wSU7u_KSZF.data.fix_dl
gRGZBv6GFZB1 = NSstowUUZlxS.get_actns(C6wSU7u_KSZF, hook=SjzcWMjGgX7L, dl=TBU4GDgIgbK6, **M8EIoTs2GJXE)
I9V0z1s9hRYj = NSstowUUZlxS.comb_similarity(gRGZBv6GFZB1, gRGZBv6GFZB1, **M8EIoTs2GJXE)
dTunTo9fe3fI = NSstowUUZlxS.sort_idxs(I9V0z1s9hRYj)
return (xafqLlk3kkUe(NSstowUUZlxS, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfd\x9dJ\xd5\x8c\x08\x91\xec\x14'), chr(0b1100100) + chr(101) + '\x63' + chr(111) + chr(0b1100100) + '\145')(chr(0b1110101) + '\x74' + chr(102) + chr(1733 - 1688) + '\x38'))(TBU4GDgIgbK6, **M8EIoTs2GJXE), dTunTo9fe3fI)
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.get_actns
|
def get_actns(learn, hook:Hook, dl:DataLoader, pool=AdaptiveConcatPool2d, pool_dim:int=4, **kwargs):
"Gets activations at the layer specified by `hook`, applies `pool` of dim `pool_dim` and concatenates"
print('Getting activations...')
actns = []
learn.model.eval()
with torch.no_grad():
for (xb,yb) in progress_bar(dl):
learn.model(xb)
actns.append((hook.stored).cpu())
if pool:
pool = pool(pool_dim)
return pool(torch.cat(actns)).view(len(dl.x),-1)
else: return torch.cat(actns).view(len(dl.x),-1)
|
python
|
def get_actns(learn, hook:Hook, dl:DataLoader, pool=AdaptiveConcatPool2d, pool_dim:int=4, **kwargs):
"Gets activations at the layer specified by `hook`, applies `pool` of dim `pool_dim` and concatenates"
print('Getting activations...')
actns = []
learn.model.eval()
with torch.no_grad():
for (xb,yb) in progress_bar(dl):
learn.model(xb)
actns.append((hook.stored).cpu())
if pool:
pool = pool(pool_dim)
return pool(torch.cat(actns)).view(len(dl.x),-1)
else: return torch.cat(actns).view(len(dl.x),-1)
|
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] |
Gets activations at the layer specified by `hook`, applies `pool` of dim `pool_dim` and concatenates
|
[
"Gets",
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L53-L67
|
train
|
Gets activations at the layer specified by hook applies pool of dim pool_dim and concatenates
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(0b1101 + 0o45) + '\x30', 0o10), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(111) + chr(2480 - 2430) + chr(0b110100) + '\066', 14821 - 14813), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(743 - 693) + '\x33', 0b1000), ehT0Px3KOsy9('\x30' + chr(3744 - 3633) + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(6483 - 6372) + '\063' + '\x32' + '\x31', 27195 - 27187), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1101111) + chr(0b10110 + 0o36) + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101010 + 0o5) + chr(0b110001) + chr(0b110001) + chr(0b110000 + 0o6), ord("\x08")), ehT0Px3KOsy9(chr(0b101000 + 0o10) + '\x6f' + '\x31' + chr(669 - 617) + chr(55), 62096 - 62088), ehT0Px3KOsy9(chr(2294 - 2246) + chr(0b1101111) + chr(0b110100), 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + '\x33' + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010 + 0o145) + chr(50) + chr(0b110100) + chr(0b110101 + 0o2), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + '\066' + chr(51), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b100100 + 0o113) + '\061' + chr(0b11100 + 0o31), 14254 - 14246), ehT0Px3KOsy9(chr(1921 - 1873) + '\157' + chr(0b110100), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000101 + 0o52) + '\x33' + chr(54) + '\x31', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(55) + chr(0b1 + 0o63), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110101) + chr(0b110001), 0b1000), ehT0Px3KOsy9('\060' + chr(0b101100 + 0o103) + '\062' + chr(0b10 + 0o62) + chr(0b101011 + 0o11), ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\x6f' + '\062' + chr(49) + '\x34', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + '\060', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(49) + '\x37' + chr(49), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\066' + '\064', 14501 - 14493), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(111) + '\x33' + chr(1018 - 966), 0b1000), ehT0Px3KOsy9(chr(1120 - 1072) + '\x6f' + chr(50) + '\x37' + '\065', 23901 - 23893), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(51) + chr(1478 - 1424) + chr(51), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(0b110001) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001) + chr(0b110010) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(3768 - 3657) + '\x33' + chr(0b101100 + 0o4) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\064' + chr(0b1011 + 0o51), 8), ehT0Px3KOsy9(chr(0b110000) + chr(541 - 430) + '\x32' + '\066' + '\061', 761 - 753), ehT0Px3KOsy9('\x30' + chr(111) + chr(1954 - 1903) + chr(2684 - 2631) + chr(317 - 266), ord("\x08")), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(0b1101111) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1111 + 0o140) + chr(132 - 82) + chr(0b110100), 9412 - 9404), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + '\x33' + chr(2458 - 2404), 57528 - 57520), ehT0Px3KOsy9(chr(2218 - 2170) + chr(0b1101111) + chr(0b101 + 0o54) + chr(1187 - 1139) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(1970 - 1922) + '\x6f' + '\x33' + '\066' + chr(2326 - 2273), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + '\062' + chr(0b101101 + 0o4), 0b1000), ehT0Px3KOsy9('\060' + chr(3889 - 3778) + '\x33' + chr(0b110001), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(0b110010) + '\065', 25287 - 25279), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b100011 + 0o16) + '\x34' + chr(0b110101), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(53) + '\060', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe'), chr(8036 - 7936) + chr(0b100100 + 0o101) + chr(0b1100011) + '\x6f' + chr(0b1100100) + chr(101))(chr(0b1110101) + chr(0b101010 + 0o112) + '\x66' + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def vinRyeWmSzHq(C6wSU7u_KSZF, SjzcWMjGgX7L, TBU4GDgIgbK6, qsPHwJ5jT7iz=DVk7K_2LENq6, T7u_dLnEZWPb=ehT0Px3KOsy9(chr(0b1000 + 0o50) + '\157' + '\064', 8), **M8EIoTs2GJXE):
zLUzGokYBM2Z(xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7\xc3\xe7p\xb8J)Ge8\xd3\xda{e\x85\xd5F\xca\xff>W\x1a'), chr(100) + '\145' + '\143' + chr(0b1010 + 0o145) + chr(100) + chr(0b11001 + 0o114))('\165' + '\x74' + chr(5544 - 5442) + chr(0b101101) + '\x38'))
f4T8jQR2br82 = []
xafqLlk3kkUe(C6wSU7u_KSZF.model, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5\xd0\xf2h'), chr(140 - 40) + '\145' + chr(0b111111 + 0o44) + '\157' + chr(0b1001010 + 0o32) + chr(2212 - 2111))('\x75' + chr(116) + chr(102) + chr(0b101101) + '\x38'))()
with xafqLlk3kkUe(cEkFpYktkSeK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfe\xc9\xccc\xa3E*'), chr(9435 - 9335) + chr(101) + '\143' + '\157' + chr(0b1100100) + chr(0b1100101))('\x75' + chr(0b1110100) + chr(102) + chr(45) + '\x38'))():
for (CghUQAwV9kSA, bzRFxLe6W2dl) in e_JlnroeHtLh(TBU4GDgIgbK6):
xafqLlk3kkUe(C6wSU7u_KSZF, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd6\xed\xa3r\xa0^\x14Rc\x0b\xe9\x85'), chr(100) + '\x65' + chr(0b1100011) + chr(6389 - 6278) + chr(0b1100100) + '\x65')('\x75' + '\164' + chr(0b1100110) + chr(0b101101) + '\070'))(CghUQAwV9kSA)
xafqLlk3kkUe(f4T8jQR2br82, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1\xd6\xe3a\xbf@'), chr(0b1100100) + chr(0b1001 + 0o134) + '\x63' + '\x6f' + '\x64' + chr(101))('\x75' + '\164' + '\146' + '\055' + '\x38'))(xafqLlk3kkUe(SjzcWMjGgX7L.stored, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf3\xd6\xe6'), '\144' + '\145' + '\x63' + '\157' + chr(8142 - 8042) + chr(0b1100101))('\x75' + chr(116) + chr(6514 - 6412) + '\x2d' + chr(0b111000)))())
if qsPHwJ5jT7iz:
qsPHwJ5jT7iz = qsPHwJ5jT7iz(T7u_dLnEZWPb)
return xafqLlk3kkUe(qsPHwJ5jT7iz(cEkFpYktkSeK.cat(f4T8jQR2br82)), xafqLlk3kkUe(SXOLrMavuUCe(b'\xe6\xcf\xf6s'), chr(0b1001101 + 0o27) + chr(0b110111 + 0o56) + chr(0b1100011) + '\157' + '\144' + '\x65')(chr(117) + chr(116) + '\146' + chr(1623 - 1578) + chr(0b100001 + 0o27)))(c2A0yzQpDQB3(xafqLlk3kkUe(TBU4GDgIgbK6, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdf\xc3\xc4S\xe1b\x7f\x03F\x0b\xf5\xe2'), chr(1787 - 1687) + chr(8773 - 8672) + chr(652 - 553) + chr(8577 - 8466) + chr(100) + chr(0b1100101))(chr(0b1110010 + 0o3) + chr(0b1100110 + 0o16) + chr(0b1011010 + 0o14) + chr(0b101101) + '\070'))), -ehT0Px3KOsy9(chr(2092 - 2044) + chr(0b111010 + 0o65) + '\x31', 0o10))
else:
return xafqLlk3kkUe(cEkFpYktkSeK.cat(f4T8jQR2br82), xafqLlk3kkUe(SXOLrMavuUCe(b'\xe6\xcf\xf6s'), chr(0b1100100) + chr(7214 - 7113) + chr(0b1100000 + 0o3) + chr(1037 - 926) + chr(0b1100100) + chr(101))(chr(0b1110101) + '\x74' + '\x66' + chr(45) + chr(56)))(c2A0yzQpDQB3(xafqLlk3kkUe(TBU4GDgIgbK6, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdf\xc3\xc4S\xe1b\x7f\x03F\x0b\xf5\xe2'), '\x64' + '\145' + chr(0b10011 + 0o120) + chr(985 - 874) + chr(0b1000110 + 0o36) + '\145')(chr(0b1110101) + chr(0b10011 + 0o141) + chr(0b1100110) + chr(45) + '\x38'))), -ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b101 + 0o54), 8))
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.comb_similarity
|
def comb_similarity(t1: torch.Tensor, t2: torch.Tensor, **kwargs):
# https://github.com/pytorch/pytorch/issues/11202
"Computes the similarity function between each embedding of `t1` and `t2` matrices."
print('Computing similarities...')
w1 = t1.norm(p=2, dim=1, keepdim=True)
w2 = w1 if t2 is t1 else t2.norm(p=2, dim=1, keepdim=True)
t = torch.mm(t1, t2.t()) / (w1 * w2.t()).clamp(min=1e-8)
return torch.tril(t, diagonal=-1)
|
python
|
def comb_similarity(t1: torch.Tensor, t2: torch.Tensor, **kwargs):
# https://github.com/pytorch/pytorch/issues/11202
"Computes the similarity function between each embedding of `t1` and `t2` matrices."
print('Computing similarities...')
w1 = t1.norm(p=2, dim=1, keepdim=True)
w2 = w1 if t2 is t1 else t2.norm(p=2, dim=1, keepdim=True)
t = torch.mm(t1, t2.t()) / (w1 * w2.t()).clamp(min=1e-8)
return torch.tril(t, diagonal=-1)
|
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Computes the similarity function between each embedding of `t1` and `t2` matrices.
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L71-L80
|
train
|
Computes the similarity function between each embedding of t1 and t2 matrices.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1001001 + 0o46) + chr(0b110011) + '\067' + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(11396 - 11285) + '\x31' + chr(49) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(1667 - 1619) + '\157' + '\063' + '\x34' + chr(0b101110 + 0o4), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x31' + chr(0b110011) + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + chr(5945 - 5834) + '\066' + '\x33', 45964 - 45956), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101111) + chr(0b110011) + '\064' + '\x32', 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1935 - 1886) + chr(0b10110 + 0o37) + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\062' + chr(977 - 925) + '\x35', 0o10), ehT0Px3KOsy9(chr(789 - 741) + chr(0b1 + 0o156) + '\x31' + chr(1410 - 1361) + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(1419 - 1308) + '\062' + chr(52) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + '\x6f' + '\061' + chr(1086 - 1034) + chr(1246 - 1192), 33204 - 33196), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(0b10111 + 0o33) + '\065', 863 - 855), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\062' + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101111) + chr(1254 - 1203) + chr(760 - 709) + '\065', 29736 - 29728), ehT0Px3KOsy9(chr(2242 - 2194) + chr(0b111001 + 0o66) + chr(2858 - 2804) + '\064', 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b101100 + 0o5) + chr(0b100100 + 0o16), 63058 - 63050), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\x6f' + chr(0b110001) + chr(50) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\157' + chr(0b10011 + 0o37) + chr(1049 - 1000) + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(0b110100) + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(937 - 884), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + '\x30' + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b101001 + 0o106) + chr(1799 - 1748) + '\062', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1001010 + 0o45) + chr(0b110011) + chr(1768 - 1715), 8), ehT0Px3KOsy9(chr(0b110000) + chr(2302 - 2191) + chr(0b100011 + 0o20) + '\x33' + '\x31', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + '\063' + chr(50), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(669 - 619) + '\063' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(6984 - 6873) + '\062' + '\066' + chr(0b10000 + 0o47), 46739 - 46731), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1101111) + '\062', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b101010 + 0o13) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110100) + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1077 - 1027) + chr(52) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(4613 - 4502) + chr(0b101111 + 0o7), 0o10), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\x6f' + chr(1648 - 1599) + chr(0b110111) + '\x34', 23426 - 23418), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1354 - 1303) + chr(49) + chr(0b110010), 43755 - 43747), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(7238 - 7127) + chr(51) + chr(1652 - 1599) + '\x35', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b101110 + 0o101) + chr(51) + '\x36' + chr(795 - 746), 0o10), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1101111) + chr(54) + chr(1742 - 1688), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(213 - 165), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + chr(0b110101), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110101) + '\x30', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd6'), chr(100) + chr(0b1100101) + chr(0b1100011) + chr(5283 - 5172) + '\x64' + chr(9970 - 9869))(chr(117) + '\164' + chr(0b1100110) + '\055' + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def mzjrvo1tATH8(ePnIUew7NPYz, kzlXoYCxxWLU, **M8EIoTs2GJXE):
zLUzGokYBM2Z(xafqLlk3kkUe(SXOLrMavuUCe(b'\xbb!\x8f/F\x96\x04\xcb*\x84}\x0f\xb8x\xb1Ux<\xfa\x0ex\xb543\xf7'), chr(0b1000100 + 0o40) + chr(0b110010 + 0o63) + chr(0b1000100 + 0o37) + chr(1283 - 1172) + chr(0b1100100) + chr(101))(chr(0b1110101) + chr(0b111101 + 0o67) + '\x66' + '\055' + chr(0b101 + 0o63)))
_M6EYgFcfTYt = ePnIUew7NPYz.norm(p=ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(50), 8), dim=ehT0Px3KOsy9('\060' + chr(111) + '\061', 0o10), keepdim=ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b1 + 0o156) + chr(49), 8))
onjde2tYsPdq = _M6EYgFcfTYt if kzlXoYCxxWLU is ePnIUew7NPYz else kzlXoYCxxWLU.norm(p=ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1011 + 0o47), 8), dim=ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(1026 - 915) + '\061', 8), keepdim=ehT0Px3KOsy9('\x30' + '\157' + chr(791 - 742), 8))
YeT3l7JgTbWR = cEkFpYktkSeK.mm(ePnIUew7NPYz, kzlXoYCxxWLU.t()) / (_M6EYgFcfTYt * onjde2tYsPdq.t()).clamp(min=1e-08)
return xafqLlk3kkUe(cEkFpYktkSeK, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c<\x8b3'), '\x64' + chr(9350 - 9249) + chr(99) + '\x6f' + chr(0b1100100) + chr(101))('\165' + chr(0b1110100) + chr(0b1011001 + 0o15) + chr(45) + chr(2278 - 2222)))(YeT3l7JgTbWR, diagonal=-ehT0Px3KOsy9('\060' + chr(0b1101111) + '\061', 8))
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.largest_indices
|
def largest_indices(arr, n):
"Returns the `n` largest indices from a numpy array `arr`."
#https://stackoverflow.com/questions/6910641/how-do-i-get-indices-of-n-maximum-values-in-a-numpy-array
flat = arr.flatten()
indices = np.argpartition(flat, -n)[-n:]
indices = indices[np.argsort(-flat[indices])]
return np.unravel_index(indices, arr.shape)
|
python
|
def largest_indices(arr, n):
"Returns the `n` largest indices from a numpy array `arr`."
#https://stackoverflow.com/questions/6910641/how-do-i-get-indices-of-n-maximum-values-in-a-numpy-array
flat = arr.flatten()
indices = np.argpartition(flat, -n)[-n:]
indices = indices[np.argsort(-flat[indices])]
return np.unravel_index(indices, arr.shape)
|
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Returns the `n` largest indices from a numpy array `arr`.
|
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L82-L88
|
train
|
Returns the n largest indices from a numpy array arr.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(115 - 67) + chr(111) + chr(0b110000 + 0o1) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(733 - 685) + '\157' + chr(0b100 + 0o61) + chr(0b1001 + 0o52), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(1154 - 1101) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1735 - 1685) + chr(0b110000) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(1328 - 1280) + chr(0b1101111) + chr(0b110 + 0o54) + '\x37' + chr(0b100110 + 0o16), ord("\x08")), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\x6f' + chr(0b10001 + 0o41) + '\x32' + chr(0b110 + 0o56), 45499 - 45491), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1011001 + 0o26) + chr(927 - 877) + '\x35' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + '\067' + chr(923 - 871), 8), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\x6f' + '\x31' + '\x30' + '\060', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b1110 + 0o45) + '\062' + chr(1659 - 1606), 51820 - 51812), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(856 - 801) + chr(2741 - 2688), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b10001 + 0o42) + chr(0b110101) + '\x37', 50726 - 50718), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\x6f' + chr(0b110011) + '\065' + chr(51), 55814 - 55806), ehT0Px3KOsy9('\060' + '\157' + chr(0b101001 + 0o11) + chr(2398 - 2348) + '\066', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x35' + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\x6f' + chr(49) + chr(0b1110 + 0o50) + chr(319 - 268), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2642 - 2590) + '\x31', 20043 - 20035), ehT0Px3KOsy9(chr(52 - 4) + chr(0b110010 + 0o75) + chr(50) + chr(0b110000) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b101111 + 0o100) + '\x33' + '\x37' + chr(0b100 + 0o54), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(2510 - 2457) + chr(140 - 92), 49005 - 48997), ehT0Px3KOsy9(chr(2200 - 2152) + chr(111) + chr(0b101000 + 0o13) + '\063' + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + chr(0b100011 + 0o24) + chr(2218 - 2169), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(989 - 940) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + chr(278 - 226), 37570 - 37562), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + '\x32' + chr(893 - 841) + chr(0b110010), 39650 - 39642), ehT0Px3KOsy9(chr(48) + chr(1013 - 902) + chr(0b11000 + 0o32) + '\067' + chr(0b100010 + 0o23), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100010 + 0o20) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + chr(0b110011) + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100101 + 0o15) + '\067' + chr(0b111 + 0o53), 34581 - 34573), ehT0Px3KOsy9(chr(0b110000) + chr(1976 - 1865) + '\063' + chr(0b101101 + 0o12) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(0b1101111) + chr(2241 - 2186), 32702 - 32694), ehT0Px3KOsy9(chr(0b11001 + 0o27) + '\157' + chr(1141 - 1092) + chr(51) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b1101111) + chr(51) + chr(0b110100) + '\x31', 60141 - 60133), ehT0Px3KOsy9(chr(929 - 881) + chr(111) + chr(0b110001) + chr(52) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b11100 + 0o123) + '\x31' + '\062' + '\061', 0o10), ehT0Px3KOsy9(chr(0b10010 + 0o36) + '\157' + chr(233 - 184) + '\x36' + chr(0b101000 + 0o14), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110010) + chr(55) + chr(0b110110 + 0o0), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + '\061' + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(1443 - 1395) + chr(549 - 438) + chr(51) + chr(0b110100) + chr(0b111 + 0o54), 61756 - 61748), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + '\063' + '\063', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(399 - 351) + chr(0b1101111) + '\065' + '\x30', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'&'), chr(0b111111 + 0o45) + chr(101) + '\143' + '\157' + '\x64' + chr(0b100000 + 0o105))('\x75' + chr(0b1110100) + chr(0b1100110) + chr(1580 - 1535) + chr(0b11010 + 0o36)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def UFVP2sI40L6v(ZxkNvNvuRNy5, m1NkCryOw9Bx):
UoqalBizu_O1 = ZxkNvNvuRNy5.flatten()
pIcoaXENl5Pw = WqUC3KWvYVup.argpartition(UoqalBizu_O1, -m1NkCryOw9Bx)[-m1NkCryOw9Bx:]
pIcoaXENl5Pw = pIcoaXENl5Pw[WqUC3KWvYVup.argsort(-UoqalBizu_O1[pIcoaXENl5Pw])]
return xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'}E\xde\xe7\xca\xf1\xc3\xe3)\xbb\x99\x8a\x93'), chr(1279 - 1179) + '\145' + '\x63' + chr(0b1101111) + chr(0b1111 + 0o125) + chr(7338 - 7237))(chr(11450 - 11333) + '\x74' + chr(8322 - 8220) + chr(1291 - 1246) + '\x38'))(pIcoaXENl5Pw, xafqLlk3kkUe(ZxkNvNvuRNy5, xafqLlk3kkUe(SXOLrMavuUCe(b'fJ\xd9\xdf\xda\xd8\xc8\xd0\x14\xa5\x9e\x8d'), chr(100) + '\145' + '\x63' + chr(7551 - 7440) + '\x64' + chr(0b11010 + 0o113))(chr(117) + '\x74' + chr(0b1100110) + '\055' + '\070')))
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
DatasetFormatter.sort_idxs
|
def sort_idxs(cls, similarities):
"Sorts `similarities` and return the indexes in pairs ordered by highest similarity."
idxs = cls.largest_indices(similarities, len(similarities))
idxs = [(idxs[0][i], idxs[1][i]) for i in range(len(idxs[0]))]
return [e for l in idxs for e in l]
|
python
|
def sort_idxs(cls, similarities):
"Sorts `similarities` and return the indexes in pairs ordered by highest similarity."
idxs = cls.largest_indices(similarities, len(similarities))
idxs = [(idxs[0][i], idxs[1][i]) for i in range(len(idxs[0]))]
return [e for l in idxs for e in l]
|
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] |
Sorts `similarities` and return the indexes in pairs ordered by highest similarity.
|
[
"Sorts",
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"the",
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"in",
"pairs",
"ordered",
"by",
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"similarity",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L91-L95
|
train
|
Sorts similarities and return the indexes in pairs ordered by highest similarity.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(111) + chr(0b1111 + 0o43) + chr(0b110101) + '\x34', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1001001 + 0o46) + chr(936 - 887) + chr(0b11101 + 0o24) + chr(49), 3601 - 3593), ehT0Px3KOsy9(chr(0b110000) + chr(331 - 220) + chr(0b11111 + 0o25) + chr(54), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1110 + 0o141) + '\062' + chr(0b11101 + 0o24) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(852 - 801) + '\x37' + chr(872 - 817), ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + '\x6f' + chr(50) + chr(0b110100) + chr(0b100001 + 0o22), 3259 - 3251), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + '\x34' + chr(1561 - 1506), ord("\x08")), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b1010001 + 0o36) + chr(0b110 + 0o55) + '\063' + chr(851 - 800), ord("\x08")), ehT0Px3KOsy9(chr(1176 - 1128) + '\x6f' + chr(0b10110 + 0o35) + chr(0b11100 + 0o32) + chr(51), 3703 - 3695), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(8014 - 7903) + '\x33' + '\x31' + chr(51), 0o10), ehT0Px3KOsy9(chr(48) + chr(6555 - 6444) + chr(0b110010) + chr(0b11101 + 0o27) + chr(0b110001 + 0o3), 0b1000), ehT0Px3KOsy9('\060' + chr(7592 - 7481) + '\062' + chr(0b110000) + '\x32', 61715 - 61707), ehT0Px3KOsy9('\060' + chr(8322 - 8211) + chr(49) + chr(51) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1010110 + 0o31) + '\x32' + chr(0b100 + 0o60) + chr(0b1101 + 0o46), 8), ehT0Px3KOsy9(chr(149 - 101) + '\157' + chr(314 - 263) + chr(2476 - 2426) + '\x35', 48422 - 48414), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(759 - 704) + chr(0b100010 + 0o23), 0b1000), ehT0Px3KOsy9(chr(1869 - 1821) + chr(0b1101111) + '\061' + '\065' + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\157' + '\x32' + chr(54), 17721 - 17713), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b100000 + 0o22) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b101010 + 0o105) + chr(49) + '\x32' + chr(0b110111 + 0o0), 0b1000), ehT0Px3KOsy9('\060' + chr(0b101100 + 0o103) + chr(51) + '\x36' + chr(685 - 630), 0b1000), ehT0Px3KOsy9(chr(212 - 164) + chr(0b1101111) + '\x32' + '\063' + chr(1213 - 1164), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110110) + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(111) + '\x31' + chr(0b110111) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(1179 - 1131) + '\x6f' + chr(466 - 415) + '\x33' + chr(2143 - 2093), 0o10), ehT0Px3KOsy9('\060' + chr(11993 - 11882) + chr(584 - 534) + chr(54) + chr(1511 - 1459), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + '\x34' + '\x36', 23860 - 23852), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(1121 - 1073) + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + '\x37' + chr(1336 - 1281), 8), ehT0Px3KOsy9(chr(1901 - 1853) + '\157' + chr(1983 - 1932) + '\x33' + chr(0b10100 + 0o37), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(565 - 514) + chr(0b101001 + 0o13) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(564 - 516) + chr(0b1101111) + '\066' + chr(54), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(1978 - 1929) + '\062' + '\060', 0b1000), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(2207 - 2096) + chr(51) + chr(0b0 + 0o67) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(10452 - 10341) + chr(0b110011) + chr(285 - 232) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + '\x34' + chr(0b1100 + 0o50), 8), ehT0Px3KOsy9(chr(48) + chr(0b1001100 + 0o43) + chr(0b110011) + chr(0b110000) + chr(1192 - 1143), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(52) + chr(0b110110), 8), ehT0Px3KOsy9(chr(876 - 828) + '\157' + '\x34' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + chr(48) + '\063', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b111101 + 0o62) + chr(0b110101) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x82'), chr(100) + chr(0b1100101) + chr(0b1100010 + 0o1) + chr(4089 - 3978) + chr(0b1100100) + '\145')('\x75' + chr(116) + '\146' + chr(545 - 500) + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def T5Oi056XaYdB(NSstowUUZlxS, I9V0z1s9hRYj):
dTunTo9fe3fI = NSstowUUZlxS.largest_indices(I9V0z1s9hRYj, c2A0yzQpDQB3(I9V0z1s9hRYj))
dTunTo9fe3fI = [(dTunTo9fe3fI[ehT0Px3KOsy9('\060' + '\157' + chr(0b110000), 0o10)][WVxHKyX45z_L], dTunTo9fe3fI[ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49), 0b1000)][WVxHKyX45z_L]) for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(dTunTo9fe3fI[ehT0Px3KOsy9(chr(0b110000) + chr(3335 - 3224) + chr(167 - 119), 8)]))]
return [GlnVAPeT6CUe for aLoH_Mt0dzwO in dTunTo9fe3fI for GlnVAPeT6CUe in aLoH_Mt0dzwO]
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.make_img_widget
|
def make_img_widget(cls, img, layout=Layout(), format='jpg'):
"Returns an image widget for specified file name `img`."
return widgets.Image(value=img, format=format, layout=layout)
|
python
|
def make_img_widget(cls, img, layout=Layout(), format='jpg'):
"Returns an image widget for specified file name `img`."
return widgets.Image(value=img, format=format, layout=layout)
|
[
"def",
"make_img_widget",
"(",
"cls",
",",
"img",
",",
"layout",
"=",
"Layout",
"(",
")",
",",
"format",
"=",
"'jpg'",
")",
":",
"return",
"widgets",
".",
"Image",
"(",
"value",
"=",
"img",
",",
"format",
"=",
"format",
",",
"layout",
"=",
"layout",
")"
] |
Returns an image widget for specified file name `img`.
|
[
"Returns",
"an",
"image",
"widget",
"for",
"specified",
"file",
"name",
"img",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L113-L115
|
train
|
Returns an image widget for specified file name img.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\064' + chr(2374 - 2321), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(1566 - 1515) + chr(0b110110) + chr(929 - 880), 48401 - 48393), ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\157' + chr(0b110011) + chr(49) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b1 + 0o57) + '\157' + chr(0b10111 + 0o32) + chr(0b100101 + 0o22) + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(479 - 430) + '\x37' + '\x36', 0o10), ehT0Px3KOsy9(chr(2187 - 2139) + '\x6f' + chr(122 - 73) + chr(331 - 280) + '\062', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + '\061' + chr(0b11111 + 0o25), 15589 - 15581), ehT0Px3KOsy9('\060' + chr(111) + chr(0b100011 + 0o17) + chr(0b110010) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(919 - 871) + chr(0b100000 + 0o117) + chr(1062 - 1007) + chr(0b100110 + 0o12), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(6033 - 5922) + chr(0b101100 + 0o5) + chr(2479 - 2427) + chr(55), 25656 - 25648), ehT0Px3KOsy9('\x30' + chr(0b100010 + 0o115) + chr(0b110011) + '\x31' + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(1277 - 1166) + chr(0b101110 + 0o4) + chr(0b11001 + 0o30) + chr(0b110111), 19582 - 19574), ehT0Px3KOsy9(chr(48) + chr(0b1101000 + 0o7) + '\061' + chr(0b10000 + 0o41) + '\063', 52705 - 52697), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10100 + 0o37) + chr(50) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(227 - 174) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + '\060' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(0b11110 + 0o121) + chr(0b110010) + '\062', 54392 - 54384), ehT0Px3KOsy9(chr(0b110000) + chr(2154 - 2043) + chr(51) + chr(0b110010) + '\060', 17688 - 17680), ehT0Px3KOsy9('\060' + chr(0b1100000 + 0o17) + '\x31' + chr(0b11110 + 0o22) + chr(53), 5767 - 5759), ehT0Px3KOsy9(chr(2266 - 2218) + chr(0b101001 + 0o106) + chr(0b110010) + chr(0b11100 + 0o30) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(10279 - 10168) + '\x31' + '\066', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + '\x35' + chr(0b110100), 38945 - 38937), ehT0Px3KOsy9('\060' + '\x6f' + '\062' + chr(49) + chr(2045 - 1992), ord("\x08")), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b110011 + 0o74) + chr(50) + '\x34' + chr(1923 - 1869), ord("\x08")), ehT0Px3KOsy9(chr(1949 - 1901) + chr(0b1101111) + chr(180 - 130) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + chr(0b110111) + '\x31', 42518 - 42510), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + chr(52), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101010 + 0o5) + chr(0b101 + 0o55) + chr(49) + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(111) + chr(51) + chr(49) + chr(0b1011 + 0o50), 40423 - 40415), ehT0Px3KOsy9(chr(48) + chr(5290 - 5179) + chr(51) + chr(0b110011) + chr(0b1011 + 0o45), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b10000 + 0o137) + chr(0b110010) + chr(0b110111) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(9962 - 9851) + chr(49) + chr(0b110100) + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110101 + 0o72) + chr(0b110010) + chr(0b101110 + 0o3) + '\x33', 8), ehT0Px3KOsy9(chr(48) + chr(9206 - 9095) + '\x36' + '\066', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(53) + '\060', 0b1000), ehT0Px3KOsy9('\060' + chr(3941 - 3830) + chr(0b100100 + 0o17) + '\061' + '\066', 21398 - 21390), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(0b10000 + 0o137) + '\061' + chr(1110 - 1059) + '\x31', 63372 - 63364), ehT0Px3KOsy9(chr(620 - 572) + chr(0b1101001 + 0o6) + chr(1218 - 1169) + chr(0b11000 + 0o35) + chr(0b101 + 0o54), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + chr(0b110111), 46325 - 46317), ehT0Px3KOsy9(chr(48) + chr(3217 - 3106) + chr(0b110111) + chr(2148 - 2094), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b111101 + 0o62) + chr(0b101011 + 0o12) + chr(48), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x0b'), chr(0b1100100) + chr(101) + '\x63' + chr(0b1001 + 0o146) + chr(100) + chr(0b1100101))(chr(3847 - 3730) + chr(0b101101 + 0o107) + chr(0b1011000 + 0o16) + chr(1067 - 1022) + chr(1436 - 1380)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def RU09bj7BrVGj(NSstowUUZlxS, s63jeLEbd8fs, HDH7OEwZuDah=W_AO9evqCYv6(), V4roHaS3Ppej=xafqLlk3kkUe(SXOLrMavuUCe(b'O\x81\xae'), '\x64' + chr(101) + chr(0b1010011 + 0o20) + chr(5344 - 5233) + chr(7892 - 7792) + chr(0b1100101))(chr(10235 - 10118) + chr(0b1110100) + '\146' + chr(654 - 609) + '\x38')):
return xafqLlk3kkUe(_hsjuBdi8ctP, xafqLlk3kkUe(SXOLrMavuUCe(b'l\x9c\xa8\x1b\x1b'), chr(0b101100 + 0o70) + chr(0b10010 + 0o123) + chr(0b1100011) + '\x6f' + '\144' + chr(4529 - 4428))(chr(10739 - 10622) + '\164' + chr(102) + chr(45) + '\070'))(value=s63jeLEbd8fs, format=V4roHaS3Ppej, layout=HDH7OEwZuDah)
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.make_button_widget
|
def make_button_widget(cls, label, file_path=None, handler=None, style=None, layout=Layout(width='auto')):
"Return a Button widget with specified `handler`."
btn = widgets.Button(description=label, layout=layout)
if handler is not None: btn.on_click(handler)
if style is not None: btn.button_style = style
btn.file_path = file_path
btn.flagged_for_delete = False
return btn
|
python
|
def make_button_widget(cls, label, file_path=None, handler=None, style=None, layout=Layout(width='auto')):
"Return a Button widget with specified `handler`."
btn = widgets.Button(description=label, layout=layout)
if handler is not None: btn.on_click(handler)
if style is not None: btn.button_style = style
btn.file_path = file_path
btn.flagged_for_delete = False
return btn
|
[
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] |
Return a Button widget with specified `handler`.
|
[
"Return",
"a",
"Button",
"widget",
"with",
"specified",
"handler",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L118-L125
|
train
|
Return a Button widget with specified handler.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(9419 - 9308) + '\061' + chr(0b10010 + 0o44) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\066' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b1101111) + '\x34' + chr(1421 - 1373), 0o10), ehT0Px3KOsy9(chr(481 - 433) + chr(0b11001 + 0o126) + chr(0b11010 + 0o31) + '\x35' + chr(0b1000 + 0o56), 11891 - 11883), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(0b101 + 0o56) + '\x34', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + '\060' + '\062', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(0b100001 + 0o20) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1101 + 0o52) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x34' + '\060', 8), ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\157' + chr(2672 - 2618) + '\x34', 13029 - 13021), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + chr(50) + '\067' + chr(2491 - 2436), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b101111 + 0o7) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(111) + '\x32' + chr(49) + '\x30', 40076 - 40068), ehT0Px3KOsy9(chr(0b1011 + 0o45) + '\x6f' + chr(1620 - 1569) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(111) + chr(0b110001) + chr(52) + chr(0b110001 + 0o3), 0b1000), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b111011 + 0o64) + '\063' + chr(1257 - 1204) + '\x37', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b101101 + 0o5) + chr(0b110000) + '\x34', 0o10), ehT0Px3KOsy9(chr(1863 - 1815) + chr(111) + chr(0b0 + 0o63) + chr(0b10001 + 0o46) + '\x35', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b101100 + 0o5) + chr(0b110000) + chr(2805 - 2750), 12488 - 12480), ehT0Px3KOsy9(chr(1113 - 1065) + chr(0b1101111) + chr(0b101110 + 0o10) + '\x34', 8), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001 + 0o2) + '\065' + '\x34', 6455 - 6447), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(11642 - 11531) + '\062' + chr(55) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(1360 - 1312) + chr(0b1101111) + chr(1240 - 1190) + chr(0b110011) + chr(0b110000), 0o10), ehT0Px3KOsy9('\060' + chr(0b100101 + 0o112) + chr(1704 - 1655) + chr(51) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1101111) + '\x33' + chr(0b110001) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\060', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(0b110100) + '\x32', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(2729 - 2676) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + chr(8456 - 8345) + '\x32' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + '\065' + chr(0b1100 + 0o45), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + chr(50), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\062' + '\061', 32734 - 32726), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\067' + chr(451 - 403), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(1460 - 1408) + chr(53), 35193 - 35185), ehT0Px3KOsy9(chr(1710 - 1662) + chr(0b1101111) + '\063' + chr(810 - 762) + '\061', 0b1000), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + '\x33' + chr(0b11 + 0o56) + chr(54), 8), ehT0Px3KOsy9(chr(1313 - 1265) + '\x6f' + '\063' + '\063' + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(49) + chr(0b100000 + 0o22), 0o10), ehT0Px3KOsy9(chr(1829 - 1781) + chr(111) + chr(49) + '\062' + chr(54), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(194 - 83) + '\x35' + chr(0b101111 + 0o1), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'Z'), '\144' + chr(0b1100101) + '\x63' + chr(111) + chr(678 - 578) + chr(0b101001 + 0o74))('\165' + chr(704 - 588) + chr(294 - 192) + chr(45) + chr(669 - 613)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def e9sPi8icyOUj(NSstowUUZlxS, TRUOLFLuD08x, Ti9e_bxaCVyu=None, I_GTmuOABRzI=None, Y9SJzuHoKULU=None, HDH7OEwZuDah=W_AO9evqCYv6(width=xafqLlk3kkUe(SXOLrMavuUCe(b'\x15CT\x81'), '\x64' + '\145' + chr(99) + chr(4136 - 4025) + chr(0b1100100) + '\145')('\165' + '\164' + '\x66' + '\055' + '\x38'))):
r5F5TUTCBqRK = _hsjuBdi8ctP.Button(description=TRUOLFLuD08x, layout=HDH7OEwZuDah)
if I_GTmuOABRzI is not None:
xafqLlk3kkUe(r5F5TUTCBqRK, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1bX\x7f\x8d\xf0r!\xe0'), chr(0b1100100) + '\145' + chr(0b1100011) + chr(11339 - 11228) + '\144' + '\145')('\x75' + '\x74' + chr(0b1100110) + chr(0b101101) + chr(0b1111 + 0o51)))(I_GTmuOABRzI)
if Y9SJzuHoKULU is not None:
r5F5TUTCBqRK.zLFSbSR7SzLm = Y9SJzuHoKULU
r5F5TUTCBqRK.Ti9e_bxaCVyu = Ti9e_bxaCVyu
r5F5TUTCBqRK.NEoaoOcOnvPb = ehT0Px3KOsy9('\x30' + chr(111) + '\x30', 8)
return r5F5TUTCBqRK
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.make_dropdown_widget
|
def make_dropdown_widget(cls, description='Description', options=['Label 1', 'Label 2'], value='Label 1',
file_path=None, layout=Layout(), handler=None):
"Return a Dropdown widget with specified `handler`."
dd = widgets.Dropdown(description=description, options=options, value=value, layout=layout)
if file_path is not None: dd.file_path = file_path
if handler is not None: dd.observe(handler, names=['value'])
return dd
|
python
|
def make_dropdown_widget(cls, description='Description', options=['Label 1', 'Label 2'], value='Label 1',
file_path=None, layout=Layout(), handler=None):
"Return a Dropdown widget with specified `handler`."
dd = widgets.Dropdown(description=description, options=options, value=value, layout=layout)
if file_path is not None: dd.file_path = file_path
if handler is not None: dd.observe(handler, names=['value'])
return dd
|
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] |
Return a Dropdown widget with specified `handler`.
|
[
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L128-L134
|
train
|
Return a Dropdown widget with specified handler.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(111) + chr(2166 - 2117) + chr(1309 - 1259) + chr(1749 - 1700), 0o10), ehT0Px3KOsy9(chr(1733 - 1685) + '\x6f' + '\061' + chr(0b110111) + chr(53), 46974 - 46966), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\x6f' + chr(0b1101 + 0o44) + chr(0b100100 + 0o21) + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\157' + '\x33' + '\061' + chr(0b110001), 0o10), ehT0Px3KOsy9('\060' + '\157' + '\062' + chr(0b11000 + 0o34) + '\064', 60530 - 60522), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(716 - 666), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1497 - 1448) + chr(0b110111) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + chr(55) + chr(49), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(1203 - 1154) + chr(0b110011) + '\x35', 4100 - 4092), ehT0Px3KOsy9(chr(253 - 205) + chr(111) + chr(53) + '\067', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(0b110100) + '\x32', 53091 - 53083), ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\157' + chr(51) + chr(0b110111) + '\x34', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b100110 + 0o111) + '\x31' + chr(51) + chr(864 - 811), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + chr(0b110110) + '\066', 32499 - 32491), ehT0Px3KOsy9('\x30' + chr(7557 - 7446) + chr(49) + '\065' + chr(0b10001 + 0o43), 0o10), ehT0Px3KOsy9('\x30' + chr(0b10010 + 0o135) + chr(0b110010) + chr(0b101010 + 0o7) + chr(0b110100), 5041 - 5033), ehT0Px3KOsy9(chr(64 - 16) + chr(0b111000 + 0o67) + '\066', 0o10), ehT0Px3KOsy9(chr(1386 - 1338) + '\157' + chr(49) + chr(132 - 82) + '\x37', 63563 - 63555), ehT0Px3KOsy9(chr(1757 - 1709) + '\x6f' + chr(1616 - 1567) + chr(0b110011) + chr(48), 2738 - 2730), ehT0Px3KOsy9(chr(0b110000) + chr(470 - 359) + chr(51) + chr(2193 - 2144) + '\x30', 31829 - 31821), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b11101 + 0o25) + chr(0b10 + 0o65) + '\x32', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001), 34298 - 34290), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(0b10000 + 0o40) + chr(2275 - 2226), 52229 - 52221), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001) + chr(0b10010 + 0o43) + chr(1776 - 1728), ord("\x08")), ehT0Px3KOsy9(chr(474 - 426) + '\157' + '\062' + chr(0b11100 + 0o24) + chr(2215 - 2164), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b10101 + 0o35) + chr(49) + chr(0b10111 + 0o35), 8), ehT0Px3KOsy9('\060' + '\x6f' + '\062' + chr(53), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110010) + chr(609 - 560) + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(8932 - 8821) + chr(1575 - 1525) + chr(0b110111) + '\x34', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110000 + 0o4) + chr(0b10 + 0o61), ord("\x08")), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(1572 - 1461) + chr(382 - 332) + chr(977 - 925) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(1030 - 982) + chr(5148 - 5037) + chr(51) + chr(0b10011 + 0o36) + chr(0b100111 + 0o17), 0b1000), ehT0Px3KOsy9(chr(181 - 133) + '\x6f' + chr(51) + chr(1885 - 1832) + chr(1173 - 1119), 42885 - 42877), ehT0Px3KOsy9(chr(628 - 580) + chr(0b1110 + 0o141) + '\x31' + chr(2837 - 2782) + chr(0b100010 + 0o17), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(86 - 35) + chr(0b110110) + chr(52), 49510 - 49502), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(55) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + chr(0b10101 + 0o42), 15290 - 15282), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b11010 + 0o125) + '\062' + chr(0b10011 + 0o35) + '\x30', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\x6f' + '\x35' + chr(0b101110 + 0o2), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x7f'), '\x64' + '\145' + chr(0b1100011) + chr(0b100000 + 0o117) + chr(7337 - 7237) + chr(0b110001 + 0o64))('\165' + chr(4869 - 4753) + chr(9449 - 9347) + chr(0b11100 + 0o21) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def XmLhlo_d2qbZ(NSstowUUZlxS, SrRj406orjyz=xafqLlk3kkUe(SXOLrMavuUCe(b'\x15\x18\x18c\xbb\xcdr\n\x102A'), '\144' + chr(0b1100101) + chr(99) + '\x6f' + chr(100) + chr(0b1100101))(chr(0b11100 + 0o131) + chr(0b101000 + 0o114) + chr(0b1100110) + '\055' + chr(0b11011 + 0o35)), vvlcdVOK7clu=[xafqLlk3kkUe(SXOLrMavuUCe(b'\x1d\x1c\te\xa5\x843'), '\x64' + chr(0b1100101) + chr(0b1100011) + '\x6f' + '\144' + '\145')(chr(6348 - 6231) + '\164' + chr(0b1100110) + '\055' + '\070'), xafqLlk3kkUe(SXOLrMavuUCe(b'\x1d\x1c\te\xa5\x840'), chr(0b1100100) + chr(0b10101 + 0o120) + chr(0b1100011) + '\x6f' + chr(0b1100100) + chr(0b100101 + 0o100))(chr(117) + '\x74' + '\146' + chr(45) + chr(0b10001 + 0o47))], QmmgWUB13VCJ=xafqLlk3kkUe(SXOLrMavuUCe(b'\x1d\x1c\te\xa5\x843'), chr(0b1000001 + 0o43) + '\145' + '\x63' + '\157' + chr(0b1100100) + chr(0b110011 + 0o62))('\x75' + chr(4351 - 4235) + chr(102) + '\x2d' + '\070'), Ti9e_bxaCVyu=None, HDH7OEwZuDah=W_AO9evqCYv6(), I_GTmuOABRzI=None):
Sqm7stOPZpNW = _hsjuBdi8ctP.Dropdown(description=SrRj406orjyz, options=vvlcdVOK7clu, value=QmmgWUB13VCJ, layout=HDH7OEwZuDah)
if Ti9e_bxaCVyu is not None:
Sqm7stOPZpNW.Ti9e_bxaCVyu = Ti9e_bxaCVyu
if I_GTmuOABRzI is not None:
xafqLlk3kkUe(Sqm7stOPZpNW, xafqLlk3kkUe(SXOLrMavuUCe(b'>\x1f\x18e\xbb\xd2g'), '\144' + chr(0b1100101) + '\143' + '\157' + chr(8626 - 8526) + chr(101))(chr(0b1110101) + '\x74' + chr(0b1011100 + 0o12) + '\x2d' + chr(0b111000)))(I_GTmuOABRzI, names=[xafqLlk3kkUe(SXOLrMavuUCe(b"'\x1c\x07u\xac"), chr(100) + chr(0b1100101) + chr(7062 - 6963) + chr(111) + chr(100) + chr(2016 - 1915))(chr(0b1110101) + '\x74' + '\x66' + chr(0b101101) + '\070')])
return Sqm7stOPZpNW
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.make_horizontal_box
|
def make_horizontal_box(cls, children, layout=Layout()):
"Make a horizontal box with `children` and `layout`."
return widgets.HBox(children, layout=layout)
|
python
|
def make_horizontal_box(cls, children, layout=Layout()):
"Make a horizontal box with `children` and `layout`."
return widgets.HBox(children, layout=layout)
|
[
"def",
"make_horizontal_box",
"(",
"cls",
",",
"children",
",",
"layout",
"=",
"Layout",
"(",
")",
")",
":",
"return",
"widgets",
".",
"HBox",
"(",
"children",
",",
"layout",
"=",
"layout",
")"
] |
Make a horizontal box with `children` and `layout`.
|
[
"Make",
"a",
"horizontal",
"box",
"with",
"children",
"and",
"layout",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L137-L139
|
train
|
Make a horizontal box with children and layout.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b111 + 0o52) + chr(0b110001) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8339 - 8228) + chr(0b110001) + chr(0b10000 + 0o46) + chr(0b1010 + 0o53), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1111 + 0o140) + '\x32' + '\060' + '\062', 0o10), ehT0Px3KOsy9(chr(1801 - 1753) + '\157' + '\x32' + '\x33' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(48) + chr(9425 - 9314) + '\x31' + chr(0b110010) + '\060', 2457 - 2449), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + '\060' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + '\061' + chr(54), 8), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\157' + chr(2057 - 2008) + chr(0b101000 + 0o11) + chr(1592 - 1543), 29361 - 29353), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b11 + 0o57) + chr(476 - 424) + chr(0b10111 + 0o33), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32' + chr(1443 - 1389) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(53) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(4401 - 4290) + chr(49) + '\x36' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b1101111) + '\x33' + chr(0b100001 + 0o22) + chr(0b1001 + 0o47), 57314 - 57306), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011110 + 0o21) + chr(0b1011 + 0o47) + '\065' + chr(1842 - 1793), 0o10), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(0b1101111) + chr(0b100 + 0o56) + '\x31', 47313 - 47305), ehT0Px3KOsy9(chr(1764 - 1716) + '\x6f' + '\063' + '\x30' + chr(516 - 461), 0o10), ehT0Px3KOsy9('\x30' + chr(0b100101 + 0o112) + chr(49) + chr(1530 - 1475) + chr(0b1 + 0o66), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1011101 + 0o22) + chr(1466 - 1417) + chr(48) + chr(0b100100 + 0o21), 30111 - 30103), ehT0Px3KOsy9('\060' + chr(3656 - 3545) + '\061' + '\x30' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(2007 - 1956) + '\x33' + '\x30', 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\062' + chr(50) + chr(0b110010), 28804 - 28796), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010 + 0o1) + chr(0b0 + 0o64) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(6089 - 5978) + chr(0b110110) + chr(854 - 801), 0o10), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b1101111) + '\x32' + chr(52) + chr(1398 - 1345), 0b1000), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\157' + chr(0b110001) + '\x35' + chr(48), 0b1000), ehT0Px3KOsy9(chr(2175 - 2127) + '\157' + '\062' + '\064' + chr(1841 - 1786), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b11110 + 0o26) + '\x34', 45145 - 45137), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(53) + chr(1640 - 1592), 8), ehT0Px3KOsy9(chr(48) + chr(7049 - 6938) + chr(49) + chr(2632 - 2580) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + chr(51) + '\x33' + '\062', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + '\x32' + chr(49), 9707 - 9699), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1101111) + chr(50) + chr(101 - 48), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + chr(1776 - 1727) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110111) + chr(0b11111 + 0o21), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + '\065', 0b1000), ehT0Px3KOsy9(chr(1271 - 1223) + chr(0b10110 + 0o131) + chr(0b100111 + 0o13) + '\065' + chr(878 - 824), 27347 - 27339), ehT0Px3KOsy9('\x30' + chr(8108 - 7997) + chr(49) + chr(0b1001 + 0o52) + chr(0b110110), 0b1000), ehT0Px3KOsy9('\x30' + chr(1152 - 1041) + chr(0b0 + 0o63) + '\x37' + chr(2149 - 2100), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(0b110101) + chr(53), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + chr(0b101010 + 0o13) + '\x37', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(483 - 430) + chr(0b111 + 0o51), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'`'), chr(0b1100 + 0o130) + '\x65' + chr(0b111111 + 0o44) + chr(111) + chr(0b1100100) + chr(0b1100100 + 0o1))('\x75' + chr(0b1110100) + chr(102) + '\055' + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def L3ucSXZ1res2(NSstowUUZlxS, fbmcheqacAus, HDH7OEwZuDah=W_AO9evqCYv6()):
return xafqLlk3kkUe(_hsjuBdi8ctP, xafqLlk3kkUe(SXOLrMavuUCe(b'\x067\xed\xe4'), chr(0b1100100) + '\x65' + chr(99) + chr(0b1101111) + chr(0b110011 + 0o61) + chr(0b1100101))('\165' + chr(0b1110100) + chr(0b1100110) + chr(1121 - 1076) + chr(0b11001 + 0o37)))(fbmcheqacAus, layout=HDH7OEwZuDah)
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.make_vertical_box
|
def make_vertical_box(cls, children, layout=Layout(), duplicates=False):
"Make a vertical box with `children` and `layout`."
if not duplicates: return widgets.VBox(children, layout=layout)
else: return widgets.VBox([children[0], children[2]], layout=layout)
|
python
|
def make_vertical_box(cls, children, layout=Layout(), duplicates=False):
"Make a vertical box with `children` and `layout`."
if not duplicates: return widgets.VBox(children, layout=layout)
else: return widgets.VBox([children[0], children[2]], layout=layout)
|
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] |
Make a vertical box with `children` and `layout`.
|
[
"Make",
"a",
"vertical",
"box",
"with",
"children",
"and",
"layout",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L142-L145
|
train
|
Make a vertical box with children and layout.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(50) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(670 - 622) + '\x6f' + chr(263 - 213) + '\067' + chr(48), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2337 - 2288) + chr(48) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + chr(3035 - 2924) + chr(2440 - 2386) + '\061', 46034 - 46026), ehT0Px3KOsy9(chr(2071 - 2023) + '\157' + '\066' + chr(1302 - 1254), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\x6f' + '\060', 35210 - 35202), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + chr(54), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8669 - 8558) + chr(0b10101 + 0o34) + chr(0b110100), 4208 - 4200), ehT0Px3KOsy9(chr(1725 - 1677) + '\157' + '\x37' + chr(52), 16895 - 16887), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b1111 + 0o140) + chr(53), 0o10), ehT0Px3KOsy9(chr(1366 - 1318) + chr(0b1100010 + 0o15) + chr(50) + chr(425 - 376) + chr(53), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11101 + 0o31) + chr(751 - 703), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(384 - 335) + '\x32' + chr(0b101101 + 0o6), ord("\x08")), ehT0Px3KOsy9(chr(2182 - 2134) + '\x6f' + chr(50) + chr(0b110111) + chr(1898 - 1846), 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\x6f' + '\x31' + '\x35' + chr(49), 37836 - 37828), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(111) + chr(49) + chr(55) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\x6f' + chr(49) + '\x33' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + chr(49) + chr(0b110100), 62486 - 62478), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2193 - 2143) + '\061' + chr(51), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(0b100001 + 0o23) + '\064', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x31' + chr(0b110001) + chr(2819 - 2764), 29283 - 29275), ehT0Px3KOsy9(chr(48) + chr(0b1101111 + 0o0) + chr(49) + chr(0b110111) + chr(0b101011 + 0o13), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(69 - 18) + '\065' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(51) + '\065' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(7133 - 7022) + '\x33' + chr(0b110000) + '\x35', 17150 - 17142), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(0b1001 + 0o51) + '\063', 8), ehT0Px3KOsy9('\x30' + chr(8564 - 8453) + chr(50) + chr(53) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(365 - 317) + chr(0b1101111) + '\x32' + chr(0b1011 + 0o46) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(49) + '\065', 43874 - 43866), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + chr(1440 - 1387) + '\x30', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + chr(1763 - 1715), 0o10), ehT0Px3KOsy9(chr(1001 - 953) + '\x6f' + '\063' + chr(0b110111), 18687 - 18679), ehT0Px3KOsy9(chr(1044 - 996) + chr(0b11001 + 0o126) + chr(0b110100) + chr(0b10 + 0o62), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(1922 - 1871) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b101000 + 0o107) + chr(0b110011) + '\060' + '\063', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(2566 - 2514) + chr(0b1011 + 0o45), 26297 - 26289), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(111) + chr(0b110000 + 0o1) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(0b101101 + 0o102) + chr(0b10010 + 0o40) + chr(52) + '\x30', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x32' + chr(0b110101) + chr(53), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(9557 - 9446) + chr(0b110001 + 0o4) + chr(2055 - 2007), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xfc'), chr(0b1010000 + 0o24) + chr(0b100011 + 0o102) + chr(0b1100011) + '\x6f' + '\x64' + '\x65')(chr(7325 - 7208) + chr(11472 - 11356) + chr(0b1100110) + '\x2d' + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def Cfd0_G7QKKfo(NSstowUUZlxS, fbmcheqacAus, HDH7OEwZuDah=W_AO9evqCYv6(), TJgV3vuHy3_X=ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\x6f' + chr(0b101100 + 0o4), 8)):
if not TJgV3vuHy3_X:
return xafqLlk3kkUe(_hsjuBdi8ctP, xafqLlk3kkUe(SXOLrMavuUCe(b'\x84\xfa*I'), chr(0b10101 + 0o117) + chr(0b110000 + 0o65) + '\x63' + '\x6f' + '\x64' + '\145')(chr(0b1110001 + 0o4) + chr(116) + '\x66' + chr(0b1010 + 0o43) + chr(2661 - 2605)))(fbmcheqacAus, layout=HDH7OEwZuDah)
else:
return xafqLlk3kkUe(_hsjuBdi8ctP, xafqLlk3kkUe(SXOLrMavuUCe(b'\x84\xfa*I'), chr(100) + chr(0b1001 + 0o134) + chr(99) + chr(0b1101111) + '\x64' + chr(0b11 + 0o142))(chr(0b1100111 + 0o16) + chr(0b10011 + 0o141) + chr(102) + '\x2d' + '\x38'))([fbmcheqacAus[ehT0Px3KOsy9(chr(0b110000) + chr(0b1101001 + 0o6) + chr(0b110000), 8)], fbmcheqacAus[ehT0Px3KOsy9('\060' + chr(3956 - 3845) + chr(0b110010), 0o10)]], layout=HDH7OEwZuDah)
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.create_image_list
|
def create_image_list(self, dataset, fns_idxs):
"Create a list of images, filenames and labels but first removing files that are not supposed to be displayed."
items = dataset.x.items
if self._duplicates:
chunked_idxs = chunks(fns_idxs, 2)
chunked_idxs = [chunk for chunk in chunked_idxs if Path(items[chunk[0]]).is_file() and Path(items[chunk[1]]).is_file()]
return [(dataset.x[i]._repr_jpeg_(), items[i], self._labels[dataset.y[i].data]) for chunk in chunked_idxs for i in chunk]
else:
return [(dataset.x[i]._repr_jpeg_(), items[i], self._labels[dataset.y[i].data]) for i in fns_idxs if
Path(items[i]).is_file()]
|
python
|
def create_image_list(self, dataset, fns_idxs):
"Create a list of images, filenames and labels but first removing files that are not supposed to be displayed."
items = dataset.x.items
if self._duplicates:
chunked_idxs = chunks(fns_idxs, 2)
chunked_idxs = [chunk for chunk in chunked_idxs if Path(items[chunk[0]]).is_file() and Path(items[chunk[1]]).is_file()]
return [(dataset.x[i]._repr_jpeg_(), items[i], self._labels[dataset.y[i].data]) for chunk in chunked_idxs for i in chunk]
else:
return [(dataset.x[i]._repr_jpeg_(), items[i], self._labels[dataset.y[i].data]) for i in fns_idxs if
Path(items[i]).is_file()]
|
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] |
Create a list of images, filenames and labels but first removing files that are not supposed to be displayed.
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L147-L156
|
train
|
Create a list of images filenames and labels but first removing files that are not supposed to be displayed.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1185 - 1137) + '\x6f' + '\063' + '\x34', 0o10), ehT0Px3KOsy9('\060' + '\157' + '\063' + chr(2070 - 2016) + chr(1241 - 1188), 49496 - 49488), ehT0Px3KOsy9(chr(1854 - 1806) + '\157' + chr(0b110010) + chr(0b1011 + 0o46) + chr(969 - 919), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + '\x33' + '\065', 0b1000), ehT0Px3KOsy9(chr(48) + chr(1645 - 1534) + chr(0b110110), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(568 - 514) + chr(51), 4001 - 3993), ehT0Px3KOsy9(chr(48) + chr(5781 - 5670) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(376 - 265) + '\062' + chr(531 - 481) + '\x30', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + '\x32' + chr(0b110110), 8908 - 8900), ehT0Px3KOsy9(chr(1653 - 1605) + chr(0b10101 + 0o132) + chr(0b100010 + 0o21) + chr(0b11 + 0o62) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(793 - 744) + chr(0b1010 + 0o51) + chr(0b11101 + 0o23), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(261 - 210) + chr(0b11111 + 0o26) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b100001 + 0o116) + chr(0b1 + 0o65) + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(5988 - 5877) + '\x33' + '\067' + '\x37', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(51) + chr(1158 - 1108), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\061' + '\x36', 0o10), ehT0Px3KOsy9('\x30' + chr(5534 - 5423) + '\065' + chr(0b10001 + 0o45), 0b1000), ehT0Px3KOsy9('\060' + chr(0b110011 + 0o74) + chr(0b110011) + chr(1381 - 1327) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(2781 - 2670) + chr(52) + chr(1334 - 1286), 0o10), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(111) + chr(0b100111 + 0o12) + chr(330 - 278) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(111) + chr(0b100 + 0o56) + chr(2213 - 2160) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b0 + 0o157) + chr(2473 - 2422) + chr(2739 - 2685) + chr(0b110111), 55410 - 55402), ehT0Px3KOsy9(chr(0b110000) + chr(0b110000 + 0o77) + chr(647 - 597) + '\x30' + '\063', ord("\x08")), ehT0Px3KOsy9(chr(2040 - 1992) + '\x6f' + '\x33' + '\064' + '\x35', 13116 - 13108), ehT0Px3KOsy9('\x30' + chr(0b101 + 0o152) + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1001001 + 0o46) + chr(0b100010 + 0o21) + chr(54) + chr(52), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(0b100011 + 0o16) + chr(0b100101 + 0o15) + chr(0b11101 + 0o26), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10100 + 0o35) + chr(371 - 318) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\060' + chr(9975 - 9864) + chr(51) + chr(1290 - 1239) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(3278 - 3167) + '\x33' + chr(0b110101), 51268 - 51260), ehT0Px3KOsy9('\x30' + '\x6f' + chr(65 - 14) + chr(0b110101) + chr(0b11000 + 0o35), ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b1101111) + chr(2453 - 2403) + chr(50) + chr(2690 - 2635), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001) + '\066' + '\067', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x32' + chr(781 - 730) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(4948 - 4837) + chr(0b110010) + '\066' + chr(2267 - 2216), 8), ehT0Px3KOsy9(chr(48) + '\157' + '\x34', 8), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + chr(0b110000) + chr(931 - 876), 13907 - 13899), ehT0Px3KOsy9(chr(48) + chr(1974 - 1863) + chr(0b10011 + 0o40) + chr(0b110001) + chr(0b110 + 0o57), ord("\x08")), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + '\062' + '\x37' + '\067', 43858 - 43850)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(363 - 315) + chr(111) + chr(0b11011 + 0o32) + chr(0b101100 + 0o4), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'2'), chr(100) + chr(0b1110 + 0o127) + chr(99) + '\157' + chr(0b11110 + 0o106) + chr(0b1101 + 0o130))(chr(117) + chr(116) + chr(102) + chr(0b101101) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def w1HLV7uuAIuy(oVre8I6UXc3b, xQt6gV9VfTO3, oF17krR2pzjL):
NzveIZ3IlSH9 = xQt6gV9VfTO3.x.NzveIZ3IlSH9
if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'C\x91\xff-j\xdag\xf1"\x8f+'), chr(0b1111 + 0o125) + chr(101) + '\x63' + '\x6f' + chr(100) + '\x65')(chr(117) + chr(0b1110100) + chr(0b1010 + 0o134) + chr(45) + chr(0b111000))):
V5S5Uza_bvyf = XVRfrZhsDVHr(oF17krR2pzjL, ehT0Px3KOsy9(chr(0b110000) + chr(0b1010000 + 0o37) + chr(0b110010), 11175 - 11167))
V5S5Uza_bvyf = [qrKMvKviNzHg for qrKMvKviNzHg in V5S5Uza_bvyf if HiPOQr0Cdorg(NzveIZ3IlSH9[qrKMvKviNzHg[ehT0Px3KOsy9(chr(0b100 + 0o54) + '\157' + chr(1872 - 1824), ord("\x08"))]]).is_file() and HiPOQr0Cdorg(NzveIZ3IlSH9[qrKMvKviNzHg[ehT0Px3KOsy9('\x30' + '\x6f' + '\061', 8)]]).is_file()]
return [(xafqLlk3kkUe(xQt6gV9VfTO3.x[WVxHKyX45z_L], xafqLlk3kkUe(SXOLrMavuUCe(b'C\x87\xef-t\xecn\xe03\x8d\x07'), '\144' + chr(101) + '\x63' + chr(111) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(1895 - 1793) + '\x2d' + chr(1692 - 1636)))(), NzveIZ3IlSH9[WVxHKyX45z_L], xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'C\x99\xeb?c\xdfw'), '\144' + '\x65' + chr(99) + chr(8642 - 8531) + chr(4562 - 4462) + chr(285 - 184))(chr(0b1110101) + chr(0b1110100) + chr(7088 - 6986) + chr(0b101101 + 0o0) + '\x38'))[xafqLlk3kkUe(xQt6gV9VfTO3.y[WVxHKyX45z_L], xafqLlk3kkUe(SXOLrMavuUCe(b'I\xb9\xe47v\x85@\xa63\x8c\x1e\xa3'), chr(0b110 + 0o136) + '\x65' + chr(0b1100011) + chr(0b1011111 + 0o20) + chr(0b1010101 + 0o17) + chr(101))(chr(0b1110101) + chr(116) + chr(102) + '\055' + '\070'))]) for qrKMvKviNzHg in V5S5Uza_bvyf for WVxHKyX45z_L in qrKMvKviNzHg]
else:
return [(xafqLlk3kkUe(xQt6gV9VfTO3.x[WVxHKyX45z_L], xafqLlk3kkUe(SXOLrMavuUCe(b'C\x87\xef-t\xecn\xe03\x8d\x07'), chr(0b1100100) + chr(0b1101 + 0o130) + chr(0b10110 + 0o115) + chr(0b1101111) + chr(3412 - 3312) + '\x65')('\165' + chr(116) + chr(0b10 + 0o144) + chr(830 - 785) + chr(407 - 351)))(), NzveIZ3IlSH9[WVxHKyX45z_L], xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'C\x99\xeb?c\xdfw'), chr(0b1011110 + 0o6) + chr(0b1100101) + chr(0b1100011) + '\x6f' + chr(0b1100100) + chr(101))(chr(117) + chr(116) + chr(0b101110 + 0o70) + chr(0b101010 + 0o3) + chr(0b11101 + 0o33)))[xafqLlk3kkUe(xQt6gV9VfTO3.y[WVxHKyX45z_L], xafqLlk3kkUe(SXOLrMavuUCe(b'I\xb9\xe47v\x85@\xa63\x8c\x1e\xa3'), chr(6747 - 6647) + '\145' + chr(9706 - 9607) + chr(1971 - 1860) + '\x64' + chr(0b100011 + 0o102))(chr(0b1110101) + '\164' + chr(8382 - 8280) + chr(45) + chr(1503 - 1447)))]) for WVxHKyX45z_L in oF17krR2pzjL if xafqLlk3kkUe(HiPOQr0Cdorg(NzveIZ3IlSH9[WVxHKyX45z_L]), xafqLlk3kkUe(SXOLrMavuUCe(b'u\x86\xd5;o\xdfa'), '\x64' + chr(0b1011000 + 0o15) + '\143' + chr(6542 - 6431) + chr(100) + '\x65')(chr(0b110 + 0o157) + '\x74' + '\146' + chr(1656 - 1611) + chr(56)))()]
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.relabel
|
def relabel(self, change):
"Relabel images by moving from parent dir with old label `class_old` to parent dir with new label `class_new`."
class_new,class_old,file_path = change.new,change.old,change.owner.file_path
fp = Path(file_path)
parent = fp.parents[1]
self._csv_dict[fp] = class_new
|
python
|
def relabel(self, change):
"Relabel images by moving from parent dir with old label `class_old` to parent dir with new label `class_new`."
class_new,class_old,file_path = change.new,change.old,change.owner.file_path
fp = Path(file_path)
parent = fp.parents[1]
self._csv_dict[fp] = class_new
|
[
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"relabel",
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"new",
",",
"change",
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"old",
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".",
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".",
"file_path",
"fp",
"=",
"Path",
"(",
"file_path",
")",
"parent",
"=",
"fp",
".",
"parents",
"[",
"1",
"]",
"self",
".",
"_csv_dict",
"[",
"fp",
"]",
"=",
"class_new"
] |
Relabel images by moving from parent dir with old label `class_old` to parent dir with new label `class_new`.
|
[
"Relabel",
"images",
"by",
"moving",
"from",
"parent",
"dir",
"with",
"old",
"label",
"class_old",
"to",
"parent",
"dir",
"with",
"new",
"label",
"class_new",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L158-L163
|
train
|
Relabel images by moving from parent dir with old label class_old to parent dir with new label class_new.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1010001 + 0o36) + '\063' + chr(53) + chr(2063 - 2008), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b11100 + 0o25) + chr(0b1110 + 0o44) + chr(0b0 + 0o65), ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(0b1101111 + 0o0) + chr(0b110010) + chr(1069 - 1020) + '\x37', 36669 - 36661), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\157' + '\062' + chr(516 - 467), 57893 - 57885), ehT0Px3KOsy9('\060' + chr(0b101111 + 0o100) + chr(867 - 818) + '\060' + '\x33', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + chr(0b110010) + chr(0b10000 + 0o43), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(573 - 525) + '\x31', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\x31' + chr(0b101111 + 0o7) + chr(0b101110 + 0o2), 59549 - 59541), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\157' + chr(0b110001) + chr(53) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(2877 - 2823) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(3733 - 3622) + '\063', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100111 + 0o10) + chr(0b110001) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(1700 - 1652) + '\157' + chr(0b110001) + chr(0b110000) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\157' + chr(51) + chr(0b1110 + 0o47) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(1243 - 1132) + chr(2388 - 2338) + '\x31' + '\x31', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b1 + 0o65), ord("\x08")), ehT0Px3KOsy9(chr(686 - 638) + chr(3224 - 3113) + chr(51) + chr(0b1111 + 0o42) + chr(49), 0o10), ehT0Px3KOsy9('\060' + '\157' + '\x32' + '\063' + '\060', 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(0b1101 + 0o45) + '\065', 14557 - 14549), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + chr(2321 - 2268) + chr(2472 - 2420), 6462 - 6454), ehT0Px3KOsy9(chr(2260 - 2212) + chr(0b10100 + 0o133) + chr(0b110 + 0o53) + chr(1355 - 1305) + '\067', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(0b11010 + 0o30) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(111) + '\063' + chr(0b110010) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(54), 8), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + chr(1488 - 1438) + chr(0b110001), 34997 - 34989), ehT0Px3KOsy9(chr(1368 - 1320) + chr(0b110110 + 0o71) + '\x35' + chr(0b101001 + 0o11), 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\157' + chr(1700 - 1649) + chr(258 - 206), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101010 + 0o5) + '\x31' + '\061' + chr(0b100101 + 0o16), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + '\x34' + chr(0b101000 + 0o12), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\062' + '\060' + '\066', 27683 - 27675), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(1594 - 1483) + chr(372 - 323) + chr(0b110011) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110111) + chr(2036 - 1988), 49414 - 49406), ehT0Px3KOsy9('\060' + '\157' + '\x32' + chr(1579 - 1530) + '\067', 8), ehT0Px3KOsy9(chr(0b1011 + 0o45) + '\x6f' + chr(0b110001) + chr(2441 - 2387) + chr(53), 0o10), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1101111) + chr(0b110011) + chr(53) + chr(53), 22932 - 22924), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b101 + 0o56) + chr(0b1 + 0o66) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + chr(0b110010) + '\x32' + '\x35', 0b1000), ehT0Px3KOsy9('\060' + chr(7066 - 6955) + chr(0b11001 + 0o32) + chr(0b110101) + chr(55), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b100011 + 0o114) + '\062' + chr(0b110011 + 0o0) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10 + 0o61) + chr(0b110001) + '\x33', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(544 - 496) + chr(0b100001 + 0o116) + '\065' + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc1'), '\144' + chr(6886 - 6785) + '\143' + chr(111) + '\x64' + chr(0b1100101))(chr(0b1000 + 0o155) + chr(1224 - 1108) + chr(0b1100110) + chr(0b101100 + 0o1) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def ezPytu7D0ZVk(oVre8I6UXc3b, Q1gd55XHXVFQ):
(iMvaoRy67JDo, Sgk4Pkq0PPC6, Ti9e_bxaCVyu) = (Q1gd55XHXVFQ.new, Q1gd55XHXVFQ.old, Q1gd55XHXVFQ.owner.Ti9e_bxaCVyu)
ey_P6rjw_s2D = HiPOQr0Cdorg(Ti9e_bxaCVyu)
KojYgxZ3VIQZ = ey_P6rjw_s2D.parents[ehT0Px3KOsy9('\060' + chr(9743 - 9632) + chr(0b11111 + 0o22), 0b1000)]
oVre8I6UXc3b.yOujkZZ7l7Kl[ey_P6rjw_s2D] = iMvaoRy67JDo
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.next_batch
|
def next_batch(self, _):
"Handler for 'Next Batch' button click. Delete all flagged images and renders next batch."
for img_widget, delete_btn, fp, in self._batch:
fp = delete_btn.file_path
if (delete_btn.flagged_for_delete == True):
self.delete_image(fp)
self._deleted_fns.append(fp)
self._all_images = self._all_images[self._batch_size:]
self.empty_batch()
self.render()
|
python
|
def next_batch(self, _):
"Handler for 'Next Batch' button click. Delete all flagged images and renders next batch."
for img_widget, delete_btn, fp, in self._batch:
fp = delete_btn.file_path
if (delete_btn.flagged_for_delete == True):
self.delete_image(fp)
self._deleted_fns.append(fp)
self._all_images = self._all_images[self._batch_size:]
self.empty_batch()
self.render()
|
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"flagged_for_delete",
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"self",
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"empty_batch",
"(",
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"(",
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] |
Handler for 'Next Batch' button click. Delete all flagged images and renders next batch.
|
[
"Handler",
"for",
"Next",
"Batch",
"button",
"click",
".",
"Delete",
"all",
"flagged",
"images",
"and",
"renders",
"next",
"batch",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L165-L174
|
train
|
Handler for Next Batch button click. Delete all flagged images and renders next batch.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(52) + chr(48), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110100 + 0o73) + '\062' + chr(0b110000) + '\060', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001) + '\x37' + chr(0b101000 + 0o15), ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b1010000 + 0o37) + '\x31' + chr(0b10110 + 0o33) + chr(0b110111), 0o10), ehT0Px3KOsy9('\x30' + chr(10813 - 10702) + '\063' + chr(1415 - 1366) + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + chr(0b100010 + 0o17) + chr(0b11111 + 0o22), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + '\x35' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + '\x36' + '\062', 39633 - 39625), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(0b101001 + 0o15), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(53) + '\x32', 0b1000), ehT0Px3KOsy9(chr(687 - 639) + chr(111) + '\062' + chr(0b110110) + chr(0b110110 + 0o0), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001110 + 0o41) + chr(1312 - 1261) + chr(880 - 832), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001) + '\063' + chr(0b110111), 59403 - 59395), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(0b110111) + '\065', 47179 - 47171), ehT0Px3KOsy9(chr(1010 - 962) + chr(9351 - 9240) + chr(0b10110 + 0o33) + '\x32' + chr(0b110100), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\062' + chr(0b110111) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(655 - 607) + chr(0b101011 + 0o104) + '\062' + chr(50) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(964 - 916) + chr(0b100111 + 0o110) + chr(52), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10001 + 0o40) + chr(0b110011) + chr(0b110111), 8), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(111) + chr(1170 - 1120) + '\x35' + chr(1194 - 1139), 16208 - 16200), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\065' + chr(0b101110 + 0o3), 10718 - 10710), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(0b110001) + chr(1415 - 1361), 7036 - 7028), ehT0Px3KOsy9(chr(1043 - 995) + chr(4795 - 4684) + '\062' + '\x36' + '\066', 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + chr(1951 - 1897) + chr(0b11001 + 0o33), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1559 - 1510) + '\067' + chr(231 - 181), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1100 + 0o143) + '\x32' + chr(0b101110 + 0o5) + chr(49), 0o10), ehT0Px3KOsy9(chr(1647 - 1599) + chr(111) + chr(0b110011) + chr(48) + '\062', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101101 + 0o2) + chr(237 - 188) + chr(728 - 675) + chr(51), 0b1000), ehT0Px3KOsy9(chr(1034 - 986) + '\x6f' + chr(51) + '\x35' + chr(1583 - 1531), 27353 - 27345), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101101 + 0o2) + '\063' + '\063', 32070 - 32062), ehT0Px3KOsy9('\060' + chr(2279 - 2168) + chr(0b101010 + 0o10) + chr(0b10101 + 0o40) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110101 + 0o1) + chr(2135 - 2082), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(51) + chr(49), 38326 - 38318), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b111111 + 0o60) + chr(0b101111 + 0o2) + chr(54) + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\157' + chr(0b10000 + 0o41) + '\061' + '\x37', 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(334 - 281) + chr(2731 - 2677), 63084 - 63076), ehT0Px3KOsy9(chr(542 - 494) + chr(0b1101111) + chr(0b110011) + '\061' + chr(519 - 469), 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001) + chr(54) + chr(0b101 + 0o57), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x35' + '\060', 24558 - 24550)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'N'), chr(0b10011 + 0o121) + chr(0b11 + 0o142) + chr(0b1100011) + chr(0b101001 + 0o106) + chr(0b1001101 + 0o27) + chr(2850 - 2749))(chr(0b1001000 + 0o55) + '\x74' + chr(0b1100110) + chr(0b101101) + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def NS2iquXl_aN9(oVre8I6UXc3b, VNGQdHSFPrso):
for (njdUndQmxoAo, PORzZIceRDQa, ey_P6rjw_s2D) in xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'?\xe2v\t,\xa2'), chr(0b1100100) + chr(0b1010111 + 0o16) + '\x63' + '\x6f' + chr(0b1100100) + '\x65')(chr(4399 - 4282) + '\x74' + '\x66' + chr(0b101101) + chr(0b10100 + 0o44))):
ey_P6rjw_s2D = PORzZIceRDQa.Ti9e_bxaCVyu
if xafqLlk3kkUe(PORzZIceRDQa, xafqLlk3kkUe(SXOLrMavuUCe(b'.\xc5x\x1c \x85\xaa&\xdch:\xd4'), chr(0b1100100) + chr(6350 - 6249) + chr(0b1100011) + chr(0b100110 + 0o111) + '\x64' + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(0b100100 + 0o11) + chr(2167 - 2111))):
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x04\xe5{\x18;\xaf\x96\x00\xdf\x7f\r\xd3'), chr(0b1100100) + chr(0b1100101) + chr(99) + chr(0b110000 + 0o77) + '\x64' + chr(101))('\165' + '\164' + '\x66' + '\x2d' + chr(0b111000)))(ey_P6rjw_s2D)
xafqLlk3kkUe(oVre8I6UXc3b._deleted_fns, xafqLlk3kkUe(SXOLrMavuUCe(b'\x01\xf0g\x18!\xae'), chr(325 - 225) + chr(6414 - 6313) + chr(99) + '\157' + '\144' + chr(0b1100101))(chr(117) + '\164' + chr(9613 - 9511) + '\x2d' + chr(369 - 313)))(ey_P6rjw_s2D)
oVre8I6UXc3b.Dtgq0R0MbSam = oVre8I6UXc3b.Dtgq0R0MbSam[oVre8I6UXc3b._batch_size:]
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x05\xedg\t6\x95\xab\x08\xc6}\x02'), chr(267 - 167) + chr(6660 - 6559) + chr(3745 - 3646) + chr(0b1101111) + chr(0b1100100) + chr(8053 - 7952))(chr(0b111110 + 0o67) + '\164' + '\146' + chr(82 - 37) + chr(0b10100 + 0o44)))()
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x12\xe5y\x19*\xb8'), chr(7427 - 7327) + '\x65' + '\143' + '\x6f' + chr(0b1100100) + chr(0b1100101))('\x75' + '\x74' + chr(8650 - 8548) + chr(45) + '\x38'))()
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.on_delete
|
def on_delete(self, btn):
"Flag this image as delete or keep."
btn.button_style = "" if btn.flagged_for_delete else "danger"
btn.flagged_for_delete = not btn.flagged_for_delete
|
python
|
def on_delete(self, btn):
"Flag this image as delete or keep."
btn.button_style = "" if btn.flagged_for_delete else "danger"
btn.flagged_for_delete = not btn.flagged_for_delete
|
[
"def",
"on_delete",
"(",
"self",
",",
"btn",
")",
":",
"btn",
".",
"button_style",
"=",
"\"\"",
"if",
"btn",
".",
"flagged_for_delete",
"else",
"\"danger\"",
"btn",
".",
"flagged_for_delete",
"=",
"not",
"btn",
".",
"flagged_for_delete"
] |
Flag this image as delete or keep.
|
[
"Flag",
"this",
"image",
"as",
"delete",
"or",
"keep",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L176-L179
|
train
|
Flag this image as delete or keep.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(2028 - 1980) + '\157' + chr(49) + chr(0b110101) + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110000 + 0o77) + chr(0b110011) + chr(1960 - 1907) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(503 - 452) + chr(1375 - 1322) + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b100111 + 0o110) + '\063' + '\060' + chr(756 - 706), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b1101 + 0o45) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(421 - 373) + '\157' + chr(852 - 800) + '\x36', 8215 - 8207), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(111) + '\x36' + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(758 - 707) + chr(52) + '\x30', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(48) + chr(0b11 + 0o61), 16149 - 16141), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(0b1101111) + chr(52) + chr(82 - 34), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + chr(48) + '\x30', 5951 - 5943), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\x6f' + chr(1020 - 970) + chr(0b110100) + chr(0b110100), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1110 - 1059) + chr(212 - 161), 59758 - 59750), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001001 + 0o46) + chr(0b1111 + 0o43) + '\x30' + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(0b1101111) + chr(2227 - 2176) + chr(1890 - 1842), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + '\063' + '\x35', 60127 - 60119), ehT0Px3KOsy9('\060' + chr(111) + chr(1696 - 1647) + chr(0b110001) + chr(0b110000 + 0o6), 1156 - 1148), ehT0Px3KOsy9(chr(48) + chr(0b1101101 + 0o2) + '\066' + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1001011 + 0o44) + chr(681 - 632) + '\066' + '\x36', 0b1000), ehT0Px3KOsy9(chr(124 - 76) + '\x6f' + chr(0b10110 + 0o36) + chr(0b110111), 33377 - 33369), ehT0Px3KOsy9('\x30' + chr(111) + chr(2888 - 2833) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110111) + chr(0b110011), 8), ehT0Px3KOsy9('\060' + '\157' + chr(872 - 821) + chr(0b110000) + chr(49), 53553 - 53545), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(9465 - 9354) + '\x32' + '\060' + chr(1048 - 1000), ord("\x08")), ehT0Px3KOsy9(chr(784 - 736) + '\157' + chr(353 - 302) + chr(0b110011) + chr(2138 - 2083), 28803 - 28795), ehT0Px3KOsy9('\060' + '\157' + chr(346 - 295) + '\x30' + '\x33', 0b1000), ehT0Px3KOsy9(chr(1838 - 1790) + '\x6f' + chr(0b110011) + chr(51) + chr(363 - 312), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110010) + chr(52) + chr(1343 - 1289), 0o10), ehT0Px3KOsy9(chr(878 - 830) + chr(111) + '\x31' + '\060' + '\063', 30847 - 30839), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + '\x30' + chr(1436 - 1383), 0b1000), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b1101111) + chr(0b10001 + 0o40) + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(111) + '\x32' + chr(0b110100) + chr(117 - 69), 45001 - 44993), ehT0Px3KOsy9('\060' + chr(5334 - 5223) + '\x32' + '\x33' + '\062', 0o10), ehT0Px3KOsy9(chr(1361 - 1313) + '\157' + chr(49) + '\x35' + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(3895 - 3784) + chr(0b11011 + 0o34) + chr(54), ord("\x08")), ehT0Px3KOsy9('\060' + chr(9175 - 9064) + chr(1577 - 1528) + chr(0b110010) + chr(0b101101 + 0o10), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\157' + chr(2250 - 2199) + '\065' + chr(54), 17760 - 17752), ehT0Px3KOsy9(chr(48) + chr(0b110110 + 0o71) + chr(2275 - 2226) + '\060' + chr(1953 - 1901), 0b1000), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(111) + '\x33' + '\x37' + '\x31', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10011 + 0o36) + chr(52) + chr(391 - 341), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(111) + '\065' + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'E'), '\x64' + chr(0b1011100 + 0o11) + chr(306 - 207) + chr(4331 - 4220) + chr(7649 - 7549) + chr(0b1100010 + 0o3))(chr(117) + chr(116) + chr(7639 - 7537) + chr(0b101101) + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def daqyR6IjUcJn(oVre8I6UXc3b, r5F5TUTCBqRK):
r5F5TUTCBqRK.zLFSbSR7SzLm = xafqLlk3kkUe(SXOLrMavuUCe(b''), '\x64' + '\x65' + chr(0b1100011) + chr(111) + chr(6734 - 6634) + chr(7884 - 7783))(chr(0b1001000 + 0o55) + '\164' + chr(0b101011 + 0o73) + chr(45) + chr(0b10110 + 0o42)) if r5F5TUTCBqRK.NEoaoOcOnvPb else xafqLlk3kkUe(SXOLrMavuUCe(b'\x0f\x8c\x81\xa5wT'), chr(100) + chr(0b1100101) + chr(99) + chr(0b110001 + 0o76) + chr(0b11111 + 0o105) + chr(0b11010 + 0o113))(chr(0b1110101) + chr(4404 - 4288) + chr(2552 - 2450) + chr(1919 - 1874) + chr(0b100110 + 0o22))
r5F5TUTCBqRK.NEoaoOcOnvPb = not r5F5TUTCBqRK.NEoaoOcOnvPb
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.get_widgets
|
def get_widgets(self, duplicates):
"Create and format widget set."
widgets = []
for (img,fp,human_readable_label) in self._all_images[:self._batch_size]:
img_widget = self.make_img_widget(img, layout=Layout(height='250px', width='300px'))
dropdown = self.make_dropdown_widget(description='', options=self._labels, value=human_readable_label,
file_path=fp, handler=self.relabel, layout=Layout(width='auto'))
delete_btn = self.make_button_widget('Delete', file_path=fp, handler=self.on_delete)
widgets.append(self.make_vertical_box([img_widget, dropdown, delete_btn],
layout=Layout(width='auto', height='300px',
overflow_x="hidden"), duplicates=duplicates))
self._batch.append((img_widget, delete_btn, fp))
return widgets
|
python
|
def get_widgets(self, duplicates):
"Create and format widget set."
widgets = []
for (img,fp,human_readable_label) in self._all_images[:self._batch_size]:
img_widget = self.make_img_widget(img, layout=Layout(height='250px', width='300px'))
dropdown = self.make_dropdown_widget(description='', options=self._labels, value=human_readable_label,
file_path=fp, handler=self.relabel, layout=Layout(width='auto'))
delete_btn = self.make_button_widget('Delete', file_path=fp, handler=self.on_delete)
widgets.append(self.make_vertical_box([img_widget, dropdown, delete_btn],
layout=Layout(width='auto', height='300px',
overflow_x="hidden"), duplicates=duplicates))
self._batch.append((img_widget, delete_btn, fp))
return widgets
|
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"widgets"
] |
Create and format widget set.
|
[
"Create",
"and",
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"widget",
"set",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L189-L201
|
train
|
Create and format widget set.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1011011 + 0o24) + chr(0b100000 + 0o21) + '\x31' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(212 - 164) + chr(111) + '\x32' + chr(2599 - 2545) + '\x36', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + '\066' + chr(0b11000 + 0o35), 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + chr(0b101100 + 0o6) + '\066' + '\064', 0o10), ehT0Px3KOsy9(chr(2243 - 2195) + '\157' + chr(1189 - 1138) + chr(0b11110 + 0o25) + chr(0b110000), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + chr(0b101 + 0o56) + chr(0b110111), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b11101 + 0o24) + chr(396 - 345) + '\x36', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + '\x31' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(909 - 861) + chr(9345 - 9234) + '\x32' + '\061' + chr(0b11001 + 0o31), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1384 - 1333) + '\x33' + '\064', 26829 - 26821), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(0b110010 + 0o4) + chr(49), 42560 - 42552), ehT0Px3KOsy9(chr(0b110000) + chr(10529 - 10418) + '\060', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(2795 - 2684) + chr(1034 - 983) + '\x32' + chr(50), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(55) + chr(2088 - 2033), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101111 + 0o3) + '\065' + '\x30', 47108 - 47100), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(904 - 856) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b110101 + 0o72) + '\062' + '\x37' + chr(0b110110), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + '\x31' + '\066', 32562 - 32554), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001) + '\060' + '\x36', 12643 - 12635), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + chr(0b110010) + chr(0b110110 + 0o1), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(111) + '\x32' + chr(853 - 805) + chr(2151 - 2102), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(0b110101 + 0o1) + chr(721 - 667), 27364 - 27356), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000101 + 0o52) + chr(0b11111 + 0o22) + chr(0b100000 + 0o21) + '\067', 64088 - 64080), ehT0Px3KOsy9(chr(48) + chr(0b1001101 + 0o42) + chr(0b110011), 20870 - 20862), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x31' + chr(1945 - 1890) + chr(49), 52352 - 52344), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(0b110000) + '\067', 11910 - 11902), ehT0Px3KOsy9(chr(381 - 333) + chr(111) + chr(2274 - 2223) + chr(0b110011) + chr(2771 - 2717), 50715 - 50707), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101010 + 0o11) + '\x30' + chr(50), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + chr(49) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(0b1000000 + 0o57) + chr(0b100001 + 0o21) + chr(0b110100) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b0 + 0o62) + chr(0b110110) + chr(48), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1001110 + 0o41) + chr(0b10011 + 0o37) + chr(0b110000) + chr(0b111 + 0o54), 0b1000), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b1101111) + '\062' + chr(0b11111 + 0o30) + '\x35', 46318 - 46310), ehT0Px3KOsy9('\060' + '\x6f' + '\064' + chr(49), 50983 - 50975), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(50) + chr(0b110011) + chr(0b101 + 0o62), 12871 - 12863), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(111) + '\061' + chr(54) + chr(2129 - 2077), 13957 - 13949), ehT0Px3KOsy9('\x30' + chr(111) + '\x31' + chr(48), 50584 - 50576), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(54) + chr(1560 - 1509), 20350 - 20342), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1001 + 0o56) + chr(0b11100 + 0o24), 32181 - 32173), ehT0Px3KOsy9('\060' + chr(9531 - 9420) + '\061' + '\064' + chr(389 - 340), 43167 - 43159)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101010 + 0o5) + chr(0b110101) + chr(0b11111 + 0o21), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'd'), chr(0b10100 + 0o120) + chr(3596 - 3495) + '\x63' + chr(9954 - 9843) + chr(2223 - 2123) + chr(4119 - 4018))('\165' + chr(116) + '\146' + chr(0b10011 + 0o32) + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def mUU7kw1eEHZF(oVre8I6UXc3b, TJgV3vuHy3_X):
_hsjuBdi8ctP = []
for (s63jeLEbd8fs, ey_P6rjw_s2D, Apck4xdAqXFL) in xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x0e\xc2\x92\xc5\xe8\x8dn\xc3\xe8\x8f\xd0m'), chr(7968 - 7868) + chr(0b11 + 0o142) + chr(0b1100011) + chr(0b1101111) + chr(0b101100 + 0o70) + chr(101))('\x75' + chr(0b1001000 + 0o54) + chr(0b1100110) + chr(45) + chr(2447 - 2391)))[:xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x15\xd4\x94\xc0\xbb\xb7\x01\xfd\xe3\xa6\xd4'), chr(100) + chr(10022 - 9921) + chr(0b1100011) + chr(0b1101111) + '\144' + chr(0b1100101))(chr(117) + chr(8933 - 8817) + '\146' + '\x2d' + chr(0b111000)))]:
njdUndQmxoAo = oVre8I6UXc3b.make_img_widget(s63jeLEbd8fs, layout=W_AO9evqCYv6(height=xafqLlk3kkUe(SXOLrMavuUCe(b'x\x83\xc5\xc4\xa0'), '\144' + '\145' + chr(0b111 + 0o134) + chr(0b1101111) + chr(7135 - 7035) + '\145')('\165' + chr(0b1110100) + chr(0b1100110) + chr(0b10100 + 0o31) + chr(2883 - 2827)), width=xafqLlk3kkUe(SXOLrMavuUCe(b'y\x86\xc5\xc4\xa0'), chr(100) + '\x65' + chr(0b1100011) + chr(454 - 343) + chr(2345 - 2245) + '\145')('\x75' + '\x74' + chr(102) + chr(1529 - 1484) + '\x38')))
gJlOf96F3RfH = oVre8I6UXc3b.make_dropdown_widget(description=xafqLlk3kkUe(SXOLrMavuUCe(b''), chr(0b1000010 + 0o42) + chr(0b1100101) + '\x63' + chr(111) + '\x64' + chr(5630 - 5529))(chr(0b1101001 + 0o14) + chr(1733 - 1617) + chr(102) + chr(0b101101) + chr(0b110001 + 0o7)), options=oVre8I6UXc3b._labels, value=Apck4xdAqXFL, file_path=ey_P6rjw_s2D, handler=oVre8I6UXc3b.relabel, layout=W_AO9evqCYv6(width=xafqLlk3kkUe(SXOLrMavuUCe(b'+\xc3\x81\xdb'), '\144' + chr(0b1000000 + 0o45) + chr(3927 - 3828) + '\x6f' + '\x64' + chr(101))(chr(0b1011110 + 0o27) + chr(116) + chr(102) + chr(45) + chr(0b1010 + 0o56))))
PORzZIceRDQa = oVre8I6UXc3b.make_button_widget(xafqLlk3kkUe(SXOLrMavuUCe(b'\x0e\xd3\x99\xd1\xac\xba'), chr(100) + '\x65' + chr(0b1100011) + chr(7138 - 7027) + '\x64' + '\x65')('\165' + chr(116) + chr(9620 - 9518) + '\055' + chr(318 - 262)), file_path=ey_P6rjw_s2D, handler=oVre8I6UXc3b.on_delete)
xafqLlk3kkUe(_hsjuBdi8ctP, xafqLlk3kkUe(SXOLrMavuUCe(b'+\xc6\x85\xd1\xb6\xbb'), chr(0b111110 + 0o46) + chr(0b110001 + 0o64) + chr(0b11110 + 0o105) + chr(285 - 174) + '\x64' + '\145')(chr(0b1000010 + 0o63) + chr(0b1110100) + chr(102) + chr(0b100101 + 0o10) + '\070'))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b"'\xd7\x9e\xd1\x87\xa9;\xfc\xfe\xb5\xd2a\xbe \xca\xae\xc6"), chr(0b10 + 0o142) + '\145' + chr(99) + '\x6f' + chr(100) + chr(0b1100101))('\165' + chr(9747 - 9631) + chr(0b101101 + 0o71) + chr(0b101101) + chr(0b111000)))([njdUndQmxoAo, gJlOf96F3RfH, PORzZIceRDQa], layout=W_AO9evqCYv6(width=xafqLlk3kkUe(SXOLrMavuUCe(b'+\xc3\x81\xdb'), chr(5291 - 5191) + chr(5188 - 5087) + chr(8069 - 7970) + '\x6f' + chr(0b1100100) + chr(101))(chr(117) + '\164' + chr(102) + chr(786 - 741) + '\070'), height=xafqLlk3kkUe(SXOLrMavuUCe(b'y\x86\xc5\xc4\xa0'), chr(0b10100 + 0o120) + '\x65' + chr(0b1100011) + chr(0b110111 + 0o70) + chr(0b111011 + 0o51) + chr(0b1001000 + 0o35))('\x75' + chr(116) + chr(0b1100110) + chr(0b101101) + chr(1287 - 1231)), overflow_x=xafqLlk3kkUe(SXOLrMavuUCe(b'"\xdf\x91\xd0\xbd\xb1'), chr(100) + chr(101) + chr(0b111110 + 0o45) + chr(0b11101 + 0o122) + chr(0b1100100) + '\145')(chr(12422 - 12305) + chr(116) + chr(0b1010110 + 0o20) + '\x2d' + '\x38')), duplicates=TJgV3vuHy3_X))
xafqLlk3kkUe(oVre8I6UXc3b._batch, xafqLlk3kkUe(SXOLrMavuUCe(b'+\xc6\x85\xd1\xb6\xbb'), chr(0b101000 + 0o74) + chr(101) + chr(0b1100011) + chr(111) + chr(0b101000 + 0o74) + '\x65')(chr(117) + chr(4398 - 4282) + '\146' + '\055' + '\070'))((njdUndQmxoAo, PORzZIceRDQa, ey_P6rjw_s2D))
return _hsjuBdi8ctP
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.batch_contains_deleted
|
def batch_contains_deleted(self):
"Check if current batch contains already deleted images."
if not self._duplicates: return False
imgs = [self._all_images[:self._batch_size][0][1], self._all_images[:self._batch_size][1][1]]
return any(img in self._deleted_fns for img in imgs)
|
python
|
def batch_contains_deleted(self):
"Check if current batch contains already deleted images."
if not self._duplicates: return False
imgs = [self._all_images[:self._batch_size][0][1], self._all_images[:self._batch_size][1][1]]
return any(img in self._deleted_fns for img in imgs)
|
[
"def",
"batch_contains_deleted",
"(",
"self",
")",
":",
"if",
"not",
"self",
".",
"_duplicates",
":",
"return",
"False",
"imgs",
"=",
"[",
"self",
".",
"_all_images",
"[",
":",
"self",
".",
"_batch_size",
"]",
"[",
"0",
"]",
"[",
"1",
"]",
",",
"self",
".",
"_all_images",
"[",
":",
"self",
".",
"_batch_size",
"]",
"[",
"1",
"]",
"[",
"1",
"]",
"]",
"return",
"any",
"(",
"img",
"in",
"self",
".",
"_deleted_fns",
"for",
"img",
"in",
"imgs",
")"
] |
Check if current batch contains already deleted images.
|
[
"Check",
"if",
"current",
"batch",
"contains",
"already",
"deleted",
"images",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L203-L207
|
train
|
Check if current batch contains already deleted images.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\157' + chr(54) + '\x37', 54549 - 54541), ehT0Px3KOsy9(chr(48) + chr(0b11011 + 0o124) + chr(55) + '\x37', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b101001 + 0o11) + '\065' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x33' + chr(0b110101) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(2012 - 1961) + chr(0b110001) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(2373 - 2324) + chr(0b110111) + chr(0b110000), 22096 - 22088), ehT0Px3KOsy9(chr(48) + chr(0b1101110 + 0o1) + chr(0b110001) + chr(53) + '\060', 0o10), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\157' + chr(0b110001) + chr(0b110000) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + chr(51) + '\x37', ord("\x08")), ehT0Px3KOsy9('\060' + chr(1483 - 1372) + chr(0b110010) + chr(53) + '\066', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + chr(715 - 666) + chr(82 - 34), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b1111 + 0o43) + '\x33' + chr(0b101 + 0o61), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(1794 - 1745) + '\x37' + '\063', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + chr(52) + chr(0b101111 + 0o6), 53299 - 53291), ehT0Px3KOsy9('\x30' + chr(1005 - 894) + chr(0b110001) + '\x34' + '\061', 42077 - 42069), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(0b110000 + 0o5) + chr(2169 - 2119), 0o10), ehT0Px3KOsy9(chr(161 - 113) + chr(0b1101111) + '\x35' + chr(0b10000 + 0o42), 44069 - 44061), ehT0Px3KOsy9(chr(1965 - 1917) + chr(0b1001111 + 0o40) + '\x32' + chr(54) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\157' + chr(0b110011 + 0o0) + chr(0b100000 + 0o21) + '\064', 58567 - 58559), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10111 + 0o32) + '\x33' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\157' + chr(53) + '\067', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100011 + 0o16) + chr(53), 50632 - 50624), ehT0Px3KOsy9('\060' + chr(111) + '\063' + chr(0b101001 + 0o15) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\x6f' + '\x32' + '\065' + '\065', 0b1000), ehT0Px3KOsy9(chr(1696 - 1648) + chr(0b1101111) + chr(352 - 301) + chr(0b110110) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2268 - 2219) + '\x32', 19275 - 19267), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(1089 - 1038) + chr(0b100011 + 0o20), ord("\x08")), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(111) + chr(0b110010) + chr(55) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1761 - 1713) + '\157' + chr(0b10100 + 0o36) + chr(2335 - 2282) + chr(55), 0o10), ehT0Px3KOsy9(chr(1500 - 1452) + chr(6470 - 6359) + chr(1342 - 1292) + chr(1427 - 1374) + chr(0b110111), 8), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + '\x32' + '\066', 0b1000), ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\x6f' + chr(51) + '\x37' + chr(49), 15661 - 15653), ehT0Px3KOsy9(chr(48) + '\157' + chr(1330 - 1279) + '\066' + chr(2226 - 2174), 0o10), ehT0Px3KOsy9('\x30' + chr(5412 - 5301) + '\x33' + chr(0b110111) + chr(1557 - 1506), 25920 - 25912), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\065', 18849 - 18841), ehT0Px3KOsy9(chr(998 - 950) + chr(0b100101 + 0o112) + chr(0b110010) + '\066' + chr(0b1101 + 0o44), 8), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\157' + chr(50) + chr(252 - 199) + '\066', 8), ehT0Px3KOsy9(chr(1103 - 1055) + chr(0b1100111 + 0o10) + '\x32' + chr(1509 - 1461) + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1000 + 0o54) + '\x32', 0o10), ehT0Px3KOsy9(chr(416 - 368) + chr(2568 - 2457) + chr(49) + '\063' + '\060', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(53) + '\060', 51578 - 51570)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x19'), '\144' + '\x65' + chr(3231 - 3132) + chr(0b1101111) + chr(100) + '\145')(chr(1103 - 986) + '\164' + chr(0b1100110) + chr(45) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def ALzimzSTJBzP(oVre8I6UXc3b):
if not xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'h[\xd9\x98\xa3\x11\x0b \xeb\xcb\xfb'), chr(0b111000 + 0o54) + '\x65' + '\143' + '\x6f' + chr(0b111010 + 0o52) + chr(0b1100101))(chr(0b100110 + 0o117) + chr(0b1110100) + chr(9485 - 9383) + chr(1205 - 1160) + chr(0b111000))):
return ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110000), 40478 - 40470)
wDUPQjwY6JPV = [oVre8I6UXc3b.Dtgq0R0MbSam[:oVre8I6UXc3b._batch_size][ehT0Px3KOsy9('\060' + '\x6f' + chr(48), 8)][ehT0Px3KOsy9(chr(1400 - 1352) + chr(1055 - 944) + chr(0b110001), 0o10)], oVre8I6UXc3b.Dtgq0R0MbSam[:oVre8I6UXc3b._batch_size][ehT0Px3KOsy9('\x30' + '\157' + '\x31', 8)][ehT0Px3KOsy9(chr(48) + chr(0b1010000 + 0o37) + '\x31', 8)]]
return UVSi4XW7eBIM((s63jeLEbd8fs in xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'h[\xc9\x84\xaa\x0c\r%\xc0\xc8\xe6\xed'), chr(100) + chr(0b1100101) + chr(0b1001010 + 0o31) + '\x6f' + chr(0b1100011 + 0o1) + chr(7716 - 7615))(chr(117) + chr(0b1110100) + chr(7732 - 7630) + chr(0b101101) + '\070')) for s63jeLEbd8fs in wDUPQjwY6JPV))
|
fastai/fastai
|
fastai/widgets/image_cleaner.py
|
ImageCleaner.render
|
def render(self):
"Re-render Jupyter cell for batch of images."
clear_output()
self.write_csv()
if self.empty() and self._skipped>0:
return display(f'No images to show :). {self._skipped} pairs were '
f'skipped since at least one of the images was deleted by the user.')
elif self.empty():
return display('No images to show :)')
if self.batch_contains_deleted():
self.next_batch(None)
self._skipped += 1
else:
display(self.make_horizontal_box(self.get_widgets(self._duplicates)))
display(self.make_button_widget('Next Batch', handler=self.next_batch, style="primary"))
|
python
|
def render(self):
"Re-render Jupyter cell for batch of images."
clear_output()
self.write_csv()
if self.empty() and self._skipped>0:
return display(f'No images to show :). {self._skipped} pairs were '
f'skipped since at least one of the images was deleted by the user.')
elif self.empty():
return display('No images to show :)')
if self.batch_contains_deleted():
self.next_batch(None)
self._skipped += 1
else:
display(self.make_horizontal_box(self.get_widgets(self._duplicates)))
display(self.make_button_widget('Next Batch', handler=self.next_batch, style="primary"))
|
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] |
Re-render Jupyter cell for batch of images.
|
[
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/widgets/image_cleaner.py#L220-L234
|
train
|
Re - render Jupyter cell for batch of images.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\157' + chr(51) + chr(0b10000 + 0o47) + chr(48), 2567 - 2559), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + chr(0b110000) + '\x34', 0o10), ehT0Px3KOsy9('\x30' + chr(4708 - 4597) + chr(52) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b110000 + 0o77) + '\062' + chr(1507 - 1454) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(2293 - 2241) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(111) + chr(0b11001 + 0o30) + '\x32' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1010 + 0o47) + chr(0b110111) + '\063', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b101000 + 0o107) + chr(51) + chr(1811 - 1758) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1110 + 0o45) + chr(0b110001 + 0o1) + chr(49), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x32' + chr(125 - 70) + chr(50), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + chr(50) + '\x35', 49716 - 49708), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\x6f' + chr(0b1 + 0o62) + '\x32' + chr(0b1011 + 0o54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b100101 + 0o112) + chr(1175 - 1121) + chr(1110 - 1061), 41793 - 41785), ehT0Px3KOsy9(chr(1860 - 1812) + chr(0b1101111) + chr(0b110001) + '\065' + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1011010 + 0o25) + chr(0b10000 + 0o42) + chr(54) + chr(0b110010 + 0o0), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b11001 + 0o126) + '\x31' + chr(0b110111) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110101 + 0o72) + chr(51) + chr(1144 - 1090) + chr(0b110001), 47391 - 47383), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\060', 45325 - 45317), ehT0Px3KOsy9(chr(2183 - 2135) + '\157' + chr(0b101110 + 0o5) + chr(0b110110) + chr(0b11011 + 0o34), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2197 - 2147) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(51) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(367 - 317) + '\062', 0b1000), ehT0Px3KOsy9(chr(0b100101 + 0o13) + '\157' + chr(0b1000 + 0o52) + chr(0b110001 + 0o1), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(0b10001 + 0o37) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(1904 - 1856) + chr(0b1101111) + chr(51) + '\x33' + chr(1935 - 1885), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001 + 0o146) + chr(2158 - 2103) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1092 - 1043) + '\061' + chr(1330 - 1275), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\x32' + chr(55) + chr(0b101100 + 0o4), 0b1000), ehT0Px3KOsy9('\060' + chr(12213 - 12102) + chr(0b101111 + 0o4) + '\x37' + '\065', 0o10), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(2339 - 2228) + chr(538 - 488) + '\x37' + chr(2083 - 2031), ord("\x08")), ehT0Px3KOsy9(chr(470 - 422) + chr(0b1101010 + 0o5) + chr(0b1111 + 0o42) + chr(52) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(551 - 502) + '\x34' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b1101111) + chr(50) + '\061' + chr(0b101111 + 0o1), 0o10), ehT0Px3KOsy9(chr(2245 - 2197) + chr(0b0 + 0o157) + '\063' + '\x33', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1252 - 1198), 11634 - 11626), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + '\x37' + chr(0b11000 + 0o30), 8), ehT0Px3KOsy9(chr(2206 - 2158) + '\157' + chr(0b11011 + 0o26) + '\064' + chr(886 - 834), 47873 - 47865), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b101010 + 0o105) + chr(0b10011 + 0o37) + '\x37' + chr(939 - 884), 0b1000), ehT0Px3KOsy9('\x30' + chr(2569 - 2458) + chr(0b110011) + chr(57 - 2) + '\065', 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + '\x37' + chr(0b1000 + 0o52), 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x35' + chr(48), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd6'), '\144' + chr(0b1100101) + chr(3610 - 3511) + chr(111) + chr(6845 - 6745) + chr(9431 - 9330))(chr(0b1110101) + chr(0b110011 + 0o101) + '\146' + '\x2d' + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def FiOZyBdc1c0B(oVre8I6UXc3b):
BlJKKnskDgVQ()
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f\xf6K\xdb\xc7\x0b\x18\x9e\xa7'), chr(0b1011111 + 0o5) + chr(0b1001101 + 0o30) + chr(0b110100 + 0o57) + chr(11260 - 11149) + chr(0b0 + 0o144) + chr(0b1 + 0o144))(chr(117) + '\x74' + chr(0b1100110) + '\055' + chr(269 - 213)))()
if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9d\xe9R\xdb\xdb'), chr(0b1010 + 0o132) + '\145' + chr(0b11111 + 0o104) + '\x6f' + chr(0b1000000 + 0o44) + chr(101))(chr(0b110010 + 0o103) + chr(0b1001001 + 0o53) + '\146' + chr(45) + '\070'))() and xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa7\xf7I\xc6\xd2$\x1e\x89'), '\144' + '\145' + '\143' + '\157' + '\144' + chr(0b1100101))(chr(11592 - 11475) + chr(0b1110100) + chr(102) + '\055' + chr(1749 - 1693))) > ehT0Px3KOsy9('\x30' + chr(11659 - 11548) + '\060', 8):
return RHkuqVmnahXJ(f"No images to show :). {xafqLlk3kkUe(oVre8I6UXc3b, chr(95) + chr(0b1110011) + chr(0b1101011) + chr(105) + chr(112) + chr(112) + chr(0b1101 + 0o130) + chr(100))} pairs were skipped since at least one of the images was deleted by the user.")
elif xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9d\xe9R\xdb\xdb'), chr(100) + chr(0b1100101) + chr(0b110110 + 0o55) + '\x6f' + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(445 - 329) + chr(102) + chr(906 - 861) + '\070'))():
return RHkuqVmnahXJ(xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6\xeb\x02\xc6\xcf5\x1c\x88\xa2\x9a\xa1\xb8\x11\x1a\xda\x12\x86 \xcd8'), '\144' + '\145' + chr(5038 - 4939) + chr(0b1101111) + chr(0b1100100) + chr(101))(chr(0b100011 + 0o122) + '\x74' + chr(102) + chr(45) + chr(982 - 926)))
if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9a\xe5V\xcc\xca\x0b\x18\x82\xbf\xce\xb4\xbe_\x1a\xed\x19\x94l\x92e\xb9v'), chr(0b1100100) + '\145' + '\x63' + chr(0b110 + 0o151) + '\144' + chr(1991 - 1890))('\165' + chr(1108 - 992) + chr(0b1100110) + '\x2d' + chr(0b111000 + 0o0)))():
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x96\xe1Z\xdb\xfd6\x1a\x99\xb2\xd2'), chr(8259 - 8159) + '\145' + chr(0b1011100 + 0o7) + chr(111) + '\x64' + chr(0b10110 + 0o117))('\x75' + chr(116) + chr(7693 - 7591) + chr(45) + '\x38'))(None)
oVre8I6UXc3b.kQhgnA2yR3pL += ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(3479 - 3368) + chr(1177 - 1128), ord("\x08"))
else:
RHkuqVmnahXJ(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x95\xe5I\xca\xfd<\x14\x9f\xb8\xc0\xba\xb9E\x08\xde"\x93o\x8f'), chr(100) + '\145' + chr(0b1100011) + chr(0b1101100 + 0o3) + chr(0b1100100) + '\x65')('\x75' + chr(8410 - 8294) + chr(0b1100110) + chr(45) + '\x38'))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9f\xe1V\xf0\xd5=\x1f\x8a\xb4\xce\xa6'), chr(1087 - 987) + '\x65' + '\x63' + chr(0b1010111 + 0o30) + chr(0b1011 + 0o131) + chr(101))(chr(7889 - 7772) + chr(0b1010101 + 0o37) + chr(4719 - 4617) + '\055' + chr(56)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa7\xe0W\xdf\xce=\x18\x8c\xa5\xdf\xa6'), chr(7029 - 6929) + chr(1174 - 1073) + '\143' + chr(0b1000100 + 0o53) + chr(0b110001 + 0o63) + chr(101))(chr(10383 - 10266) + chr(116) + chr(0b1100110) + '\x2d' + chr(0b0 + 0o70))))))
RHkuqVmnahXJ(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x95\xe5I\xca\xfd6\x0e\x99\xa5\xd5\xbb\x88F\x00\xd6\x1a\x94t'), chr(0b1011010 + 0o12) + chr(0b1000011 + 0o42) + chr(0b1100011) + '\x6f' + chr(0b101101 + 0o67) + '\x65')(chr(0b1110101) + chr(5966 - 5850) + '\146' + chr(1444 - 1399) + chr(0b111000)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6\xe1Z\xdb\x82\x16\x1a\x99\xb2\xd2'), '\x64' + chr(0b11 + 0o142) + '\x63' + chr(0b11 + 0o154) + '\x64' + chr(8357 - 8256))('\165' + chr(0b100111 + 0o115) + '\146' + chr(984 - 939) + '\070'), handler=xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x96\xe1Z\xdb\xfd6\x1a\x99\xb2\xd2'), chr(3117 - 3017) + chr(0b1101 + 0o130) + chr(99) + chr(4899 - 4788) + '\x64' + '\145')('\x75' + chr(0b1110100) + chr(102) + '\055' + chr(566 - 510))), style=xafqLlk3kkUe(SXOLrMavuUCe(b'\x88\xf6K\xc2\xc3&\x02'), chr(0b1100100) + chr(8643 - 8542) + chr(0b100010 + 0o101) + '\x6f' + chr(3008 - 2908) + '\x65')('\165' + chr(116) + chr(102) + '\055' + '\070')))
|
fastai/fastai
|
fastai/text/models/transformer.py
|
_line_shift
|
def _line_shift(x:Tensor, mask:bool=False):
"Shift the line i of `x` by p-i elements to the left, is `mask` puts 0s on the diagonal."
bs,nh,n,p = x.size()
x_pad = torch.cat([x.new_zeros(bs,nh,n,1), x], dim=3)
x_shift = x_pad.view(bs,nh,p + 1,n)[:,:,1:].view_as(x)
if mask: x_shift.mul_(torch.tril(x.new_ones(n,p), p-n)[None,None,])
return x_shift
|
python
|
def _line_shift(x:Tensor, mask:bool=False):
"Shift the line i of `x` by p-i elements to the left, is `mask` puts 0s on the diagonal."
bs,nh,n,p = x.size()
x_pad = torch.cat([x.new_zeros(bs,nh,n,1), x], dim=3)
x_shift = x_pad.view(bs,nh,p + 1,n)[:,:,1:].view_as(x)
if mask: x_shift.mul_(torch.tril(x.new_ones(n,p), p-n)[None,None,])
return x_shift
|
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] |
Shift the line i of `x` by p-i elements to the left, is `mask` puts 0s on the diagonal.
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/text/models/transformer.py#L85-L91
|
train
|
Shift the line i of x by p - i elements to the left is mask puts 0s on the diagonal.
|
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SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\157' + '\061' + chr(0b110010) + chr(48), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1001011 + 0o44) + chr(49) + chr(0b1101 + 0o51) + chr(1665 - 1614), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(5365 - 5254) + chr(0b110110) + chr(1148 - 1095), 25873 - 25865), ehT0Px3KOsy9('\060' + chr(11228 - 11117) + chr(0b110010) + chr(1264 - 1216) + chr(0b101 + 0o56), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10001 + 0o42) + '\066' + '\x37', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(0b100 + 0o60) + '\x35', 0o10), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b1101111) + chr(0b110001) + chr(1851 - 1802) + chr(0b1010 + 0o47), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(49) + chr(0b101110 + 0o10) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(8068 - 7957) + chr(0b110011) + chr(0b110111) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(8068 - 7957) + chr(802 - 751) + '\064' + '\064', 13545 - 13537), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(147 - 99) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(8682 - 8571) + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1101111) + '\062' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(52) + '\065', 8200 - 8192), ehT0Px3KOsy9(chr(48) + chr(5155 - 5044) + chr(49) + chr(0b110000) + chr(0b110 + 0o60), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1524 - 1473) + chr(0b110110) + chr(0b110111), 8), ehT0Px3KOsy9(chr(581 - 533) + '\x6f' + chr(49) + '\x33' + chr(0b110110), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b11011 + 0o26) + chr(0b100101 + 0o15) + chr(51), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(1195 - 1145) + chr(515 - 465) + chr(53), 0b1000), ehT0Px3KOsy9(chr(577 - 529) + '\x6f' + chr(0b11111 + 0o24) + '\060' + chr(0b10011 + 0o41), 0o10), ehT0Px3KOsy9('\060' + chr(6106 - 5995) + chr(238 - 187) + chr(2711 - 2656) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(12179 - 12068) + chr(53) + chr(50), 44148 - 44140), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\x6f' + chr(206 - 157) + '\062' + '\x32', 0b1000), ehT0Px3KOsy9(chr(357 - 309) + chr(0b1100111 + 0o10) + '\063', 8), ehT0Px3KOsy9(chr(48) + chr(7167 - 7056) + '\x32' + chr(49) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + chr(0b110001) + chr(54), 7724 - 7716), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1325 - 1274) + '\x32' + '\x34', 0o10), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(5935 - 5824) + chr(1315 - 1263), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + '\067' + chr(0b110000), 1670 - 1662), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(50) + '\x36' + chr(53), 287 - 279), ehT0Px3KOsy9(chr(1320 - 1272) + '\157' + chr(0b100 + 0o57) + '\x31' + chr(1507 - 1456), ord("\x08")), ehT0Px3KOsy9(chr(0b10100 + 0o34) + '\157' + chr(1842 - 1791) + '\x34' + '\x36', 8827 - 8819), ehT0Px3KOsy9(chr(552 - 504) + '\x6f' + chr(0b1100 + 0o45) + chr(55) + chr(0b100000 + 0o21), 0o10), ehT0Px3KOsy9(chr(1141 - 1093) + chr(2141 - 2030) + '\x31' + chr(0b11000 + 0o31) + chr(0b10101 + 0o35), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(497 - 386) + chr(0b11011 + 0o26) + '\x30' + chr(81 - 28), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(776 - 725) + '\060' + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + '\061' + chr(50), 8), ehT0Px3KOsy9(chr(1435 - 1387) + chr(1890 - 1779) + chr(0b111 + 0o52) + chr(48) + '\x37', 53686 - 53678), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + chr(0b101110 + 0o10) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(111) + chr(53) + '\062', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(0b101001 + 0o106) + '\065' + '\060', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'~'), chr(0b1011 + 0o131) + chr(0b1010001 + 0o24) + chr(0b10011 + 0o120) + chr(0b1011100 + 0o23) + chr(2914 - 2814) + '\x65')(chr(0b1110101) + '\x74' + chr(0b11011 + 0o113) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def IjNW_97BlyBx(OeWW0F1dBPRQ, Iz1jSgUKZDvt=ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x30', 14324 - 14316)):
(SfegzJB3EFQO, UNfs6sXZbX63, m1NkCryOw9Bx, UyakMW2IMFEj) = OeWW0F1dBPRQ.size()
A9l6d1l7tyj_ = cEkFpYktkSeK.cat([OeWW0F1dBPRQ.new_zeros(SfegzJB3EFQO, UNfs6sXZbX63, m1NkCryOw9Bx, ehT0Px3KOsy9(chr(48) + chr(0b1001011 + 0o44) + chr(49), 0o10)), OeWW0F1dBPRQ], dim=ehT0Px3KOsy9('\060' + '\157' + '\x33', 8))
Gkz6B11h0Gxy = A9l6d1l7tyj_.view(SfegzJB3EFQO, UNfs6sXZbX63, UyakMW2IMFEj + ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(111) + chr(0b100111 + 0o12), 8), m1NkCryOw9Bx)[:, :, ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001), 8):].view_as(OeWW0F1dBPRQ)
if Iz1jSgUKZDvt:
xafqLlk3kkUe(Gkz6B11h0Gxy, xafqLlk3kkUe(SXOLrMavuUCe(b'=\x06Y\xdc'), chr(865 - 765) + chr(101) + chr(0b1010011 + 0o20) + chr(111) + chr(100) + chr(3257 - 3156))(chr(0b1110101) + chr(0b1001111 + 0o45) + chr(10026 - 9924) + chr(0b101101) + chr(56)))(xafqLlk3kkUe(cEkFpYktkSeK, xafqLlk3kkUe(SXOLrMavuUCe(b'$\x01\\\xef'), chr(0b1100100) + chr(0b111001 + 0o54) + chr(99) + '\157' + chr(5148 - 5048) + chr(0b101011 + 0o72))(chr(7672 - 7555) + chr(0b1001 + 0o153) + '\x66' + '\x2d' + chr(1320 - 1264)))(xafqLlk3kkUe(OeWW0F1dBPRQ, xafqLlk3kkUe(SXOLrMavuUCe(b'>\x16B\xdc\x98\x8b,\x02'), chr(0b1100100) + chr(4752 - 4651) + chr(99) + chr(0b111011 + 0o64) + chr(0b1100100) + chr(0b1011101 + 0o10))(chr(117) + chr(9439 - 9323) + chr(0b110101 + 0o61) + chr(1092 - 1047) + '\070'))(m1NkCryOw9Bx, UyakMW2IMFEj), UyakMW2IMFEj - m1NkCryOw9Bx)[None, None])
return Gkz6B11h0Gxy
|
fastai/fastai
|
fastai/text/models/transformer.py
|
tfmer_lm_split
|
def tfmer_lm_split(model:nn.Module) -> List[nn.Module]:
"Split a RNN `model` in groups for differential learning rates."
encoder = model[0]
n = len(encoder.layers)//3
groups = [list(encoder.layers[:n]), list(encoder.layers[n:2*n]), list(encoder.layers[2*n:])]
return groups + [[encoder.encoder, model[1]]]
|
python
|
def tfmer_lm_split(model:nn.Module) -> List[nn.Module]:
"Split a RNN `model` in groups for differential learning rates."
encoder = model[0]
n = len(encoder.layers)//3
groups = [list(encoder.layers[:n]), list(encoder.layers[n:2*n]), list(encoder.layers[2*n:])]
return groups + [[encoder.encoder, model[1]]]
|
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Split a RNN `model` in groups for differential learning rates.
|
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/text/models/transformer.py#L255-L260
|
train
|
Split a RNN model in groups for differential learning rates.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b111011 + 0o64) + chr(0b101111 + 0o3) + chr(1296 - 1248) + '\x35', 0o10), ehT0Px3KOsy9(chr(1051 - 1003) + '\x6f' + chr(0b10100 + 0o35) + chr(55) + chr(0b110010), 61262 - 61254), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010 + 0o0) + '\x35' + chr(1602 - 1549), 0b1000), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(111) + chr(0b110010 + 0o4) + chr(0b11011 + 0o25), 0o10), ehT0Px3KOsy9(chr(1981 - 1933) + chr(0b1001111 + 0o40) + chr(1807 - 1752) + chr(0b110100), 0b1000), ehT0Px3KOsy9('\x30' + chr(5482 - 5371) + chr(50) + chr(0b110101) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(111) + '\x32' + chr(0b110100) + chr(2013 - 1958), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(1853 - 1804) + chr(0b1111 + 0o47) + chr(1131 - 1077), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1010111 + 0o30) + chr(0b110001) + chr(854 - 802) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + '\060', 0o10), ehT0Px3KOsy9(chr(257 - 209) + '\157' + chr(0b100110 + 0o16) + chr(0b10100 + 0o42), ord("\x08")), ehT0Px3KOsy9(chr(0b100110 + 0o12) + '\x6f' + chr(0b10111 + 0o33) + chr(0b110100) + chr(0b0 + 0o62), 26155 - 26147), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1042 - 991) + chr(743 - 694) + chr(52), 61989 - 61981), ehT0Px3KOsy9(chr(0b110000) + chr(0b10011 + 0o134) + '\062' + chr(2212 - 2161) + chr(0b100000 + 0o21), 29260 - 29252), ehT0Px3KOsy9('\060' + '\157' + '\x33' + '\x37' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\157' + chr(0b10111 + 0o40) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b111010 + 0o65) + chr(0b110011) + chr(1907 - 1852) + '\060', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\061' + chr(0b1100 + 0o51), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(52) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\x6f' + chr(49) + '\x34' + chr(2285 - 2237), 11751 - 11743), ehT0Px3KOsy9(chr(48) + '\157' + chr(686 - 637) + chr(2079 - 2024) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(111) + chr(1863 - 1814) + chr(0b100001 + 0o23) + chr(48), 8), ehT0Px3KOsy9(chr(0b100101 + 0o13) + '\x6f' + chr(908 - 857) + '\x37', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101010 + 0o7) + chr(53) + '\x31', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + chr(2382 - 2328), 48575 - 48567), ehT0Px3KOsy9(chr(312 - 264) + chr(7249 - 7138) + chr(51) + chr(0b11100 + 0o32) + '\061', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b10110 + 0o33) + '\x31' + chr(52), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(51) + '\x37', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(53) + chr(0b100 + 0o62), 0b1000), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b10001 + 0o136) + chr(0b110010) + chr(0b10101 + 0o35) + '\062', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(55) + chr(0b110001), 20166 - 20158), ehT0Px3KOsy9(chr(1996 - 1948) + chr(9665 - 9554) + chr(2590 - 2539) + chr(0b110000 + 0o6) + chr(1149 - 1101), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + '\067' + chr(0b110001), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + chr(53) + '\x33', 8), ehT0Px3KOsy9('\060' + '\157' + chr(0b11111 + 0o22) + '\x35' + chr(54), 0b1000), ehT0Px3KOsy9(chr(48) + chr(1227 - 1116) + chr(0b101011 + 0o11) + chr(0b10 + 0o61), ord("\x08")), ehT0Px3KOsy9(chr(64 - 16) + chr(0b1101111) + chr(0b110001) + chr(0b110010) + '\063', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + '\x32' + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101010 + 0o5) + '\064' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + '\067' + chr(463 - 414), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\x6f' + '\065' + chr(0b100111 + 0o11), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xab'), '\144' + chr(1012 - 911) + chr(0b1000100 + 0o37) + '\x6f' + '\144' + chr(101))(chr(7597 - 7480) + '\164' + chr(102) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def Vnb4JFYwGiPi(FK0vqzZ5gPN6) -> qRxF7OQ0y39T[xafqLlk3kkUe(YGzaUG18aF1F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc8\x15\xc9EP\xce'), chr(0b1100100) + chr(0b101110 + 0o67) + '\x63' + chr(0b1100111 + 0o10) + chr(0b110011 + 0o61) + chr(0b1100101))('\165' + chr(0b1110100) + chr(5179 - 5077) + '\055' + chr(0b111000)))]:
hoK3K1TwFlkr = FK0vqzZ5gPN6[ehT0Px3KOsy9('\060' + chr(0b100110 + 0o111) + chr(0b11101 + 0o23), 0o10)]
m1NkCryOw9Bx = c2A0yzQpDQB3(hoK3K1TwFlkr.layers) // ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b1101111) + chr(108 - 57), 13196 - 13188)
_kYt8hUq51WB = [YyaZ4tpXu4lf(hoK3K1TwFlkr.layers[:m1NkCryOw9Bx]), YyaZ4tpXu4lf(hoK3K1TwFlkr.layers[m1NkCryOw9Bx:ehT0Px3KOsy9(chr(0b11111 + 0o21) + '\x6f' + chr(0b110010), 0o10) * m1NkCryOw9Bx]), YyaZ4tpXu4lf(hoK3K1TwFlkr.layers[ehT0Px3KOsy9(chr(2056 - 2008) + chr(0b1101111) + '\062', 8) * m1NkCryOw9Bx:])]
return _kYt8hUq51WB + [[xafqLlk3kkUe(hoK3K1TwFlkr, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe0\x14\xce_X\xce\xd5'), '\x64' + chr(10007 - 9906) + chr(99) + '\157' + chr(4542 - 4442) + chr(0b1011 + 0o132))(chr(0b1001001 + 0o54) + chr(0b1110100) + chr(102) + chr(0b101101) + chr(2142 - 2086))), FK0vqzZ5gPN6[ehT0Px3KOsy9(chr(48) + chr(111) + '\061', ord("\x08"))]]]
|
fastai/fastai
|
fastai/text/models/transformer.py
|
tfmer_clas_split
|
def tfmer_clas_split(model:nn.Module) -> List[nn.Module]:
"Split a RNN `model` in groups for differential learning rates."
encoder = model[0].module
n = len(encoder.layers)//3
groups = [[encoder.encoder], list(encoder.layers[:n]), list(encoder.layers[n:2*n]), list(encoder.layers[2*n:])]
return groups + [[model[1]]]
|
python
|
def tfmer_clas_split(model:nn.Module) -> List[nn.Module]:
"Split a RNN `model` in groups for differential learning rates."
encoder = model[0].module
n = len(encoder.layers)//3
groups = [[encoder.encoder], list(encoder.layers[:n]), list(encoder.layers[n:2*n]), list(encoder.layers[2*n:])]
return groups + [[model[1]]]
|
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] |
Split a RNN `model` in groups for differential learning rates.
|
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/text/models/transformer.py#L262-L267
|
train
|
Split a RNN model in groups for differential learning rates.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + chr(0b110001), 58839 - 58831), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\157' + chr(49) + chr(0b1000 + 0o51) + chr(49), 14770 - 14762), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1188 - 1137) + chr(0b110011) + '\067', 0o10), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(4571 - 4460) + chr(0b110011) + '\x33' + chr(0b110111), 8), ehT0Px3KOsy9(chr(1199 - 1151) + '\x6f' + chr(0b1111 + 0o43) + chr(1217 - 1162) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(1646 - 1596) + chr(2643 - 2588) + chr(2021 - 1972), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(1170 - 1121) + chr(55), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(50) + chr(48) + '\063', 60833 - 60825), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(7123 - 7012) + chr(0b1011 + 0o51) + chr(48), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(11825 - 11714) + '\x33' + chr(0b10111 + 0o34) + '\x35', 45151 - 45143), ehT0Px3KOsy9('\x30' + '\x6f' + chr(263 - 213) + chr(0b110011) + chr(0b10 + 0o56), ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\x6f' + chr(49) + chr(48) + '\063', 0o10), ehT0Px3KOsy9('\060' + chr(0b1000011 + 0o54) + chr(52) + '\x34', 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(1671 - 1616) + chr(0b1110 + 0o46), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\067' + chr(0b110000), 18516 - 18508), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(111) + chr(49) + chr(0b11101 + 0o24) + chr(0b1011 + 0o53), 0b1000), ehT0Px3KOsy9('\x30' + chr(6979 - 6868) + chr(1087 - 1036) + chr(0b110110) + chr(0b11110 + 0o22), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + chr(1287 - 1237) + '\x33', 62156 - 62148), ehT0Px3KOsy9('\060' + '\157' + chr(0b1101 + 0o44), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b100110 + 0o12) + '\x6f' + chr(0b110010) + chr(0b110011) + '\061', 0o10), ehT0Px3KOsy9(chr(0b11111 + 0o21) + '\157' + '\x31', 8), ehT0Px3KOsy9(chr(48) + chr(12284 - 12173) + '\x31' + chr(1530 - 1481) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(2039 - 1991) + chr(0b1100100 + 0o13) + chr(638 - 588) + chr(1136 - 1081) + chr(0b11 + 0o62), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(1567 - 1456) + chr(50) + chr(48) + chr(55), 0b1000), ehT0Px3KOsy9(chr(1308 - 1260) + chr(111) + chr(804 - 754) + '\062', 8), ehT0Px3KOsy9('\060' + chr(0b1101110 + 0o1) + chr(49) + '\062' + chr(0b110101), 35093 - 35085), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\063' + chr(1859 - 1808) + chr(0b110111), 8), ehT0Px3KOsy9('\060' + chr(0b11100 + 0o123) + chr(0b101111 + 0o2) + chr(1965 - 1917), 0b1000), ehT0Px3KOsy9(chr(1125 - 1077) + chr(0b1101111) + chr(49) + chr(53), 0o10), ehT0Px3KOsy9(chr(292 - 244) + '\157' + chr(0b110011) + chr(0b1010 + 0o53) + chr(54), 63960 - 63952), ehT0Px3KOsy9('\x30' + '\157' + chr(1264 - 1215) + '\x33' + chr(0b1101 + 0o43), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b11001 + 0o126) + chr(0b101111 + 0o10) + chr(49), 30238 - 30230), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + '\x36' + chr(50), 18939 - 18931), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b1101111) + chr(182 - 133) + '\x34' + '\061', 17266 - 17258), ehT0Px3KOsy9(chr(1878 - 1830) + '\157' + chr(0b110010) + chr(633 - 578), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b11000 + 0o33) + '\x35' + chr(0b11101 + 0o32), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110111) + chr(0b101011 + 0o7), ord("\x08")), ehT0Px3KOsy9('\060' + chr(3426 - 3315) + chr(0b11111 + 0o22) + '\x35' + '\x30', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1100 + 0o51) + chr(48), 50858 - 50850)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b"'"), chr(0b1100100) + chr(781 - 680) + chr(0b1100011) + chr(0b1101111) + chr(100) + chr(0b110001 + 0o64))(chr(117) + chr(0b111110 + 0o66) + '\x66' + chr(0b101101) + '\070') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def aqdYgJPMfee_(FK0vqzZ5gPN6) -> qRxF7OQ0y39T[xafqLlk3kkUe(YGzaUG18aF1F, xafqLlk3kkUe(SXOLrMavuUCe(b'D&\xbb\xaa\xd7\xdc'), '\x64' + '\x65' + chr(0b101110 + 0o65) + chr(111) + chr(0b1100100) + '\145')('\165' + chr(9187 - 9071) + chr(692 - 590) + '\x2d' + chr(0b111000)))]:
hoK3K1TwFlkr = FK0vqzZ5gPN6[ehT0Px3KOsy9(chr(2222 - 2174) + chr(0b1101111) + chr(0b110000), 0o10)].RqocVGOryNPv
m1NkCryOw9Bx = c2A0yzQpDQB3(hoK3K1TwFlkr.layers) // ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2261 - 2210), 50611 - 50603)
_kYt8hUq51WB = [[hoK3K1TwFlkr.encoder], YyaZ4tpXu4lf(hoK3K1TwFlkr.layers[:m1NkCryOw9Bx]), YyaZ4tpXu4lf(hoK3K1TwFlkr.layers[m1NkCryOw9Bx:ehT0Px3KOsy9('\060' + chr(0b1001111 + 0o40) + '\x32', 8) * m1NkCryOw9Bx]), YyaZ4tpXu4lf(hoK3K1TwFlkr.layers[ehT0Px3KOsy9('\060' + chr(0b101000 + 0o107) + chr(0b100100 + 0o16), 8) * m1NkCryOw9Bx:])]
return _kYt8hUq51WB + [[FK0vqzZ5gPN6[ehT0Px3KOsy9('\060' + chr(6511 - 6400) + chr(0b110001), 8)]]]
|
fastai/fastai
|
fastai/text/models/transformer.py
|
tfmerXL_lm_split
|
def tfmerXL_lm_split(model:nn.Module) -> List[nn.Module]:
"Split a RNN `model` in groups for differential learning rates."
encoder = model[0]
n = len(encoder.layers)//3
groups = [list(encoder.layers[:n]) + [ParameterModule(encoder.u), ParameterModule(encoder.v)]]
return groups + [list(encoder.layers[n:2*n]), list(encoder.layers[2*n:]), [encoder.encoder, model[1]]]
|
python
|
def tfmerXL_lm_split(model:nn.Module) -> List[nn.Module]:
"Split a RNN `model` in groups for differential learning rates."
encoder = model[0]
n = len(encoder.layers)//3
groups = [list(encoder.layers[:n]) + [ParameterModule(encoder.u), ParameterModule(encoder.v)]]
return groups + [list(encoder.layers[n:2*n]), list(encoder.layers[2*n:]), [encoder.encoder, model[1]]]
|
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Split a RNN `model` in groups for differential learning rates.
|
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9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/text/models/transformer.py#L277-L282
|
train
|
Split a RNN model in groups for differential learning rates.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(111) + '\063' + '\062' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + chr(2777 - 2722), 0b1000), ehT0Px3KOsy9(chr(48) + chr(2429 - 2318) + '\061' + chr(0b100111 + 0o16) + chr(0b10101 + 0o42), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b101001 + 0o10) + chr(0b110000) + chr(0b100 + 0o54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + '\x35' + chr(1541 - 1489), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x34' + chr(50), 19239 - 19231), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(111) + chr(2181 - 2132) + '\x34' + chr(0b10010 + 0o40), 8152 - 8144), ehT0Px3KOsy9(chr(1151 - 1103) + chr(3144 - 3033) + chr(49) + chr(0b110111) + '\x35', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x31' + chr(2907 - 2853) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\064' + chr(0b1 + 0o66), ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(111) + '\x36' + chr(1404 - 1349), 62726 - 62718), ehT0Px3KOsy9(chr(48) + chr(3328 - 3217) + '\063' + '\x30' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(0b1101111) + chr(0b110010) + '\x35' + chr(48), 0b1000), ehT0Px3KOsy9(chr(1750 - 1702) + '\157' + chr(0b110001) + chr(0b110000) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + chr(54 - 5) + chr(0b110101), 0b1000), ehT0Px3KOsy9('\060' + chr(2811 - 2700) + '\x33' + chr(1011 - 962) + chr(49), 17379 - 17371), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + '\x36' + '\x36', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + '\x32' + chr(54), 8), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(111) + '\x33' + chr(54) + chr(0b110010 + 0o4), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x31' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(1843 - 1795) + chr(0b1101111) + '\065' + chr(54), 62939 - 62931), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101111) + chr(0b110001 + 0o2) + '\067' + chr(2244 - 2194), 0b1000), ehT0Px3KOsy9(chr(2058 - 2010) + '\157' + chr(0b10100 + 0o36) + '\x34' + '\061', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(629 - 579) + '\064' + '\061', 8), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(0b1101110 + 0o1) + chr(0b101011 + 0o10) + '\x34' + chr(728 - 674), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b100001 + 0o116) + chr(0b110011) + chr(50) + '\066', 8), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(0b110100) + chr(1251 - 1197), 0b1000), ehT0Px3KOsy9(chr(1035 - 987) + chr(0b1101111) + '\061' + '\064' + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(111) + '\x33' + chr(0b101110 + 0o7) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(1746 - 1698) + '\x6f' + '\066' + '\x31', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110111) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1011001 + 0o26) + '\x31' + '\064', 8), ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + chr(420 - 371) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1001110 + 0o41) + chr(1366 - 1315) + chr(51) + chr(0b110011), 50273 - 50265), ehT0Px3KOsy9('\060' + chr(0b1010100 + 0o33) + chr(96 - 44) + chr(49), 55610 - 55602), ehT0Px3KOsy9(chr(48) + chr(0b1100100 + 0o13) + chr(1179 - 1130) + '\x31' + chr(2543 - 2492), ord("\x08")), ehT0Px3KOsy9(chr(293 - 245) + chr(0b110010 + 0o75) + chr(50) + '\x32' + chr(0b110010), 347 - 339), ehT0Px3KOsy9('\x30' + chr(0b1010001 + 0o36) + '\063' + '\060' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(1476 - 1428) + chr(111) + chr(0b110001 + 0o0) + chr(2770 - 2716) + chr(195 - 147), 44807 - 44799), ehT0Px3KOsy9(chr(532 - 484) + chr(0b1101111) + chr(0b11010 + 0o27) + '\x34', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + chr(53) + '\x30', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xf8'), '\144' + '\x65' + '\x63' + chr(111) + chr(100) + chr(0b1100101))(chr(5612 - 5495) + chr(0b1110100) + chr(3184 - 3082) + '\x2d' + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def vUicVoKz7fWP(FK0vqzZ5gPN6) -> qRxF7OQ0y39T[xafqLlk3kkUe(YGzaUG18aF1F, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9bp\x0b5\x00G'), chr(1429 - 1329) + chr(0b1100101) + chr(0b1100011) + chr(7486 - 7375) + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(116) + '\146' + '\055' + '\070'))]:
hoK3K1TwFlkr = FK0vqzZ5gPN6[ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1817 - 1769), 0o10)]
m1NkCryOw9Bx = c2A0yzQpDQB3(hoK3K1TwFlkr.layers) // ehT0Px3KOsy9('\060' + chr(0b1011000 + 0o27) + chr(51), ord("\x08"))
_kYt8hUq51WB = [YyaZ4tpXu4lf(hoK3K1TwFlkr.layers[:m1NkCryOw9Bx]) + [KtJSHHvIE8d7(hoK3K1TwFlkr.u), KtJSHHvIE8d7(hoK3K1TwFlkr.v)]]
return _kYt8hUq51WB + [YyaZ4tpXu4lf(xafqLlk3kkUe(hoK3K1TwFlkr, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba~\x16%\x1eQ'), '\144' + chr(609 - 508) + '\143' + '\x6f' + '\144' + '\145')(chr(0b1001 + 0o154) + chr(0b1110100) + chr(0b1100110) + chr(1703 - 1658) + chr(0b100101 + 0o23)))[m1NkCryOw9Bx:ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10011 + 0o37), 32004 - 31996) * m1NkCryOw9Bx]), YyaZ4tpXu4lf(xafqLlk3kkUe(hoK3K1TwFlkr, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba~\x16%\x1eQ'), chr(100) + chr(5835 - 5734) + chr(0b1100011) + chr(3440 - 3329) + chr(5998 - 5898) + chr(0b10011 + 0o122))('\x75' + '\x74' + chr(102) + chr(45) + '\070'))[ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32', 8) * m1NkCryOw9Bx:]), [xafqLlk3kkUe(hoK3K1TwFlkr, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb3q\x0c/\x08G\x10'), '\144' + chr(0b1100101) + '\x63' + chr(2553 - 2442) + chr(0b1000101 + 0o37) + chr(0b100101 + 0o100))(chr(0b100011 + 0o122) + chr(4640 - 4524) + '\146' + chr(0b101101) + chr(56))), FK0vqzZ5gPN6[ehT0Px3KOsy9('\x30' + '\x6f' + chr(49), 0b1000)]]]
|
fastai/fastai
|
fastai/text/models/transformer.py
|
TransformerXL.reset
|
def reset(self):
"Reset the internal memory."
self.hidden = [next(self.parameters()).data.new(0) for i in range(self.n_layers+1)]
|
python
|
def reset(self):
"Reset the internal memory."
self.hidden = [next(self.parameters()).data.new(0) for i in range(self.n_layers+1)]
|
[
"def",
"reset",
"(",
"self",
")",
":",
"self",
".",
"hidden",
"=",
"[",
"next",
"(",
"self",
".",
"parameters",
"(",
")",
")",
".",
"data",
".",
"new",
"(",
"0",
")",
"for",
"i",
"in",
"range",
"(",
"self",
".",
"n_layers",
"+",
"1",
")",
"]"
] |
Reset the internal memory.
|
[
"Reset",
"the",
"internal",
"memory",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/text/models/transformer.py#L198-L200
|
train
|
Reset the internal memory.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1026 - 978) + chr(0b1101111) + chr(1935 - 1885) + chr(1698 - 1650) + chr(0b11011 + 0o30), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000111 + 0o50) + chr(472 - 421) + chr(0b110111) + chr(51), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + '\062' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(2098 - 1987) + '\063' + chr(48) + chr(312 - 262), 0b1000), ehT0Px3KOsy9(chr(48) + chr(1712 - 1601) + chr(2219 - 2168) + chr(0b10101 + 0o42) + chr(0b110011), 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(1979 - 1929) + '\064' + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(609 - 558) + '\x36' + '\x31', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b100100 + 0o113) + chr(897 - 847) + '\062' + chr(1331 - 1283), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11010 + 0o31) + chr(54) + chr(0b100000 + 0o20), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\062' + chr(49), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001 + 0o0) + chr(0b110100) + chr(1660 - 1610), 0o10), ehT0Px3KOsy9(chr(1963 - 1915) + '\x6f' + chr(0b110011) + chr(885 - 833) + chr(0b110101), 0o10), ehT0Px3KOsy9('\x30' + chr(10710 - 10599) + chr(0b110010) + '\061' + chr(0b10100 + 0o42), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\067' + chr(0b1 + 0o63), ord("\x08")), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(0b1101111) + chr(856 - 807) + '\061' + '\x31', 44502 - 44494), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(111) + chr(0b110001) + '\x35' + chr(55), 0o10), ehT0Px3KOsy9('\060' + chr(2762 - 2651) + '\x33' + '\x35' + chr(2299 - 2248), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + chr(0b100010 + 0o25) + '\066', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(541 - 489) + chr(0b10 + 0o65), 0o10), ehT0Px3KOsy9('\x30' + chr(0b101011 + 0o104) + chr(49) + '\x37' + chr(0b110100), 1364 - 1356), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + chr(0b100010 + 0o24) + '\065', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(0b110 + 0o52) + chr(824 - 771), 0b1000), ehT0Px3KOsy9('\x30' + chr(7007 - 6896) + chr(0b100010 + 0o21) + chr(721 - 673) + chr(54), 44374 - 44366), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\061' + chr(0b110010) + chr(750 - 700), 36348 - 36340), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(708 - 660), 0o10), ehT0Px3KOsy9('\x30' + chr(3636 - 3525) + chr(290 - 240) + '\x33' + chr(0b110100), 0o10), ehT0Px3KOsy9('\060' + chr(0b1001111 + 0o40) + chr(2369 - 2318) + chr(0b110010 + 0o4), 64622 - 64614), ehT0Px3KOsy9(chr(1732 - 1684) + '\157' + chr(51) + '\064' + chr(2565 - 2513), 4137 - 4129), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + chr(1625 - 1577) + '\065', 8), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(1952 - 1841) + '\x31' + chr(0b110011) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b1101111) + chr(0b10010 + 0o41) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + chr(0b110100 + 0o0), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + chr(2393 - 2338) + chr(2232 - 2179), 42350 - 42342), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + '\062' + chr(50), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(49) + '\066', 23760 - 23752), ehT0Px3KOsy9('\060' + '\x6f' + chr(2161 - 2107) + chr(54), 50327 - 50319), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + '\x34', 43743 - 43735), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(0b11000 + 0o35), 0o10), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(7538 - 7427) + chr(49) + '\060' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\x6f' + '\063' + chr(48) + '\x33', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b110001 + 0o76) + chr(53) + '\060', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xad'), '\x64' + chr(0b1100101) + chr(0b1001100 + 0o27) + chr(12083 - 11972) + chr(4390 - 4290) + chr(0b111000 + 0o55))(chr(0b1110101) + chr(0b1110100) + chr(5734 - 5632) + '\055' + chr(2291 - 2235)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def G0V856pwkJmZ(oVre8I6UXc3b):
oVre8I6UXc3b.CknQN6tef5sc = [nSwwHEeM4cxI(oVre8I6UXc3b.parameters()).data.new(ehT0Px3KOsy9('\060' + chr(0b11010 + 0o125) + chr(0b110000), 59453 - 59445)) for WVxHKyX45z_L in vQr8gNKaIaWE(oVre8I6UXc3b.n_layers + ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001), 0o10))]
|
fastai/fastai
|
docs_src/nbval/nbdime_reporter.py
|
NbdimeReporter.make_report
|
def make_report(self, outcome):
"""Make report in form of two notebooks.
Use nbdime diff-web to present the difference between reference
cells and test cells.
"""
failures = self.getreports('failed')
if not failures:
return
for rep in failures:
# Check if this is a notebook node
msg = self._getfailureheadline(rep)
lines = rep.longrepr.splitlines()
if len(lines) > 1:
self.section(msg, lines[1])
self._outrep_summary(rep)
tmpdir = tempfile.mkdtemp()
try:
ref_file = os.path.join(tmpdir, 'reference.ipynb')
test_file = os.path.join(tmpdir, 'test_result.ipynb')
with io.open(ref_file, "w", encoding="utf8") as f:
nbformat.write(self.nb_ref, f)
with io.open(test_file, "w", encoding="utf8") as f:
nbformat.write(self.nb_test, f)
run_server(
port=0, # Run on random port
cwd=tmpdir,
closable=True,
on_port=lambda port: browse(
port, ref_file, test_file, None))
finally:
shutil.rmtree(tmpdir)
|
python
|
def make_report(self, outcome):
"""Make report in form of two notebooks.
Use nbdime diff-web to present the difference between reference
cells and test cells.
"""
failures = self.getreports('failed')
if not failures:
return
for rep in failures:
# Check if this is a notebook node
msg = self._getfailureheadline(rep)
lines = rep.longrepr.splitlines()
if len(lines) > 1:
self.section(msg, lines[1])
self._outrep_summary(rep)
tmpdir = tempfile.mkdtemp()
try:
ref_file = os.path.join(tmpdir, 'reference.ipynb')
test_file = os.path.join(tmpdir, 'test_result.ipynb')
with io.open(ref_file, "w", encoding="utf8") as f:
nbformat.write(self.nb_ref, f)
with io.open(test_file, "w", encoding="utf8") as f:
nbformat.write(self.nb_test, f)
run_server(
port=0, # Run on random port
cwd=tmpdir,
closable=True,
on_port=lambda port: browse(
port, ref_file, test_file, None))
finally:
shutil.rmtree(tmpdir)
|
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] |
Make report in form of two notebooks.
Use nbdime diff-web to present the difference between reference
cells and test cells.
|
[
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"in",
"form",
"of",
"two",
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/docs_src/nbval/nbdime_reporter.py#L76-L107
|
train
|
Make a report in form of two notebooks.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(9722 - 9611) + '\066' + chr(746 - 694), 0o10), ehT0Px3KOsy9(chr(301 - 253) + '\x6f' + chr(0b11000 + 0o33) + chr(52) + '\064', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b11101 + 0o24) + '\x33' + chr(0b1 + 0o57), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + '\064' + '\066', 44814 - 44806), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1101111) + '\x33' + chr(658 - 610) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\157' + '\x31' + chr(2177 - 2127) + chr(1904 - 1853), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1100001 + 0o16) + '\x32' + chr(53) + chr(0b110100), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(2099 - 2044) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10000 + 0o43) + chr(0b110111) + '\x36', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10010 + 0o42) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(0b1101111) + '\062' + chr(0b1011 + 0o46) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\060' + chr(2039 - 1928) + chr(55) + chr(0b100111 + 0o15), 16330 - 16322), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100011 + 0o16) + chr(0b110011) + '\064', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + '\x36', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(0b110101) + chr(0b11001 + 0o30), ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(1770 - 1659) + '\x31' + chr(2230 - 2179) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + '\061' + '\061' + chr(0b10001 + 0o41), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(0b110001) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(573 - 525) + chr(9954 - 9843) + chr(0b10100 + 0o40) + chr(50), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001), 0b1000), ehT0Px3KOsy9('\060' + chr(0b101010 + 0o105) + '\x33' + chr(51) + chr(276 - 222), 0o10), ehT0Px3KOsy9(chr(611 - 563) + chr(0b1101111) + '\062' + chr(0b110000) + '\062', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + '\061' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(2449 - 2398) + '\061' + chr(377 - 325), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b10001 + 0o136) + '\x31' + '\065' + chr(0b110011), 49954 - 49946), ehT0Px3KOsy9(chr(117 - 69) + chr(0b1010010 + 0o35) + chr(51) + chr(0b11100 + 0o26) + '\064', 61038 - 61030), ehT0Px3KOsy9(chr(687 - 639) + chr(0b1101111) + chr(0b110001) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\157' + chr(2277 - 2228) + chr(0b111 + 0o55) + chr(0b1110 + 0o51), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110101 + 0o72) + '\x31' + chr(52) + chr(0b110010 + 0o1), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b101001 + 0o106) + chr(0b1100 + 0o47) + chr(1538 - 1485) + '\067', 29341 - 29333), ehT0Px3KOsy9(chr(48) + chr(0b1000000 + 0o57) + chr(0b110000 + 0o1) + '\x37' + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x31' + chr(0b101111 + 0o1), 0o10), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\x6f' + chr(0b110010) + '\x31' + '\062', 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\066' + chr(48), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100100 + 0o13) + '\x31' + chr(0b0 + 0o60) + chr(640 - 590), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6143 - 6032) + '\x36' + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(55) + chr(0b11 + 0o63), 0o10), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + '\x33' + chr(0b110100) + chr(2220 - 2168), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + chr(0b101100 + 0o6) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\066' + '\x30', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110101) + chr(48), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x1a'), chr(3204 - 3104) + chr(0b1100101) + '\x63' + '\x6f' + chr(0b1001111 + 0o25) + chr(0b1000011 + 0o42))('\x75' + chr(0b1110100) + chr(102) + '\055' + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def qAfdzvik4CCR(oVre8I6UXc3b, IakGdR8DzSqf):
Tv4MMlgg3yiO = oVre8I6UXc3b.getreports(xafqLlk3kkUe(SXOLrMavuUCe(b'R\x851\n\xa47'), '\144' + chr(0b1011000 + 0o15) + '\143' + chr(111) + chr(0b111000 + 0o54) + '\145')(chr(0b10010 + 0o143) + '\x74' + chr(102) + chr(0b101101) + '\x38'))
if not Tv4MMlgg3yiO:
return
for UfwsTxwVxLkO in Tv4MMlgg3yiO:
jtbovtaIYjRB = oVre8I6UXc3b._getfailureheadline(UfwsTxwVxLkO)
izUh4XSf7tJY = UfwsTxwVxLkO.longrepr.splitlines()
if c2A0yzQpDQB3(izUh4XSf7tJY) > ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49), 8):
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'G\x81;\x12\xa8<\xc2'), chr(0b1100100) + chr(0b111110 + 0o47) + chr(0b101110 + 0o65) + chr(1713 - 1602) + chr(0b10000 + 0o124) + chr(101))(chr(0b101110 + 0o107) + '\164' + chr(10191 - 10089) + '\055' + chr(56)))(jtbovtaIYjRB, izUh4XSf7tJY[ehT0Px3KOsy9(chr(48) + '\157' + chr(911 - 862), 8)])
xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b"k\x8b-\x12\xb36\xdc'\x8dQ\xe5Q=|\x10"), chr(100) + '\x65' + chr(99) + chr(5362 - 5251) + '\144' + '\145')('\165' + chr(0b10000 + 0o144) + '\x66' + '\x2d' + '\x38'))(UfwsTxwVxLkO)
UWEiH6ipikcf = IvD8hQuFpT7c.mkdtemp()
try:
Owtxn8dgj603 = oqhJDdMJfuwx.path.join(UWEiH6ipikcf, xafqLlk3kkUe(SXOLrMavuUCe(b'F\x81>\x03\xb36\xc2\x1b\x9b\n\xe1L%`\x0b'), chr(0b1100100) + '\x65' + chr(6223 - 6124) + chr(0b1101111) + chr(0b1000011 + 0o41) + '\x65')(chr(0b10010 + 0o143) + chr(9829 - 9713) + chr(0b1001010 + 0o34) + chr(0b101101) + '\x38'))
bERgZTpXEjSy = oqhJDdMJfuwx.path.join(UWEiH6ipikcf, xafqLlk3kkUe(SXOLrMavuUCe(b'@\x81+\x12\x9e!\xc9\x0b\x8bH\xfc\x125~\x105('), chr(100) + chr(0b1100101) + '\x63' + chr(0b1 + 0o156) + '\x64' + chr(0b1100101))(chr(117) + chr(116) + chr(821 - 719) + chr(0b101011 + 0o2) + '\x38'))
with xafqLlk3kkUe(Bey9a5LqdaFa, xafqLlk3kkUe(SXOLrMavuUCe(b'[\x94=\x08'), chr(0b1011101 + 0o7) + chr(101) + chr(0b1100011) + chr(10096 - 9985) + '\x64' + chr(0b1100101))('\x75' + chr(4530 - 4414) + '\146' + '\x2d' + chr(56)))(Owtxn8dgj603, xafqLlk3kkUe(SXOLrMavuUCe(b'C'), '\144' + '\x65' + chr(0b1100011) + '\x6f' + chr(100) + chr(0b1100101))(chr(0b101011 + 0o112) + chr(116) + chr(0b1100110) + '\x2d' + chr(56)), encoding=xafqLlk3kkUe(SXOLrMavuUCe(b'A\x90>^'), chr(0b1100100) + '\145' + chr(8983 - 8884) + chr(0b1101111) + '\144' + chr(559 - 458))(chr(5911 - 5794) + '\164' + chr(6483 - 6381) + chr(1944 - 1899) + chr(3054 - 2998))) as EGyt1xfPT1P6:
xafqLlk3kkUe(HAlD3a1koMOu, xafqLlk3kkUe(SXOLrMavuUCe(b'C\x961\x12\xa4'), '\144' + chr(0b1011 + 0o132) + chr(0b0 + 0o143) + chr(0b1101111) + chr(1637 - 1537) + chr(7481 - 7380))(chr(117) + chr(0b1110100) + '\x66' + chr(0b111 + 0o46) + chr(0b1101 + 0o53)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'Z\x86\x07\x14\xa45'), chr(0b1000110 + 0o36) + chr(0b110110 + 0o57) + chr(0b1100011) + '\x6f' + '\x64' + chr(496 - 395))(chr(8833 - 8716) + '\x74' + '\146' + '\055' + chr(0b110010 + 0o6))), EGyt1xfPT1P6)
with xafqLlk3kkUe(Bey9a5LqdaFa, xafqLlk3kkUe(SXOLrMavuUCe(b'[\x94=\x08'), chr(1364 - 1264) + chr(0b110 + 0o137) + chr(99) + '\x6f' + chr(0b1100100) + chr(0b1100000 + 0o5))(chr(4920 - 4803) + '\x74' + chr(0b100010 + 0o104) + chr(889 - 844) + chr(0b101000 + 0o20)))(bERgZTpXEjSy, xafqLlk3kkUe(SXOLrMavuUCe(b'C'), chr(100) + '\x65' + '\143' + chr(111) + chr(0b1100100) + chr(101))('\165' + chr(0b1110100) + chr(0b1001 + 0o135) + chr(0b11110 + 0o17) + chr(906 - 850)), encoding=xafqLlk3kkUe(SXOLrMavuUCe(b'A\x90>^'), '\144' + chr(0b100101 + 0o100) + chr(0b10 + 0o141) + '\x6f' + chr(154 - 54) + chr(1007 - 906))('\x75' + '\164' + chr(0b1100110) + chr(315 - 270) + chr(56))) as EGyt1xfPT1P6:
xafqLlk3kkUe(HAlD3a1koMOu, xafqLlk3kkUe(SXOLrMavuUCe(b'C\x961\x12\xa4'), chr(8692 - 8592) + chr(0b1001110 + 0o27) + chr(0b1100011) + '\157' + chr(100) + chr(0b110101 + 0o60))(chr(117) + chr(116) + chr(0b1100110) + chr(1688 - 1643) + chr(0b111000)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'Z\x86\x07\x12\xa4 \xd8'), chr(0b1100100) + chr(0b1100101) + '\x63' + '\x6f' + chr(0b1100100) + chr(101))('\165' + chr(0b1110100) + chr(9940 - 9838) + chr(0b10101 + 0o30) + chr(0b111000))), EGyt1xfPT1P6)
FFeyXPoFDuXq(port=ehT0Px3KOsy9(chr(0b110000) + chr(960 - 849) + chr(0b10000 + 0o40), 21943 - 21935), cwd=UWEiH6ipikcf, closable=ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49), 8), on_port=lambda TQTTatUIBQ8y: eowDI9mAs7TL(TQTTatUIBQ8y, Owtxn8dgj603, bERgZTpXEjSy, None))
finally:
xafqLlk3kkUe(DSLq_IS6e6IX, xafqLlk3kkUe(SXOLrMavuUCe(b'F\x89,\x14\xa46'), '\x64' + chr(101) + '\x63' + chr(0b1101111) + '\x64' + chr(8667 - 8566))(chr(0b1100011 + 0o22) + '\164' + '\x66' + chr(0b101101) + chr(0b100 + 0o64)))(UWEiH6ipikcf)
|
fastai/fastai
|
old/fastai/fp16.py
|
batchnorm_to_fp32
|
def batchnorm_to_fp32(module):
'''
BatchNorm layers to have parameters in single precision.
Find all layers and convert them back to float. This can't
be done with built in .apply as that function will apply
fn to all modules, parameters, and buffers. Thus we wouldn't
be able to guard the float conversion based on the module type.
'''
if isinstance(module, nn.modules.batchnorm._BatchNorm):
module.float()
for child in module.children():
batchnorm_to_fp32(child)
return module
|
python
|
def batchnorm_to_fp32(module):
'''
BatchNorm layers to have parameters in single precision.
Find all layers and convert them back to float. This can't
be done with built in .apply as that function will apply
fn to all modules, parameters, and buffers. Thus we wouldn't
be able to guard the float conversion based on the module type.
'''
if isinstance(module, nn.modules.batchnorm._BatchNorm):
module.float()
for child in module.children():
batchnorm_to_fp32(child)
return module
|
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"batchnorm_to_fp32",
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] |
BatchNorm layers to have parameters in single precision.
Find all layers and convert them back to float. This can't
be done with built in .apply as that function will apply
fn to all modules, parameters, and buffers. Thus we wouldn't
be able to guard the float conversion based on the module type.
|
[
"BatchNorm",
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/old/fastai/fp16.py#L31-L43
|
train
|
Convert a BatchNorm module to float.
|
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SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1100100 + 0o13) + '\061' + '\066' + chr(54), 4977 - 4969), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x31' + chr(651 - 599) + '\x37', 61505 - 61497), ehT0Px3KOsy9(chr(2273 - 2225) + chr(0b1101111) + chr(1349 - 1298) + chr(54) + chr(1503 - 1452), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1048 - 998) + '\061' + '\x35', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\062' + chr(48) + '\062', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(54) + chr(50), 15159 - 15151), ehT0Px3KOsy9(chr(638 - 590) + '\157' + chr(0b110010) + '\x32' + '\060', 0o10), ehT0Px3KOsy9('\060' + chr(3833 - 3722) + '\063' + chr(649 - 594) + chr(1821 - 1772), 31859 - 31851), ehT0Px3KOsy9(chr(1084 - 1036) + chr(0b1101001 + 0o6) + chr(50) + chr(50 - 0) + chr(0b10111 + 0o36), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110111) + chr(0b110111), 11750 - 11742), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1101111) + chr(49) + chr(48) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001110 + 0o41) + '\x31' + chr(49) + chr(55), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110111 + 0o70) + '\063' + chr(51) + chr(1143 - 1089), 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b1101111) + chr(0b100 + 0o56) + chr(0b111 + 0o53) + chr(1361 - 1313), 8), ehT0Px3KOsy9(chr(0b10111 + 0o31) + '\157' + '\x32' + chr(0b100111 + 0o13) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(5961 - 5850) + chr(0b101010 + 0o7) + '\060' + chr(48), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + chr(0b110111) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + '\062' + chr(1277 - 1229) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + '\157' + '\061' + chr(0b10110 + 0o41) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b1101111) + '\x33' + chr(52) + chr(969 - 914), 24500 - 24492), ehT0Px3KOsy9('\060' + chr(0b100110 + 0o111) + '\064' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\065' + chr(0b101100 + 0o6), 55222 - 55214), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(0b110100) + '\x37', 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(847 - 796) + chr(51) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(0b110010) + '\064', 15354 - 15346), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + '\067' + chr(0b100100 + 0o14), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b1110 + 0o43) + chr(0b101000 + 0o13), 0b1000), ehT0Px3KOsy9('\060' + chr(0b100111 + 0o110) + chr(52) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + chr(2071 - 2021) + '\x30', 22720 - 22712), ehT0Px3KOsy9(chr(0b110000) + chr(1977 - 1866) + chr(0b110011) + chr(49) + chr(380 - 331), 46589 - 46581), ehT0Px3KOsy9('\060' + chr(751 - 640) + '\x31' + chr(0b11110 + 0o31) + chr(0b110001), 41828 - 41820), ehT0Px3KOsy9('\060' + '\x6f' + chr(1892 - 1843) + chr(0b110000) + chr(48), 8), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(8612 - 8501) + '\062' + chr(50) + chr(2231 - 2181), 8), ehT0Px3KOsy9('\060' + chr(0b1111 + 0o140) + '\062' + '\060' + chr(0b1110 + 0o46), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + chr(50) + chr(281 - 230), 7814 - 7806), ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\157' + chr(0b100111 + 0o13) + chr(0b110010) + '\062', 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001110 + 0o41) + chr(0b110001) + chr(0b101010 + 0o11), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(51), 10146 - 10138), ehT0Px3KOsy9(chr(0b110000) + chr(0b11011 + 0o124) + chr(0b110011) + chr(0b110110) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(967 - 919) + chr(978 - 867) + chr(0b110010) + chr(1961 - 1911) + chr(0b110001 + 0o2), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(10725 - 10614) + chr(1742 - 1689) + chr(0b110000), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'X'), chr(0b100000 + 0o104) + chr(0b1100101) + '\143' + '\x6f' + chr(7397 - 7297) + chr(0b1100101))('\165' + chr(5276 - 5160) + chr(0b11010 + 0o114) + '\055' + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def jCwQH5tyv4xg(RqocVGOryNPv):
if PlSM16l2KDPD(RqocVGOryNPv, xafqLlk3kkUe(YGzaUG18aF1F.modules.batchnorm, xafqLlk3kkUe(SXOLrMavuUCe(b')%\x92\xf9\xe1\x9a\xde\x96\xe7R'), chr(0b1100100 + 0o0) + chr(101) + chr(99) + '\157' + '\144' + '\x65')('\x75' + '\164' + chr(0b1100110) + chr(0b100000 + 0o15) + '\x38'))):
xafqLlk3kkUe(RqocVGOryNPv, xafqLlk3kkUe(SXOLrMavuUCe(b'\x10\x0b\x9c\xec\xf6'), chr(100) + chr(101) + chr(99) + chr(0b1101111) + chr(100) + chr(2606 - 2505))(chr(0b1010001 + 0o44) + '\164' + '\146' + chr(841 - 796) + chr(0b111000)))()
for X_w6uktosk4i in xafqLlk3kkUe(RqocVGOryNPv, xafqLlk3kkUe(SXOLrMavuUCe(b'\x10\x05\x9e\xee\xea\x97\xe1\x98\xf6~2<'), chr(9420 - 9320) + chr(0b100000 + 0o105) + chr(4082 - 3983) + chr(111) + chr(0b1100100) + '\x65')('\x75' + chr(116) + '\x66' + '\x2d' + '\070'))():
jCwQH5tyv4xg(X_w6uktosk4i)
return RqocVGOryNPv
|
fastai/fastai
|
old/fastai/fp16.py
|
copy_model_to_fp32
|
def copy_model_to_fp32(m, optim):
""" Creates a fp32 copy of model parameters and sets optimizer parameters
"""
fp32_params = [m_param.clone().type(torch.cuda.FloatTensor).detach() for m_param in trainable_params_(m)]
optim_groups = [group['params'] for group in optim.param_groups]
iter_fp32_params = iter(fp32_params)
for group_params in optim_groups:
for i in range(len(group_params)):
if not group_params[i].requires_grad: continue # only update trainable_params_
fp32_param = next(iter_fp32_params)
assert(fp32_param.shape == group_params[i].shape)
fp32_param.requires_grad = group_params[i].requires_grad
group_params[i] = fp32_param
return fp32_params
|
python
|
def copy_model_to_fp32(m, optim):
""" Creates a fp32 copy of model parameters and sets optimizer parameters
"""
fp32_params = [m_param.clone().type(torch.cuda.FloatTensor).detach() for m_param in trainable_params_(m)]
optim_groups = [group['params'] for group in optim.param_groups]
iter_fp32_params = iter(fp32_params)
for group_params in optim_groups:
for i in range(len(group_params)):
if not group_params[i].requires_grad: continue # only update trainable_params_
fp32_param = next(iter_fp32_params)
assert(fp32_param.shape == group_params[i].shape)
fp32_param.requires_grad = group_params[i].requires_grad
group_params[i] = fp32_param
return fp32_params
|
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] |
Creates a fp32 copy of model parameters and sets optimizer parameters
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/old/fastai/fp16.py#L45-L58
|
train
|
Creates a fp32 copy of model parameters and sets optimizer parameters
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b110000 + 0o77) + chr(0b110010) + '\064' + '\x32', 0b1000), ehT0Px3KOsy9(chr(700 - 652) + chr(111) + chr(52) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(111) + '\063' + chr(0b110111) + chr(873 - 824), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(0b110001) + chr(48), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\063' + '\061' + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(49 - 1) + '\157' + '\062' + chr(2154 - 2099) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b11101 + 0o25) + chr(0b101100 + 0o13) + '\x35', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100110 + 0o15) + '\063' + '\062', 19646 - 19638), ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\157' + '\x31' + '\x33' + '\067', 0b1000), ehT0Px3KOsy9('\060' + chr(8899 - 8788) + chr(0b110001) + chr(1852 - 1801) + '\061', 0o10), ehT0Px3KOsy9(chr(963 - 915) + '\x6f' + chr(54) + chr(0b11111 + 0o21), 0o10), ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\157' + '\062' + chr(48), 0o10), ehT0Px3KOsy9(chr(236 - 188) + chr(0b1101111) + chr(50) + chr(54) + chr(1371 - 1319), 23394 - 23386), ehT0Px3KOsy9('\x30' + '\157' + chr(0b10010 + 0o40) + '\x32', 1763 - 1755), ehT0Px3KOsy9(chr(268 - 220) + '\x6f' + '\x31' + chr(0b110010) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b110100) + chr(0b101100 + 0o7), 50370 - 50362), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + '\066' + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\064' + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(11163 - 11052) + chr(51) + '\065' + chr(2188 - 2139), 0b1000), ehT0Px3KOsy9(chr(1320 - 1272) + '\x6f' + chr(49) + chr(0b10000 + 0o45), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(582 - 533) + '\065' + chr(1346 - 1292), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\063' + chr(0b110001) + '\064', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + chr(0b110001) + '\065', 8), ehT0Px3KOsy9(chr(1652 - 1604) + chr(111) + '\x33' + chr(1725 - 1673) + chr(329 - 280), 47668 - 47660), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + '\x31' + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b110010 + 0o75) + chr(0b110011) + chr(0b10010 + 0o43) + chr(0b100100 + 0o17), 0b1000), ehT0Px3KOsy9('\x30' + chr(957 - 846) + chr(0b110010) + chr(0b110000) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011110 + 0o21) + '\x32' + '\x36' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(180 - 132) + '\157' + '\x31' + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(51) + chr(51) + '\061', 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\062' + chr(0b110100) + chr(51), 17527 - 17519), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + chr(0b110010) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(2009 - 1961) + chr(11635 - 11524) + chr(2242 - 2188), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\x6f' + chr(0b110010) + '\063' + chr(2055 - 2000), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + '\x37' + '\065', 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(0b110100) + chr(2818 - 2764), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110000 + 0o1) + chr(51) + chr(0b1000 + 0o55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b11010 + 0o125) + chr(0b110001 + 0o1) + '\064' + chr(0b100110 + 0o17), 52364 - 52356), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\157' + chr(0b10 + 0o57) + chr(0b100 + 0o62) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(8666 - 8555) + '\x33' + '\x37' + '\067', 26604 - 26596)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(6382 - 6271) + '\x35' + '\060', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c'), chr(1083 - 983) + '\x65' + chr(4249 - 4150) + chr(4502 - 4391) + '\144' + chr(0b1100101))(chr(117) + '\164' + chr(102) + '\x2d' + chr(0b10000 + 0o50)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def L5ZaPTaczLmB(r8ufID9JCHnI, fFC7rxeov29p):
B9OkcvQV5BJa = [DcCXb6BH1t8m.clone().type(cEkFpYktkSeK.cuda.FloatTensor).detach() for DcCXb6BH1t8m in qF5NzJw6SfMb(r8ufID9JCHnI)]
hfMabnbLXRPQ = [N9UnmYvaW1pO[xafqLlk3kkUe(SXOLrMavuUCe(b'\xd2E\x8b)\xa0\xcc'), chr(0b1100100) + chr(101) + chr(0b1001000 + 0o33) + chr(0b10011 + 0o134) + chr(1929 - 1829) + chr(101))(chr(0b1111 + 0o146) + chr(6281 - 6165) + '\146' + chr(0b101101) + chr(56))] for N9UnmYvaW1pO in fFC7rxeov29p.param_groups]
rPGv3cFFjajE = ZdP978XkGspL(B9OkcvQV5BJa)
for pXKFdZL8gFnl in hfMabnbLXRPQ:
for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(pXKFdZL8gFnl)):
if not xafqLlk3kkUe(pXKFdZL8gFnl[WVxHKyX45z_L], xafqLlk3kkUe(SXOLrMavuUCe(b'\xd0A\x88=\xa4\xcd\xd8\xa9\x00>Bq\xd0'), chr(0b1100100) + chr(0b1100101) + chr(99) + chr(0b1000001 + 0o56) + '\144' + '\145')('\165' + '\x74' + '\146' + chr(0b101101) + '\x38')):
continue
vC7auOUDfiqa = nSwwHEeM4cxI(rPGv3cFFjajE)
assert xafqLlk3kkUe(vC7auOUDfiqa, xafqLlk3kkUe(SXOLrMavuUCe(b'\xccE\x8c\x11\xab\xf3\xda\xb6\x0b)Sr'), chr(0b1100100 + 0o0) + '\145' + '\x63' + chr(3162 - 3051) + chr(0b1100100) + '\145')('\165' + chr(0b1110100) + chr(10083 - 9981) + chr(45) + '\070')) == xafqLlk3kkUe(pXKFdZL8gFnl[WVxHKyX45z_L], xafqLlk3kkUe(SXOLrMavuUCe(b'\xccE\x8c\x11\xab\xf3\xda\xb6\x0b)Sr'), chr(0b1100100) + chr(0b11 + 0o142) + '\143' + '\157' + chr(0b100111 + 0o75) + chr(1849 - 1748))(chr(0b1110101) + '\164' + '\x66' + '\055' + chr(0b111000)))
vC7auOUDfiqa.MdYc3oJmyCIg = pXKFdZL8gFnl[WVxHKyX45z_L].MdYc3oJmyCIg
pXKFdZL8gFnl[WVxHKyX45z_L] = vC7auOUDfiqa
return B9OkcvQV5BJa
|
fastai/fastai
|
docs_src/nbval/cover.py
|
setup_coverage
|
def setup_coverage(config, kernel, floc, output_loc=None):
"""Start coverage reporting in kernel.
Currently supported kernel languages are:
- Python
"""
language = kernel.language
if language.startswith('python'):
# Get the pytest-cov coverage object
cov = get_cov(config)
if cov:
# If present, copy the data file location used by pytest-cov
data_file = os.path.abspath(cov.config.data_file)
else:
# Fall back on output_loc and current dir if not
data_file = os.path.abspath(os.path.join(output_loc or os.getcwd(), '.coverage'))
# Get options from pytest-cov's command line arguments:
source = config.option.cov_source
config_file = config.option.cov_config
if isinstance(config_file, str) and os.path.isfile(config_file):
config_file = os.path.abspath(config_file)
# Copy the suffix of plugin if available
suffix = _make_suffix(cov)
if suffix is True:
# Cannot merge data with autogen suffix, so turn off warning
# for missing data in pytest-cov collector
cov._warn_no_data = False
# Build setup command and execute in kernel:
cmd = _python_setup % (data_file, source, config_file, suffix)
msg_id = kernel.kc.execute(cmd, stop_on_error=False)
kernel.await_idle(msg_id, 60) # A minute should be plenty to enable coverage
else:
config.warn(
'C1',
'Coverage currently not supported for language "%s".' % language,
floc)
return
|
python
|
def setup_coverage(config, kernel, floc, output_loc=None):
"""Start coverage reporting in kernel.
Currently supported kernel languages are:
- Python
"""
language = kernel.language
if language.startswith('python'):
# Get the pytest-cov coverage object
cov = get_cov(config)
if cov:
# If present, copy the data file location used by pytest-cov
data_file = os.path.abspath(cov.config.data_file)
else:
# Fall back on output_loc and current dir if not
data_file = os.path.abspath(os.path.join(output_loc or os.getcwd(), '.coverage'))
# Get options from pytest-cov's command line arguments:
source = config.option.cov_source
config_file = config.option.cov_config
if isinstance(config_file, str) and os.path.isfile(config_file):
config_file = os.path.abspath(config_file)
# Copy the suffix of plugin if available
suffix = _make_suffix(cov)
if suffix is True:
# Cannot merge data with autogen suffix, so turn off warning
# for missing data in pytest-cov collector
cov._warn_no_data = False
# Build setup command and execute in kernel:
cmd = _python_setup % (data_file, source, config_file, suffix)
msg_id = kernel.kc.execute(cmd, stop_on_error=False)
kernel.await_idle(msg_id, 60) # A minute should be plenty to enable coverage
else:
config.warn(
'C1',
'Coverage currently not supported for language "%s".' % language,
floc)
return
|
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] |
Start coverage reporting in kernel.
Currently supported kernel languages are:
- Python
|
[
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"reporting",
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/docs_src/nbval/cover.py#L33-L73
|
train
|
Start coverage reporting in kernel.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101000 + 0o10) + '\x6f' + chr(50) + chr(0b1001 + 0o51) + chr(50), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(49) + chr(49) + '\064', 15815 - 15807), ehT0Px3KOsy9(chr(2147 - 2099) + '\157' + chr(0b101010 + 0o14) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(111) + chr(50) + chr(54) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b10010 + 0o36) + '\157' + '\x33' + chr(52), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110101) + chr(866 - 811), 58450 - 58442), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(49) + chr(54), 61725 - 61717), ehT0Px3KOsy9(chr(1351 - 1303) + '\x6f' + chr(0b1011 + 0o50) + chr(0b110100) + chr(0b110001), 32779 - 32771), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(988 - 937) + '\x33' + '\064', 0o10), ehT0Px3KOsy9(chr(1356 - 1308) + chr(0b1001011 + 0o44) + chr(50) + chr(0b101101 + 0o3) + chr(0b1101 + 0o43), 1883 - 1875), ehT0Px3KOsy9(chr(48) + chr(0b100100 + 0o113) + chr(0b110010) + '\067' + '\061', 5353 - 5345), ehT0Px3KOsy9(chr(683 - 635) + '\157' + chr(844 - 793) + '\x30' + chr(0b10101 + 0o40), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\061' + chr(0b110010) + chr(1335 - 1285), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(111) + chr(884 - 835) + chr(51) + chr(48), 55479 - 55471), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(8088 - 7977) + chr(1918 - 1868) + chr(0b110011) + '\066', 32631 - 32623), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + '\062' + chr(820 - 771), 37900 - 37892), ehT0Px3KOsy9('\x30' + chr(3279 - 3168) + chr(51) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(54) + chr(0b10011 + 0o36), 0o10), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + chr(0b100000 + 0o21) + '\064' + chr(0b1001 + 0o51), 0o10), ehT0Px3KOsy9(chr(953 - 905) + '\157' + '\064' + chr(2287 - 2232), 0b1000), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + chr(1262 - 1213) + chr(0b100000 + 0o25) + chr(50), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(0b110110) + chr(49), 62120 - 62112), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110111) + chr(0b110000), 33557 - 33549), ehT0Px3KOsy9(chr(2165 - 2117) + chr(0b1101111) + chr(0b101010 + 0o7) + chr(0b110101) + chr(49), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(51) + chr(0b100101 + 0o16) + '\x35', 23535 - 23527), ehT0Px3KOsy9(chr(1702 - 1654) + '\x6f' + chr(0b110011) + chr(0b110001) + '\062', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1148 - 1093) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10001 + 0o42), 17272 - 17264), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(920 - 865) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(495 - 447) + chr(0b11011 + 0o124) + chr(0b100100 + 0o17) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b101010 + 0o105) + chr(0b110010) + chr(0b110100) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(49) + chr(50) + chr(1458 - 1407), ord("\x08")), ehT0Px3KOsy9(chr(1916 - 1868) + chr(11453 - 11342) + chr(1577 - 1528) + chr(0b110000) + chr(1242 - 1193), ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\x6f' + chr(0b110001) + '\066' + chr(49), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(418 - 369) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + '\067', 8), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + '\067' + chr(49), 8), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\x6f' + '\063' + chr(52) + chr(1157 - 1105), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\065' + chr(0b10000 + 0o40), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xbc'), chr(0b1100100) + chr(101) + chr(0b1100011) + '\x6f' + chr(0b110100 + 0o60) + chr(0b1011010 + 0o13))(chr(0b1110101) + chr(4541 - 4425) + chr(102) + chr(0b101101) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def fQaJSsBDpboT(jAj7S20Ct06o, iaILEoszmqXb, s4XukIcHIMcu, oMqosFqkoGlH=None):
a2FcXlHVIt1C = iaILEoszmqXb.language
if xafqLlk3kkUe(a2FcXlHVIt1C, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe18V\xc5h\\9\x88\xa8\xe8'), '\144' + chr(101) + '\143' + '\x6f' + chr(0b101101 + 0o67) + chr(0b1100101))(chr(117) + '\164' + chr(102) + chr(1302 - 1257) + '\070'))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe25C\xdfsA'), '\144' + chr(0b1100101) + chr(99) + chr(0b11011 + 0o124) + chr(0b1100100) + chr(0b1000010 + 0o43))('\165' + chr(116) + chr(0b110001 + 0o65) + chr(0b101101) + '\070')):
QD1DMFLpoSld = QsWVBbtotsZD(jAj7S20Ct06o)
if QD1DMFLpoSld:
CRm8xD274Xgy = oqhJDdMJfuwx.path.abspath(QD1DMFLpoSld.config.data_file)
else:
CRm8xD274Xgy = oqhJDdMJfuwx.path.abspath(oqhJDdMJfuwx.path.join(oMqosFqkoGlH or oqhJDdMJfuwx.getcwd(), xafqLlk3kkUe(SXOLrMavuUCe(b'\xbc/X\xc1y]/\x86\xb9'), chr(0b101111 + 0o65) + '\145' + '\143' + chr(111) + '\144' + '\x65')('\x75' + '\x74' + '\146' + '\055' + chr(0b111000))))
Qas9W3D0Xbzi = jAj7S20Ct06o.option.cov_source
umYO37c7rPBE = jAj7S20Ct06o.option.cov_config
if PlSM16l2KDPD(umYO37c7rPBE, M8_cKLkHVB2V) and xafqLlk3kkUe(oqhJDdMJfuwx.path, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfb?Q\xdepJ'), '\x64' + '\x65' + chr(99) + chr(0b1101111) + chr(100) + chr(0b1100101))('\165' + '\x74' + chr(4345 - 4243) + chr(523 - 478) + chr(2330 - 2274)))(umYO37c7rPBE):
umYO37c7rPBE = oqhJDdMJfuwx.path.abspath(umYO37c7rPBE)
YhhkyMvxPIjH = HWvw7IZcje2N(QD1DMFLpoSld)
if YhhkyMvxPIjH is ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(2331 - 2282), ord("\x08")):
QD1DMFLpoSld.mMykFYihWV95 = ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(0b1101111) + '\x30', 46696 - 46688)
cTsjNbtiBYNK = NRzEW2a7EtXk % (CRm8xD274Xgy, Qas9W3D0Xbzi, umYO37c7rPBE, YhhkyMvxPIjH)
AgFpp894Yd06 = iaILEoszmqXb.kc.execute(cTsjNbtiBYNK, stop_on_error=ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b101000 + 0o10), 8))
xafqLlk3kkUe(iaILEoszmqXb, xafqLlk3kkUe(SXOLrMavuUCe(b"\xf3;V\xdehp'\x85\xb0\xe5"), chr(0b1100100) + chr(0b1100101) + chr(3837 - 3738) + '\157' + chr(100) + chr(101))('\x75' + chr(4708 - 4592) + '\x66' + chr(45) + '\x38'))(AgFpp894Yd06, ehT0Px3KOsy9('\060' + chr(0b1001110 + 0o41) + chr(55) + chr(0b110100 + 0o0), 8))
else:
xafqLlk3kkUe(jAj7S20Ct06o, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfc\x08r\xd9Rm/\x83\x9a\xce\xf2\xa8'), chr(9349 - 9249) + '\x65' + chr(99) + chr(0b1101111) + chr(7632 - 7532) + chr(101))('\165' + chr(116) + chr(102) + '\x2d' + chr(335 - 279)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xd1}'), '\x64' + '\145' + chr(0b100 + 0o137) + chr(3461 - 3350) + chr(100) + chr(3631 - 3530))(chr(117) + chr(116) + '\146' + chr(787 - 742) + '\x38'), xafqLlk3kkUe(SXOLrMavuUCe(b'\xd1#A\xd2nN)\x84\xfc\xe3\xcc\xb7 u6\xea=cQ\x0cH\x1e\xd1K\x1c\xad\xbaSqKzy\x815.\x03\xe8s\xd8\x8a\xf59V\xd0y\x0fl\xc4\xaf\xa2\x97'), '\x64' + '\x65' + '\143' + '\157' + chr(0b1100100) + chr(8812 - 8711))(chr(0b1110101) + chr(0b1000101 + 0o57) + chr(0b1100110) + '\055' + chr(0b110101 + 0o3)) % a2FcXlHVIt1C, s4XukIcHIMcu)
return
|
fastai/fastai
|
docs_src/nbval/cover.py
|
teardown_coverage
|
def teardown_coverage(config, kernel, output_loc=None):
"""Finish coverage reporting in kernel.
The coverage should previously have been started with
setup_coverage.
"""
language = kernel.language
if language.startswith('python'):
# Teardown code does not require any input, simply execute:
msg_id = kernel.kc.execute(_python_teardown)
kernel.await_idle(msg_id, 60) # A minute should be plenty to write out coverage
# Ensure we merge our data into parent data of pytest-cov, if possible
cov = get_cov(config)
_merge_nbval_coverage_data(cov)
else:
# Warnings should be given on setup, or there might be no teardown
# for a specific language, so do nothing here
pass
|
python
|
def teardown_coverage(config, kernel, output_loc=None):
"""Finish coverage reporting in kernel.
The coverage should previously have been started with
setup_coverage.
"""
language = kernel.language
if language.startswith('python'):
# Teardown code does not require any input, simply execute:
msg_id = kernel.kc.execute(_python_teardown)
kernel.await_idle(msg_id, 60) # A minute should be plenty to write out coverage
# Ensure we merge our data into parent data of pytest-cov, if possible
cov = get_cov(config)
_merge_nbval_coverage_data(cov)
else:
# Warnings should be given on setup, or there might be no teardown
# for a specific language, so do nothing here
pass
|
[
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"teardown_coverage",
"(",
"config",
",",
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",",
"output_loc",
"=",
"None",
")",
":",
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"=",
"kernel",
".",
"language",
"if",
"language",
".",
"startswith",
"(",
"'python'",
")",
":",
"# Teardown code does not require any input, simply execute:",
"msg_id",
"=",
"kernel",
".",
"kc",
".",
"execute",
"(",
"_python_teardown",
")",
"kernel",
".",
"await_idle",
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"msg_id",
",",
"60",
")",
"# A minute should be plenty to write out coverage",
"# Ensure we merge our data into parent data of pytest-cov, if possible",
"cov",
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"get_cov",
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")",
"_merge_nbval_coverage_data",
"(",
"cov",
")",
"else",
":",
"# Warnings should be given on setup, or there might be no teardown",
"# for a specific language, so do nothing here",
"pass"
] |
Finish coverage reporting in kernel.
The coverage should previously have been started with
setup_coverage.
|
[
"Finish",
"coverage",
"reporting",
"in",
"kernel",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/docs_src/nbval/cover.py#L76-L95
|
train
|
Finish coverage reporting in kernel.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11110 + 0o22) + '\x6f' + '\x37' + chr(0b110101), 0o10), ehT0Px3KOsy9('\060' + chr(8518 - 8407) + chr(0b11111 + 0o23) + '\x32' + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + '\065' + chr(0b10110 + 0o41), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2059 - 2008) + chr(0b110110) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(7115 - 7004) + '\x36' + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(0b110101) + chr(48), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x33' + chr(51) + chr(1060 - 1011), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10111 + 0o33) + chr(0b110110) + chr(54), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b110111 + 0o70) + chr(0b110010) + chr(2532 - 2479) + '\x30', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1100 + 0o46) + chr(0b110000) + chr(470 - 421), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\065' + chr(0b1111 + 0o47), 9876 - 9868), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + '\x34' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(0b110010 + 0o0) + chr(2002 - 1953), 26306 - 26298), ehT0Px3KOsy9(chr(321 - 273) + chr(7255 - 7144) + chr(0b110011) + '\x35' + chr(51), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(53) + chr(0b100101 + 0o13), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + '\063' + '\064', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + '\x32' + '\x32', 0o10), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(111) + '\x32' + '\x35' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(394 - 346) + '\157' + '\x31' + chr(0b10010 + 0o37) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(1580 - 1529) + chr(0b1110 + 0o42), 14774 - 14766), ehT0Px3KOsy9(chr(1838 - 1790) + '\x6f' + '\x32' + chr(0b11 + 0o57) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b100 + 0o153) + '\x36' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x32' + '\066' + '\x31', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1000 + 0o57) + chr(2053 - 2001), 0o10), ehT0Px3KOsy9(chr(1683 - 1635) + '\x6f' + chr(50) + chr(0b110000) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(9479 - 9368) + '\x31' + chr(299 - 250) + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(2420 - 2370) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1001 + 0o146) + '\x31' + chr(0b110110) + chr(0b110000), 38213 - 38205), ehT0Px3KOsy9(chr(1297 - 1249) + chr(0b100100 + 0o113) + chr(0b11100 + 0o25) + chr(55) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(0b1100 + 0o52) + '\x36', 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(866 - 816) + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1000111 + 0o50) + chr(49) + chr(0b101111 + 0o3), 14801 - 14793), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x31' + chr(797 - 744) + chr(55), 34703 - 34695), ehT0Px3KOsy9(chr(48) + '\x6f' + '\065' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011 + 0o144) + chr(0b110010) + '\x32' + chr(0b101011 + 0o6), 39105 - 39097), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10010 + 0o44), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b100110 + 0o111) + '\061' + chr(49) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b111 + 0o53) + chr(0b101111 + 0o2) + chr(0b110001), 3255 - 3247), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(111) + chr(0b110011) + chr(2543 - 2488), 0b1000), ehT0Px3KOsy9(chr(1546 - 1498) + chr(111) + chr(0b110001) + '\x30', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1788 - 1740) + chr(0b101010 + 0o105) + chr(0b10101 + 0o40) + chr(0b1111 + 0o41), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x13'), chr(0b1100100) + chr(101) + chr(0b111000 + 0o53) + chr(111) + '\144' + chr(9020 - 8919))(chr(0b110110 + 0o77) + chr(0b1000011 + 0o61) + '\146' + chr(0b100101 + 0o10) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def ddmu29cFxM8X(jAj7S20Ct06o, iaILEoszmqXb, oMqosFqkoGlH=None):
a2FcXlHVIt1C = iaILEoszmqXb.language
if xafqLlk3kkUe(a2FcXlHVIt1C, xafqLlk3kkUe(SXOLrMavuUCe(b'N\xe3\xce\x84D\x1b\xae\xdf\xdc\xe9'), chr(0b1001110 + 0o26) + chr(0b1100001 + 0o4) + chr(0b1100011) + '\157' + '\x64' + '\145')(chr(7296 - 7179) + chr(0b1000 + 0o154) + '\x66' + '\x2d' + chr(271 - 215)))(xafqLlk3kkUe(SXOLrMavuUCe(b'M\xee\xdb\x9e_\x06'), chr(0b100010 + 0o102) + '\145' + chr(2297 - 2198) + chr(0b1011000 + 0o27) + '\144' + '\145')(chr(0b1101 + 0o150) + '\164' + chr(0b110100 + 0o62) + '\055' + chr(0b111000))):
AgFpp894Yd06 = iaILEoszmqXb.kc.execute(B4slqir2FIZR)
xafqLlk3kkUe(iaILEoszmqXb, xafqLlk3kkUe(SXOLrMavuUCe(b'\\\xe0\xce\x9fD7\xb0\xd2\xc4\xe4'), chr(5483 - 5383) + chr(3498 - 3397) + chr(0b1100011) + chr(0b1001010 + 0o45) + chr(0b1010100 + 0o20) + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(0b1001010 + 0o34) + '\055' + chr(56)))(AgFpp894Yd06, ehT0Px3KOsy9(chr(142 - 94) + '\x6f' + chr(0b110111) + '\x34', 8))
QD1DMFLpoSld = QsWVBbtotsZD(jAj7S20Ct06o)
AuSSZBOn6T1V(QD1DMFLpoSld)
else:
pass
|
fastai/fastai
|
docs_src/nbval/cover.py
|
get_cov
|
def get_cov(config):
"""Returns the coverage object of pytest-cov."""
# Check with hasplugin to avoid getplugin exception in older pytest.
if config.pluginmanager.hasplugin('_cov'):
plugin = config.pluginmanager.getplugin('_cov')
if plugin.cov_controller:
return plugin.cov_controller.cov
return None
|
python
|
def get_cov(config):
"""Returns the coverage object of pytest-cov."""
# Check with hasplugin to avoid getplugin exception in older pytest.
if config.pluginmanager.hasplugin('_cov'):
plugin = config.pluginmanager.getplugin('_cov')
if plugin.cov_controller:
return plugin.cov_controller.cov
return None
|
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")",
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".",
"cov_controller",
":",
"return",
"plugin",
".",
"cov_controller",
".",
"cov",
"return",
"None"
] |
Returns the coverage object of pytest-cov.
|
[
"Returns",
"the",
"coverage",
"object",
"of",
"pytest",
"-",
"cov",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/docs_src/nbval/cover.py#L98-L106
|
train
|
Returns the coverage object of pytest - cov.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(111) + chr(1339 - 1288) + chr(0b1110 + 0o51) + chr(54), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010 + 0o0) + chr(0b10011 + 0o36) + '\064', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + '\x30' + chr(0b1110 + 0o47), ord("\x08")), ehT0Px3KOsy9(chr(1274 - 1226) + '\157' + '\061' + chr(52) + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b11011 + 0o124) + chr(0b110011) + chr(1526 - 1474) + chr(0b110111), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110100), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1664 - 1615) + chr(49), 20116 - 20108), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(1720 - 1609) + chr(0b100111 + 0o12) + '\x36' + chr(0b110111), 4693 - 4685), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(3603 - 3492) + '\062' + '\x33' + chr(1028 - 975), 28274 - 28266), ehT0Px3KOsy9('\060' + chr(8598 - 8487) + chr(51), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + '\067' + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b11 + 0o154) + '\x37' + '\067', 32873 - 32865), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + '\063' + chr(53), 8), ehT0Px3KOsy9(chr(48) + chr(0b1000 + 0o147) + '\x33' + '\x35' + chr(0b101001 + 0o15), 0o10), ehT0Px3KOsy9(chr(344 - 296) + chr(0b110 + 0o151) + '\x33' + chr(54) + '\x31', 5369 - 5361), ehT0Px3KOsy9('\060' + chr(111) + chr(0b100110 + 0o20) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(3397 - 3286) + '\x32' + chr(52) + chr(383 - 330), ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + '\157' + '\061' + '\066' + chr(0b1000 + 0o52), ord("\x08")), ehT0Px3KOsy9(chr(567 - 519) + '\x6f' + chr(51) + chr(50) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(1335 - 1285) + chr(0b100110 + 0o12) + chr(0b1001 + 0o54), 8), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + '\x33' + chr(49), 0o10), ehT0Px3KOsy9('\x30' + chr(333 - 222) + chr(304 - 251), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + chr(0b110011) + chr(0b11010 + 0o35), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(1584 - 1529), 0b1000), ehT0Px3KOsy9('\060' + chr(0b111010 + 0o65) + chr(0b110001) + chr(103 - 53) + chr(54), 48362 - 48354), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b101100 + 0o6) + '\067', 0b1000), ehT0Px3KOsy9(chr(1276 - 1228) + chr(395 - 284) + chr(49) + '\065' + chr(51), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10101 + 0o36) + chr(51) + chr(0b110001), 8), ehT0Px3KOsy9(chr(48) + chr(0b10001 + 0o136) + '\x32' + '\062' + chr(372 - 324), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(0b110101), 25255 - 25247), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(5468 - 5357) + chr(0b10000 + 0o43) + chr(0b110101) + '\062', 32931 - 32923), ehT0Px3KOsy9('\x30' + chr(0b1000110 + 0o51) + chr(0b0 + 0o61) + '\064' + chr(0b110000), 42897 - 42889), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\x6f' + chr(0b0 + 0o63) + chr(1913 - 1860) + chr(0b100101 + 0o13), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x31' + chr(0b110010) + chr(0b110001), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(694 - 643) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b100101 + 0o112) + chr(170 - 120) + chr(0b110111) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10101 + 0o34) + '\x35' + chr(49), 63459 - 63451), ehT0Px3KOsy9('\x30' + chr(8015 - 7904) + '\062' + chr(2169 - 2115) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(1697 - 1649) + chr(111) + chr(49) + chr(53) + chr(0b110010), 2432 - 2424), ehT0Px3KOsy9(chr(2140 - 2092) + chr(0b1101111) + chr(50) + chr(647 - 597) + chr(0b101 + 0o62), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\x6f' + chr(2150 - 2097) + chr(0b10010 + 0o36), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd0'), '\144' + '\145' + chr(99) + chr(111) + '\144' + chr(101))('\x75' + '\x74' + chr(0b1100110) + '\055' + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def QsWVBbtotsZD(jAj7S20Ct06o):
if xafqLlk3kkUe(jAj7S20Ct06o.pluginmanager, xafqLlk3kkUe(SXOLrMavuUCe(b'\x96\xed\xf6\x15\x8bqn\x1e\xf3'), '\144' + chr(1400 - 1299) + chr(99) + chr(111) + '\x64' + chr(0b1100101))(chr(117) + '\x74' + '\146' + '\x2d' + chr(0b111000)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xa1\xef\xea\x13'), '\x64' + chr(101) + chr(0b1100011) + chr(0b1111 + 0o140) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + '\164' + chr(6780 - 6678) + chr(0b1011 + 0o42) + chr(0b111000))):
GG_JKdX7j9bN = jAj7S20Ct06o.pluginmanager.getplugin(xafqLlk3kkUe(SXOLrMavuUCe(b'\xa1\xef\xea\x13'), chr(309 - 209) + '\145' + chr(0b1010000 + 0o23) + chr(0b1101111) + '\144' + chr(4481 - 4380))(chr(0b1110101) + chr(116) + chr(0b1000110 + 0o40) + chr(0b101101) + '\070'))
if xafqLlk3kkUe(GG_JKdX7j9bN, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9d\xe3\xf3:\x84kg\x03\xefl\x94S\xf8\x9c'), '\144' + chr(0b1100101) + chr(0b1001001 + 0o32) + chr(537 - 426) + '\x64' + '\x65')(chr(0b1110101) + chr(0b1110100) + '\x66' + chr(45) + chr(0b1001 + 0o57))):
return xafqLlk3kkUe(GG_JKdX7j9bN.cov_controller, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9d\xe3\xf3'), chr(0b1100100) + chr(0b1011110 + 0o7) + '\x63' + chr(0b1101100 + 0o3) + chr(100) + chr(101))(chr(0b1001000 + 0o55) + '\164' + chr(102) + chr(45) + chr(56)))
return None
|
fastai/fastai
|
docs_src/nbval/cover.py
|
_make_suffix
|
def _make_suffix(cov):
"""Create a suffix for nbval data file depending on pytest-cov config."""
# Check if coverage object has data_suffix:
if cov and cov.data_suffix is not None:
# If True, the suffix will be autogenerated by coverage.py.
# The suffixed data files will be automatically combined later.
if cov.data_suffix is True:
return True
# Has a suffix, but we add our own extension
return cov.data_suffix + '.nbval'
return 'nbval'
|
python
|
def _make_suffix(cov):
"""Create a suffix for nbval data file depending on pytest-cov config."""
# Check if coverage object has data_suffix:
if cov and cov.data_suffix is not None:
# If True, the suffix will be autogenerated by coverage.py.
# The suffixed data files will be automatically combined later.
if cov.data_suffix is True:
return True
# Has a suffix, but we add our own extension
return cov.data_suffix + '.nbval'
return 'nbval'
|
[
"def",
"_make_suffix",
"(",
"cov",
")",
":",
"# Check if coverage object has data_suffix:",
"if",
"cov",
"and",
"cov",
".",
"data_suffix",
"is",
"not",
"None",
":",
"# If True, the suffix will be autogenerated by coverage.py.",
"# The suffixed data files will be automatically combined later.",
"if",
"cov",
".",
"data_suffix",
"is",
"True",
":",
"return",
"True",
"# Has a suffix, but we add our own extension",
"return",
"cov",
".",
"data_suffix",
"+",
"'.nbval'",
"return",
"'nbval'"
] |
Create a suffix for nbval data file depending on pytest-cov config.
|
[
"Create",
"a",
"suffix",
"for",
"nbval",
"data",
"file",
"depending",
"on",
"pytest",
"-",
"cov",
"config",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/docs_src/nbval/cover.py#L109-L119
|
train
|
Create a suffix for nbval data files depending on pytest - cov config.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + '\061' + '\x31', 62041 - 62033), ehT0Px3KOsy9(chr(185 - 137) + chr(111) + '\x36' + chr(1493 - 1443), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(323 - 272) + '\x33', 10156 - 10148), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + '\x37' + chr(0b11111 + 0o25), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(1854 - 1799), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(0b110100), 50582 - 50574), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\157' + '\x33' + chr(0b110101) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(602 - 553) + '\x36' + chr(52), 0o10), ehT0Px3KOsy9('\x30' + chr(11470 - 11359) + chr(0b110010) + '\x34' + '\067', 0o10), ehT0Px3KOsy9('\060' + chr(0b10110 + 0o131) + '\x32' + chr(2891 - 2837) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b111 + 0o52) + '\x33' + chr(0b110011 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1101111) + '\x36' + chr(0b110000), 0o10), ehT0Px3KOsy9('\060' + chr(7720 - 7609) + chr(0b101100 + 0o5) + '\064' + '\062', 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(111) + chr(0b110010) + '\066' + '\x34', 0o10), ehT0Px3KOsy9(chr(1774 - 1726) + chr(7645 - 7534) + chr(0b110111), 43460 - 43452), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\060' + chr(54), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\062' + '\065' + '\067', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + '\065' + chr(293 - 242), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + chr(786 - 736) + chr(832 - 784), 62869 - 62861), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(0b11011 + 0o33) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(1667 - 1556) + chr(451 - 401) + '\063' + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(52) + chr(0b110101), 2755 - 2747), ehT0Px3KOsy9('\060' + chr(9194 - 9083) + chr(0b1001 + 0o51) + '\x31' + chr(854 - 800), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(10886 - 10775) + chr(0b110111) + '\061', 0o10), ehT0Px3KOsy9(chr(48) + chr(4926 - 4815) + '\x32' + chr(1719 - 1666), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + '\062', 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(10250 - 10139) + chr(0b0 + 0o61) + '\x34' + chr(2300 - 2248), 43314 - 43306), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(111) + chr(1158 - 1109) + chr(0b1110 + 0o45) + '\060', 0o10), ehT0Px3KOsy9('\x30' + chr(10728 - 10617) + '\063' + '\x35' + chr(0b101110 + 0o10), 0b1000), ehT0Px3KOsy9('\x30' + chr(5664 - 5553) + '\063' + '\061' + '\062', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32' + '\067' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010101 + 0o32) + '\x32' + chr(48) + '\064', 0b1000), ehT0Px3KOsy9(chr(1554 - 1506) + chr(111) + chr(55 - 4) + chr(0b11001 + 0o33) + '\062', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(3397 - 3286) + '\067', 8), ehT0Px3KOsy9('\x30' + chr(1988 - 1877) + '\062' + '\061' + chr(0b110111), 19966 - 19958), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\x6f' + '\x32' + chr(0b0 + 0o60) + '\x36', 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + '\063' + '\063' + chr(0b110010 + 0o3), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\x33' + chr(0b1101 + 0o47), 8), ehT0Px3KOsy9(chr(48) + chr(0b1110 + 0o141) + chr(0b110001) + chr(1442 - 1394) + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x35', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b11110 + 0o121) + '\065' + chr(621 - 573), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'g'), chr(0b1010111 + 0o15) + '\145' + chr(0b111010 + 0o51) + '\157' + '\144' + '\x65')(chr(0b1110101) + chr(0b1110100) + chr(3832 - 3730) + '\055' + chr(0b110000 + 0o10)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def HWvw7IZcje2N(QD1DMFLpoSld):
if QD1DMFLpoSld and xafqLlk3kkUe(QD1DMFLpoSld, xafqLlk3kkUe(SXOLrMavuUCe(b'-So\xddPo\x9a\x12\xc1\xdc%'), chr(8834 - 8734) + '\145' + chr(0b1011100 + 0o7) + chr(0b1101111) + chr(1177 - 1077) + chr(0b110110 + 0o57))('\165' + chr(0b111011 + 0o71) + '\146' + '\x2d' + chr(0b1000 + 0o60))) is not None:
if xafqLlk3kkUe(QD1DMFLpoSld, xafqLlk3kkUe(SXOLrMavuUCe(b'-So\xddPo\x9a\x12\xc1\xdc%'), chr(0b1010110 + 0o16) + chr(0b1100101) + chr(0b1100011) + '\x6f' + chr(9586 - 9486) + '\x65')(chr(5128 - 5011) + '\x74' + chr(6706 - 6604) + '\x2d' + '\x38')) is ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001), 0o10):
return ehT0Px3KOsy9(chr(0b110000) + chr(1265 - 1154) + '\x31', 8)
return xafqLlk3kkUe(QD1DMFLpoSld, xafqLlk3kkUe(SXOLrMavuUCe(b'-So\xddPo\x9a\x12\xc1\xdc%'), '\x64' + '\x65' + '\143' + chr(9104 - 8993) + '\144' + chr(101))('\x75' + '\x74' + chr(8115 - 8013) + '\x2d' + chr(56))) + xafqLlk3kkUe(SXOLrMavuUCe(b'g\\y\xcanp'), chr(0b1010001 + 0o23) + chr(4387 - 4286) + '\143' + '\x6f' + chr(3454 - 3354) + chr(4386 - 4285))(chr(117) + chr(0b1110100) + '\146' + chr(0b101101) + chr(182 - 126))
return xafqLlk3kkUe(SXOLrMavuUCe(b"'Pm\xddc"), chr(7619 - 7519) + '\x65' + '\x63' + chr(111) + chr(2497 - 2397) + '\x65')('\165' + chr(6973 - 6857) + chr(0b1100110) + chr(0b101101) + chr(1543 - 1487))
|
fastai/fastai
|
docs_src/nbval/cover.py
|
_merge_nbval_coverage_data
|
def _merge_nbval_coverage_data(cov):
"""Merge nbval coverage data into pytest-cov data."""
if not cov:
return
suffix = _make_suffix(cov)
if suffix is True:
# Note: If suffix is true, we are running in parallel, so several
# files will be generated. This will cause some warnings about "no coverage"
# but is otherwise OK. Do nothing.
return
# Get the filename of the nbval coverage:
filename = cov.data_files.filename + '.' + suffix
# Read coverage generated by nbval in this run:
nbval_data = coverage.CoverageData(debug=cov.debug)
try:
nbval_data.read_file(os.path.abspath(filename))
except coverage.CoverageException:
return
# Set up aliases (following internal coverage.py code here)
aliases = None
if cov.config.paths:
aliases = coverage.files.PathAliases()
for paths in cov.config.paths.values():
result = paths[0]
for pattern in paths[1:]:
aliases.add(pattern, result)
# Merge nbval data into pytest-cov data:
cov.data.update(nbval_data, aliases=aliases)
# Delete our nbval coverage data
coverage.misc.file_be_gone(filename)
|
python
|
def _merge_nbval_coverage_data(cov):
"""Merge nbval coverage data into pytest-cov data."""
if not cov:
return
suffix = _make_suffix(cov)
if suffix is True:
# Note: If suffix is true, we are running in parallel, so several
# files will be generated. This will cause some warnings about "no coverage"
# but is otherwise OK. Do nothing.
return
# Get the filename of the nbval coverage:
filename = cov.data_files.filename + '.' + suffix
# Read coverage generated by nbval in this run:
nbval_data = coverage.CoverageData(debug=cov.debug)
try:
nbval_data.read_file(os.path.abspath(filename))
except coverage.CoverageException:
return
# Set up aliases (following internal coverage.py code here)
aliases = None
if cov.config.paths:
aliases = coverage.files.PathAliases()
for paths in cov.config.paths.values():
result = paths[0]
for pattern in paths[1:]:
aliases.add(pattern, result)
# Merge nbval data into pytest-cov data:
cov.data.update(nbval_data, aliases=aliases)
# Delete our nbval coverage data
coverage.misc.file_be_gone(filename)
|
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Merge nbval coverage data into pytest-cov data.
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/docs_src/nbval/cover.py#L122-L156
|
train
|
Merge nbval coverage data into pytest - cov data.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + chr(1262 - 1210), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10110 + 0o41) + '\x30', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(10025 - 9914) + '\061' + chr(0b110101) + '\066', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1011110 + 0o21) + chr(0b10101 + 0o37), 0o10), ehT0Px3KOsy9(chr(130 - 82) + '\157' + '\x33' + chr(54) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + '\x35' + '\060', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110100 + 0o3) + chr(646 - 592), 59578 - 59570), ehT0Px3KOsy9('\060' + chr(0b1011111 + 0o20) + '\062' + chr(52) + chr(274 - 221), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + chr(52) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + '\x30' + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(55) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b101000 + 0o107) + chr(0b101011 + 0o7) + chr(203 - 151) + chr(511 - 458), 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(7797 - 7686) + chr(0b110100) + chr(0b11101 + 0o27), 0b1000), ehT0Px3KOsy9(chr(1857 - 1809) + chr(111) + '\x32' + chr(2607 - 2553) + '\062', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + chr(48) + '\x37', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2682 - 2630) + '\063', 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + chr(524 - 469) + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b10010 + 0o36) + '\157' + '\062' + '\x31' + chr(0b101011 + 0o7), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b111101 + 0o62) + chr(1952 - 1901) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(3635 - 3524) + '\062' + '\062' + chr(0b11110 + 0o30), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(0b110001) + '\063', 0b1000), ehT0Px3KOsy9('\060' + chr(11548 - 11437) + chr(0b110110) + '\x31', 43401 - 43393), ehT0Px3KOsy9('\060' + chr(6443 - 6332) + chr(0b100110 + 0o14) + chr(49) + chr(350 - 295), 0o10), ehT0Px3KOsy9(chr(1450 - 1402) + chr(0b1101111) + '\061' + chr(53) + chr(1210 - 1162), 0o10), ehT0Px3KOsy9('\060' + chr(0b10101 + 0o132) + chr(0b100010 + 0o20) + chr(0b110 + 0o52) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b100 + 0o54) + '\157' + chr(0b110001) + chr(1749 - 1700), 1974 - 1966), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(12016 - 11905) + chr(1651 - 1600) + chr(0b110011) + '\x31', 0b1000), ehT0Px3KOsy9(chr(1858 - 1810) + chr(111) + chr(0b100100 + 0o16) + chr(54) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b11011 + 0o30) + chr(1865 - 1817) + chr(0b110111), 29396 - 29388), ehT0Px3KOsy9(chr(876 - 828) + '\x6f' + '\x33' + '\x37' + chr(1303 - 1251), 0b1000), ehT0Px3KOsy9(chr(402 - 354) + chr(0b1101111) + chr(0b110010) + '\065' + '\x36', 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\061' + chr(53) + chr(0b110110), 8), ehT0Px3KOsy9('\x30' + '\157' + chr(588 - 538) + chr(2462 - 2410) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110011) + chr(0b101 + 0o55) + chr(1997 - 1944), ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(2138 - 2027) + chr(49), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(119 - 69) + '\064' + '\x35', 8), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\x6f' + chr(0b101001 + 0o11) + chr(0b110010) + chr(0b110100), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10110 + 0o35) + chr(49) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(2999 - 2888) + chr(0b110100) + '\063', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(53) + chr(48), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b':'), '\x64' + chr(0b1100101) + '\143' + '\157' + chr(0b101011 + 0o71) + chr(5776 - 5675))(chr(5824 - 5707) + '\x74' + chr(102) + chr(1374 - 1329) + chr(0b101110 + 0o12)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def AuSSZBOn6T1V(QD1DMFLpoSld):
if not QD1DMFLpoSld:
return
YhhkyMvxPIjH = HWvw7IZcje2N(QD1DMFLpoSld)
if YhhkyMvxPIjH is ehT0Px3KOsy9(chr(0b110000) + chr(5419 - 5308) + '\x31', 8):
return
xw4DsBfIJ22E = QD1DMFLpoSld.data_files.filename + xafqLlk3kkUe(SXOLrMavuUCe(b':'), chr(0b11001 + 0o113) + '\x65' + '\143' + chr(3046 - 2935) + '\144' + chr(0b1100101))(chr(117) + '\164' + chr(0b110111 + 0o57) + '\x2d' + '\x38') + YhhkyMvxPIjH
Kx4zAv1__kKu = ZLO9G0WvQyC8.CoverageData(debug=QD1DMFLpoSld.debug)
try:
xafqLlk3kkUe(Kx4zAv1__kKu, xafqLlk3kkUe(SXOLrMavuUCe(b'f]\x0f`\xaf\xceW\xc9\x84'), chr(100) + chr(101) + '\x63' + '\157' + chr(1760 - 1660) + chr(7738 - 7637))('\165' + chr(0b1110100) + '\146' + '\055' + chr(0b100 + 0o64)))(xafqLlk3kkUe(oqhJDdMJfuwx.path, xafqLlk3kkUe(SXOLrMavuUCe(b'uZ\x1dt\x91\xdcV'), chr(0b1100100) + '\145' + chr(2360 - 2261) + '\157' + chr(4173 - 4073) + chr(0b1100101))(chr(0b1110101 + 0o0) + chr(116) + chr(0b11001 + 0o115) + chr(45) + '\070'))(xw4DsBfIJ22E))
except xafqLlk3kkUe(ZLO9G0WvQyC8, xafqLlk3kkUe(SXOLrMavuUCe(b'WW\x18a\x82\xc9Y\xc0\xa4\xf8Y\xc0~P\xdb\xe8M'), chr(0b1010 + 0o132) + chr(101) + '\143' + '\x6f' + chr(4465 - 4365) + chr(101))(chr(0b1110101) + chr(0b1110100) + '\146' + chr(0b101101) + chr(0b111000))):
return
dKAGWf_Zcld5 = None
if xafqLlk3kkUe(QD1DMFLpoSld.config, xafqLlk3kkUe(SXOLrMavuUCe(b'dY\x1al\x83'), chr(0b1011011 + 0o11) + chr(0b1100011 + 0o2) + chr(0b1100011) + chr(0b1100000 + 0o17) + '\x64' + chr(1238 - 1137))(chr(0b1101010 + 0o13) + chr(1308 - 1192) + '\x66' + '\055' + chr(0b111000))):
dKAGWf_Zcld5 = ZLO9G0WvQyC8.files.PathAliases()
for L5ghGbOkzBG7 in xafqLlk3kkUe(QD1DMFLpoSld.config.paths, xafqLlk3kkUe(SXOLrMavuUCe(b'Gh\x00G\xbe\xdd\x0b\x91\xa9\xb1^\xc7'), '\x64' + chr(0b100011 + 0o102) + '\x63' + chr(111) + chr(7615 - 7515) + '\x65')(chr(0b1010101 + 0o40) + chr(0b101011 + 0o111) + chr(3978 - 3876) + chr(1400 - 1355) + '\x38'))():
ShZmEKfTkAOZ = L5ghGbOkzBG7[ehT0Px3KOsy9(chr(645 - 597) + chr(0b1100001 + 0o16) + chr(48), ord("\x08"))]
for D7PcF8SpuWmc in L5ghGbOkzBG7[ehT0Px3KOsy9(chr(2279 - 2231) + chr(0b11011 + 0o124) + '\x31', 8):]:
xafqLlk3kkUe(dKAGWf_Zcld5, xafqLlk3kkUe(SXOLrMavuUCe(b'u\\\n'), '\144' + chr(0b1100101) + '\143' + '\157' + '\144' + '\145')(chr(117) + chr(116) + chr(0b10101 + 0o121) + chr(0b101101) + '\070'))(D7PcF8SpuWmc, ShZmEKfTkAOZ)
xafqLlk3kkUe(QD1DMFLpoSld.data, xafqLlk3kkUe(SXOLrMavuUCe(b'NL/A\x99\xe6t\xcb\x98\xb4_\x95'), chr(8027 - 7927) + chr(6187 - 6086) + chr(0b1100011) + chr(0b1101111) + chr(0b10110 + 0o116) + '\145')(chr(117) + '\164' + chr(0b101100 + 0o72) + chr(0b101101) + '\070'))(Kx4zAv1__kKu, aliases=dKAGWf_Zcld5)
xafqLlk3kkUe(ZLO9G0WvQyC8.misc, xafqLlk3kkUe(SXOLrMavuUCe(b'rQ\x02a\xaf\xca[\xfa\x86\xefT\xc0'), chr(0b1100100) + '\145' + chr(99) + '\x6f' + chr(100) + chr(101))(chr(117) + '\x74' + chr(6688 - 6586) + chr(0b101 + 0o50) + chr(56)))(xw4DsBfIJ22E)
|
fastai/fastai
|
fastai/core.py
|
chunks
|
def chunks(l:Collection, n:int)->Iterable:
"Yield successive `n`-sized chunks from `l`."
for i in range(0, len(l), n): yield l[i:i+n]
|
python
|
def chunks(l:Collection, n:int)->Iterable:
"Yield successive `n`-sized chunks from `l`."
for i in range(0, len(l), n): yield l[i:i+n]
|
[
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",",
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] |
Yield successive `n`-sized chunks from `l`.
|
[
"Yield",
"successive",
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L57-L59
|
train
|
Yield successive n - sized chunks from l.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(3034 - 2923) + chr(0b110011) + chr(2351 - 2300) + chr(0b100 + 0o56), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(0b11100 + 0o25) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + chr(0b110001) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + chr(49) + '\064' + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + '\x33', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1000110 + 0o51) + chr(675 - 626) + chr(2648 - 2594) + chr(1113 - 1059), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b101011 + 0o104) + chr(0b110011) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + chr(53) + chr(0b10100 + 0o42), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(0b10111 + 0o31) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(55) + '\060', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + chr(54) + chr(53), 0o10), ehT0Px3KOsy9(chr(1347 - 1299) + chr(11668 - 11557) + chr(0b110110) + chr(0b101111 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(1692 - 1581) + chr(0b110001) + '\065' + '\x36', 0o10), ehT0Px3KOsy9(chr(2039 - 1991) + '\157' + '\x33' + chr(1161 - 1108) + chr(0b110 + 0o52), 0o10), ehT0Px3KOsy9(chr(48) + chr(10528 - 10417) + chr(1452 - 1403) + chr(0b110101) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b1011 + 0o47) + chr(0b110110 + 0o0) + chr(0b1100 + 0o45), 27113 - 27105), ehT0Px3KOsy9(chr(48) + chr(1055 - 944) + chr(0b110011) + chr(0b110001) + chr(967 - 913), ord("\x08")), ehT0Px3KOsy9(chr(915 - 867) + '\x6f' + chr(51) + '\064', 0o10), ehT0Px3KOsy9(chr(667 - 619) + '\157' + chr(2480 - 2429) + '\067' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(1946 - 1835) + '\x33' + chr(0b101000 + 0o16) + chr(0b110 + 0o53), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(0b110 + 0o53) + chr(0b101101 + 0o10), 8), ehT0Px3KOsy9(chr(1974 - 1926) + chr(0b1101111) + '\061' + chr(0b11110 + 0o23) + chr(0b110111), 61076 - 61068), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110010) + '\x32', 0o10), ehT0Px3KOsy9(chr(861 - 813) + chr(111) + '\x35' + '\x32', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1001010 + 0o45) + chr(0b11111 + 0o22) + '\064', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(2728 - 2673) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + '\061' + '\x37' + chr(2674 - 2619), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(54), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110111) + chr(49), 20280 - 20272), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49) + chr(0b10111 + 0o40) + chr(0b10100 + 0o36), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(1080 - 1029) + chr(0b110000) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + chr(0b10111 + 0o40) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(871 - 817) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(54) + chr(0b101011 + 0o5), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100100 + 0o13) + '\x32' + chr(0b110101) + '\063', 36732 - 36724), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(2051 - 1998) + chr(0b10 + 0o64), 0o10), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(1649 - 1538) + chr(0b11111 + 0o22) + chr(1078 - 1026) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100 + 0o57), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(52) + chr(0b10011 + 0o41), 0b1000), ehT0Px3KOsy9(chr(48) + chr(11770 - 11659) + chr(0b110110), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\065' + '\060', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xf4'), chr(0b110101 + 0o57) + chr(101) + chr(0b1100011) + chr(0b1101 + 0o142) + chr(100) + chr(101))(chr(117) + '\x74' + '\x66' + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def XVRfrZhsDVHr(aLoH_Mt0dzwO, m1NkCryOw9Bx) -> U1nE7SA1iyUR:
for WVxHKyX45z_L in vQr8gNKaIaWE(ehT0Px3KOsy9(chr(48) + chr(9500 - 9389) + chr(0b110000), 0b1000), c2A0yzQpDQB3(aLoH_Mt0dzwO), m1NkCryOw9Bx):
yield aLoH_Mt0dzwO[WVxHKyX45z_L:WVxHKyX45z_L + m1NkCryOw9Bx]
|
fastai/fastai
|
fastai/core.py
|
to_int
|
def to_int(b:Any)->Union[int,List[int]]:
"Convert `b` to an int or list of ints (if `is_listy`); raises exception if not convertible"
if is_listy(b): return [to_int(x) for x in b]
else: return int(b)
|
python
|
def to_int(b:Any)->Union[int,List[int]]:
"Convert `b` to an int or list of ints (if `is_listy`); raises exception if not convertible"
if is_listy(b): return [to_int(x) for x in b]
else: return int(b)
|
[
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"int",
",",
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"]",
"]",
":",
"if",
"is_listy",
"(",
"b",
")",
":",
"return",
"[",
"to_int",
"(",
"x",
")",
"for",
"x",
"in",
"b",
"]",
"else",
":",
"return",
"int",
"(",
"b",
")"
] |
Convert `b` to an int or list of ints (if `is_listy`); raises exception if not convertible
|
[
"Convert",
"b",
"to",
"an",
"int",
"or",
"list",
"of",
"ints",
"(",
"if",
"is_listy",
")",
";",
"raises",
"exception",
"if",
"not",
"convertible"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L61-L64
|
train
|
Convert b to an int or list of ints ( if is_listy ; raises exception if not convertible
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(11655 - 11544) + chr(0b110011) + chr(49) + '\x36', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(383 - 332) + chr(0b110111) + chr(51), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(1473 - 1424) + chr(0b110011), 44857 - 44849), ehT0Px3KOsy9(chr(48) + '\157' + chr(53) + chr(0b110110), 28889 - 28881), ehT0Px3KOsy9('\060' + '\x6f' + '\x34' + chr(0b10110 + 0o32), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + '\x35' + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + chr(9845 - 9734) + '\x31' + chr(2483 - 2430) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(50) + chr(0b1 + 0o66), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001) + chr(0b110101) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(756 - 706), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(48), 54640 - 54632), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001) + '\064' + chr(48), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(694 - 645) + chr(0b11000 + 0o34) + '\066', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b10001 + 0o136) + '\x33' + chr(53) + chr(219 - 169), 0o10), ehT0Px3KOsy9(chr(358 - 310) + '\x6f' + chr(1112 - 1059) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + '\062' + chr(0b110010 + 0o1), 0b1000), ehT0Px3KOsy9(chr(417 - 369) + chr(3942 - 3831) + chr(0b110010) + chr(0b100111 + 0o13) + '\062', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(1091 - 1040) + '\x32' + chr(906 - 857), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2018 - 1968) + chr(0b0 + 0o65) + chr(1453 - 1405), 0b1000), ehT0Px3KOsy9(chr(1111 - 1063) + '\157' + '\062' + '\x30' + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b10000 + 0o137) + chr(0b101100 + 0o6) + chr(2122 - 2072) + '\x32', 8), ehT0Px3KOsy9(chr(48) + chr(2536 - 2425) + '\x32' + '\x30' + '\063', 57996 - 57988), ehT0Px3KOsy9('\x30' + chr(3571 - 3460) + chr(0b110011) + chr(645 - 594) + chr(0b110110), 62531 - 62523), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(0b101100 + 0o4) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + '\067', 0o10), ehT0Px3KOsy9('\060' + '\157' + '\063' + chr(0b110100) + chr(0b11011 + 0o31), ord("\x08")), ehT0Px3KOsy9(chr(191 - 143) + '\x6f' + '\062' + '\066' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1584 - 1534) + chr(54) + '\062', 56981 - 56973), ehT0Px3KOsy9('\060' + chr(10370 - 10259) + chr(50) + '\061' + '\064', 0o10), ehT0Px3KOsy9(chr(320 - 272) + '\157' + '\x32' + chr(357 - 306) + '\061', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1010100 + 0o33) + chr(0b110101) + chr(0b11001 + 0o31), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + '\066' + chr(54), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\067' + chr(423 - 369), 3960 - 3952), ehT0Px3KOsy9('\060' + '\157' + '\065' + chr(0b101110 + 0o7), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1011011 + 0o24) + chr(0b100010 + 0o24) + '\065', 0b1000), ehT0Px3KOsy9(chr(2055 - 2007) + chr(0b1101111) + chr(1493 - 1443) + chr(53), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b101001 + 0o11) + chr(0b110011) + '\x37', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b100010 + 0o21) + chr(0b110111), 8), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\x6f' + '\x33' + chr(0b100000 + 0o25) + chr(1798 - 1750), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + chr(315 - 264) + chr(0b100001 + 0o25), 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\157' + chr(0b1 + 0o64) + '\060', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xe0'), chr(5361 - 5261) + '\145' + '\143' + '\x6f' + chr(0b110000 + 0o64) + chr(0b101000 + 0o75))('\165' + chr(9497 - 9381) + chr(102) + chr(95 - 50) + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def brMxbfkkn10c(wmN3dvez4qzC) -> xS28O63k1eqo[ehT0Px3KOsy9, qRxF7OQ0y39T[ehT0Px3KOsy9]]:
if rOyHzRoSE7pv(wmN3dvez4qzC):
return [brMxbfkkn10c(OeWW0F1dBPRQ) for OeWW0F1dBPRQ in wmN3dvez4qzC]
else:
return ehT0Px3KOsy9(wmN3dvez4qzC)
|
fastai/fastai
|
fastai/core.py
|
is1d
|
def is1d(a:Collection)->bool:
"Return `True` if `a` is one-dimensional"
return len(a.shape) == 1 if hasattr(a, 'shape') else True
|
python
|
def is1d(a:Collection)->bool:
"Return `True` if `a` is one-dimensional"
return len(a.shape) == 1 if hasattr(a, 'shape') else True
|
[
"def",
"is1d",
"(",
"a",
":",
"Collection",
")",
"->",
"bool",
":",
"return",
"len",
"(",
"a",
".",
"shape",
")",
"==",
"1",
"if",
"hasattr",
"(",
"a",
",",
"'shape'",
")",
"else",
"True"
] |
Return `True` if `a` is one-dimensional
|
[
"Return",
"True",
"if",
"a",
"is",
"one",
"-",
"dimensional"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L70-L72
|
train
|
Return True if a is one - dimensional
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + chr(48) + chr(492 - 439), 0b1000), ehT0Px3KOsy9('\060' + chr(1870 - 1759) + '\062' + chr(0b11000 + 0o30) + chr(50), 0b1000), ehT0Px3KOsy9(chr(48) + chr(4517 - 4406) + chr(0b100010 + 0o17) + '\063' + chr(0b110000), 48473 - 48465), ehT0Px3KOsy9(chr(682 - 634) + '\157' + chr(0b110 + 0o54) + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b111 + 0o150) + '\x31' + chr(51) + '\064', 24876 - 24868), ehT0Px3KOsy9(chr(0b110000) + chr(3002 - 2891) + '\x32' + '\x35' + chr(1073 - 1024), 0b1000), ehT0Px3KOsy9(chr(697 - 649) + '\157' + '\x32' + chr(50) + chr(0b10011 + 0o44), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(5284 - 5173) + chr(0b110001) + chr(0b110101) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(1643 - 1595) + chr(0b1010000 + 0o37) + chr(51) + chr(0b10100 + 0o35), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + '\065' + chr(0b11000 + 0o33), 59312 - 59304), ehT0Px3KOsy9(chr(1363 - 1315) + chr(111) + '\063' + '\x32' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b11000 + 0o127) + chr(49) + chr(1785 - 1736) + chr(0b110011), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x34' + chr(51), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(53) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(1047 - 999) + '\x6f' + chr(0b101010 + 0o7) + '\x36' + chr(0b101000 + 0o16), ord("\x08")), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(111) + '\061' + '\060', ord("\x08")), ehT0Px3KOsy9(chr(986 - 938) + chr(0b1101111) + chr(49) + '\066' + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(386 - 335) + '\x36' + chr(0b110011 + 0o3), 63683 - 63675), ehT0Px3KOsy9(chr(1599 - 1551) + chr(1827 - 1716) + chr(0b110010) + chr(0b110010) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(50) + chr(0b100100 + 0o20) + chr(333 - 283), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\157' + chr(0b100101 + 0o15) + chr(2303 - 2249) + '\x36', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(2686 - 2575) + chr(0b110011) + '\065' + '\063', 44161 - 44153), ehT0Px3KOsy9('\060' + '\157' + chr(0b101111 + 0o2) + chr(0b110101) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(1376 - 1328) + '\157' + '\062' + chr(2046 - 1997) + '\x30', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(50) + chr(0b110001) + chr(0b110000), 8), ehT0Px3KOsy9('\x30' + chr(7719 - 7608) + chr(0b10100 + 0o35) + chr(0b110011) + chr(979 - 931), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + chr(55) + chr(2560 - 2505), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(2402 - 2348) + chr(51), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1490 - 1439) + '\066' + chr(0b10111 + 0o33), 0o10), ehT0Px3KOsy9(chr(1477 - 1429) + chr(0b1101111) + '\061' + chr(0b110111) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(1868 - 1818) + chr(0b100011 + 0o24) + chr(65 - 13), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x31' + chr(0b110110) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(111) + chr(118 - 69) + '\x32' + '\x35', 8310 - 8302), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10111 + 0o35) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(111) + chr(2178 - 2128) + chr(51) + chr(52), 10452 - 10444), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101 + 0o55) + chr(0b110101) + chr(1637 - 1587), 38297 - 38289), ehT0Px3KOsy9(chr(344 - 296) + chr(10638 - 10527) + '\x32' + '\x37' + chr(0b110100), 8), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b1101101 + 0o2) + '\063' + chr(833 - 785) + chr(0b110110), 63735 - 63727), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(54) + chr(0b100 + 0o63), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(2377 - 2327) + '\066' + chr(0b100100 + 0o14), 38524 - 38516)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1503 - 1455) + '\x6f' + chr(0b110101) + chr(0b110000), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xeb'), '\x64' + chr(101) + '\143' + chr(0b111 + 0o150) + '\x64' + chr(101))('\x75' + '\164' + '\146' + chr(1245 - 1200) + chr(0b1101 + 0o53)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def nEh6RXhk31v5(XPh1qbAgrPgG) -> WbBjf8Y7v9VN:
return c2A0yzQpDQB3(xafqLlk3kkUe(XPh1qbAgrPgG, xafqLlk3kkUe(SXOLrMavuUCe(b'\xab\xe3-J:\xe5\xf0\x03M\xdb\xb7)'), chr(0b101 + 0o137) + chr(0b1100101) + '\143' + chr(4771 - 4660) + '\144' + chr(0b1100101))(chr(117) + '\164' + chr(0b1100110) + '\055' + '\070'))) == ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(854 - 805), ord("\x08")) if lot1PSoAwYhj(XPh1qbAgrPgG, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6\xea9c9'), '\144' + chr(0b1100101) + '\x63' + chr(0b1101111) + '\x64' + '\x65')('\x75' + chr(0b1011111 + 0o25) + chr(0b1100110) + chr(1025 - 980) + chr(56))) else ehT0Px3KOsy9('\x30' + chr(6454 - 6343) + chr(0b100001 + 0o20), 8)
|
fastai/fastai
|
fastai/core.py
|
uniqueify
|
def uniqueify(x:Series, sort:bool=False)->List:
"Return sorted unique values of `x`."
res = list(OrderedDict.fromkeys(x).keys())
if sort: res.sort()
return res
|
python
|
def uniqueify(x:Series, sort:bool=False)->List:
"Return sorted unique values of `x`."
res = list(OrderedDict.fromkeys(x).keys())
if sort: res.sort()
return res
|
[
"def",
"uniqueify",
"(",
"x",
":",
"Series",
",",
"sort",
":",
"bool",
"=",
"False",
")",
"->",
"List",
":",
"res",
"=",
"list",
"(",
"OrderedDict",
".",
"fromkeys",
"(",
"x",
")",
".",
"keys",
"(",
")",
")",
"if",
"sort",
":",
"res",
".",
"sort",
"(",
")",
"return",
"res"
] |
Return sorted unique values of `x`.
|
[
"Return",
"sorted",
"unique",
"values",
"of",
"x",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L74-L78
|
train
|
Return sorted unique values of x.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(6742 - 6631) + chr(0b110011) + '\x33' + chr(0b10011 + 0o41), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(4888 - 4777) + chr(1323 - 1273) + chr(52) + '\x34', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + '\x31' + chr(0b11101 + 0o27), ord("\x08")), ehT0Px3KOsy9(chr(193 - 145) + chr(0b110101 + 0o72) + chr(49) + chr(0b101111 + 0o10) + chr(55), 30549 - 30541), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(0b101110 + 0o3) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(2191 - 2142) + chr(0b1111 + 0o41), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(861 - 811) + chr(0b100001 + 0o26) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(50) + '\x32' + chr(2693 - 2639), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101011 + 0o6) + chr(55) + '\x31', 0o10), ehT0Px3KOsy9(chr(48) + chr(6694 - 6583) + chr(143 - 93) + chr(0b1000 + 0o54) + chr(49), 55846 - 55838), ehT0Px3KOsy9('\060' + chr(9676 - 9565) + chr(0b11 + 0o57) + chr(2198 - 2149) + chr(0b101111 + 0o4), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110111) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(111) + chr(0b110011) + '\x32' + chr(1429 - 1381), 0o10), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b111001 + 0o66) + chr(0b110010) + chr(0b110111) + chr(0b10001 + 0o44), 35637 - 35629), ehT0Px3KOsy9('\060' + '\157' + chr(432 - 381) + chr(49) + '\x30', 8), ehT0Px3KOsy9('\060' + chr(0b1001101 + 0o42) + chr(0b110001) + chr(0b1010 + 0o46) + chr(55), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + chr(54) + '\x36', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1010010 + 0o35) + chr(2059 - 2008) + chr(0b11010 + 0o26) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b101101 + 0o6) + '\x32' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(111) + '\x33' + chr(0b11010 + 0o30) + chr(48), 8), ehT0Px3KOsy9(chr(1631 - 1583) + '\157' + chr(0b10001 + 0o41) + chr(48) + chr(50), 0o10), ehT0Px3KOsy9(chr(1276 - 1228) + chr(9197 - 9086) + '\x31' + '\061' + chr(0b1011 + 0o50), 0b1000), ehT0Px3KOsy9('\060' + chr(577 - 466) + '\062' + '\x36' + '\x31', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(2360 - 2306) + chr(55), 25565 - 25557), ehT0Px3KOsy9(chr(48) + chr(0b1101011 + 0o4) + chr(50) + chr(1920 - 1869) + '\060', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + '\x34' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(8448 - 8337) + chr(0b100110 + 0o14) + chr(48) + chr(0b110011), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + '\x31' + chr(48), 28476 - 28468), ehT0Px3KOsy9(chr(1635 - 1587) + chr(111) + chr(49) + chr(51) + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\x6f' + '\x34' + '\x31', 0o10), ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + chr(0b110010) + '\062', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(778 - 727) + chr(0b110101) + '\x32', 33504 - 33496), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b100100 + 0o113) + chr(0b0 + 0o63) + chr(50), 22784 - 22776), ehT0Px3KOsy9('\060' + '\157' + chr(438 - 389) + chr(0b110101) + chr(590 - 535), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(0b110001) + '\066', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2574 - 2523) + '\x30' + '\061', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(48) + chr(53), 0o10), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(0b1011011 + 0o24) + '\x32' + chr(1797 - 1745) + '\x33', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x32' + chr(0b110110) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(111) + chr(49) + chr(1070 - 1021) + '\x37', 9172 - 9164)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(53) + chr(2237 - 2189), 3536 - 3528)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2'), '\144' + chr(5927 - 5826) + '\x63' + '\x6f' + '\x64' + '\145')(chr(117) + '\x74' + chr(8011 - 7909) + chr(45) + chr(1592 - 1536)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def f700BWYfF_Kc(OeWW0F1dBPRQ, tlxzdTw4q2JZ=ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110000), 0b1000)) -> qRxF7OQ0y39T:
MsbwfslwLjRO = YyaZ4tpXu4lf(dckoaRguRn3D.fromkeys(OeWW0F1dBPRQ).keys())
if tlxzdTw4q2JZ:
xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'\xaf\xcb\xbe\x0b'), '\x64' + chr(4699 - 4598) + '\143' + chr(0b11011 + 0o124) + chr(0b111101 + 0o47) + chr(0b1010011 + 0o22))(chr(13639 - 13522) + chr(116) + chr(4019 - 3917) + chr(0b101101) + '\x38'))()
return MsbwfslwLjRO
|
fastai/fastai
|
fastai/core.py
|
find_classes
|
def find_classes(folder:Path)->FilePathList:
"List of label subdirectories in imagenet-style `folder`."
classes = [d for d in folder.iterdir()
if d.is_dir() and not d.name.startswith('.')]
assert(len(classes)>0)
return sorted(classes, key=lambda d: d.name)
|
python
|
def find_classes(folder:Path)->FilePathList:
"List of label subdirectories in imagenet-style `folder`."
classes = [d for d in folder.iterdir()
if d.is_dir() and not d.name.startswith('.')]
assert(len(classes)>0)
return sorted(classes, key=lambda d: d.name)
|
[
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"find_classes",
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"folder",
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"Path",
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"->",
"FilePathList",
":",
"classes",
"=",
"[",
"d",
"for",
"d",
"in",
"folder",
".",
"iterdir",
"(",
")",
"if",
"d",
".",
"is_dir",
"(",
")",
"and",
"not",
"d",
".",
"name",
".",
"startswith",
"(",
"'.'",
")",
"]",
"assert",
"(",
"len",
"(",
"classes",
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">",
"0",
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"return",
"sorted",
"(",
"classes",
",",
"key",
"=",
"lambda",
"d",
":",
"d",
".",
"name",
")"
] |
List of label subdirectories in imagenet-style `folder`.
|
[
"List",
"of",
"label",
"subdirectories",
"in",
"imagenet",
"-",
"style",
"folder",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L84-L89
|
train
|
List of label subdirectories in imagenet - style folder.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1472 - 1421) + '\066', 0o10), ehT0Px3KOsy9(chr(1455 - 1407) + chr(5688 - 5577) + chr(0b101100 + 0o11) + chr(637 - 583), ord("\x08")), ehT0Px3KOsy9(chr(1821 - 1773) + chr(0b1101111) + '\x37' + chr(907 - 859), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + '\066' + '\x36', 63937 - 63929), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1190 - 1138) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(2033 - 1985) + chr(0b100100 + 0o113) + chr(0b110011) + chr(48) + chr(0b11111 + 0o25), 4215 - 4207), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(275 - 226) + chr(0b110 + 0o60) + chr(398 - 346), 0o10), ehT0Px3KOsy9(chr(1234 - 1186) + '\157' + chr(51) + chr(54), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\063' + chr(0b110111) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1944 - 1894) + chr(0b110001) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + chr(0b10111 + 0o37), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110100 + 0o73) + chr(278 - 225) + chr(1072 - 1018), 8), ehT0Px3KOsy9('\060' + chr(0b1011000 + 0o27) + '\x33' + chr(622 - 570) + '\061', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(51) + chr(0b100010 + 0o16), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b1100 + 0o47) + '\x30' + chr(0b1011 + 0o53), 0o10), ehT0Px3KOsy9(chr(1026 - 978) + '\157' + '\x37' + '\x36', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x33' + chr(0b110100) + chr(0b11110 + 0o27), 0b1000), ehT0Px3KOsy9(chr(48) + chr(8711 - 8600) + '\063' + chr(0b0 + 0o64), 53761 - 53753), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + '\062' + chr(0b110111), 38483 - 38475), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(1228 - 1117) + chr(418 - 367) + chr(0b110001) + '\x34', 0o10), ehT0Px3KOsy9(chr(1514 - 1466) + chr(0b1000001 + 0o56) + chr(54) + chr(1002 - 952), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110101) + '\065', 17926 - 17918), ehT0Px3KOsy9(chr(2104 - 2056) + '\157' + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + chr(10938 - 10827) + '\061' + chr(0b10101 + 0o40), 23570 - 23562), ehT0Px3KOsy9(chr(48) + chr(0b110010 + 0o75) + chr(0b110011) + '\x31' + chr(0b110100), 8), ehT0Px3KOsy9(chr(1126 - 1078) + chr(0b1101111) + chr(0b110011) + '\066' + '\060', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110110 + 0o71) + '\x32' + chr(682 - 632) + chr(48), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\061' + '\062' + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + chr(5677 - 5566) + chr(0b10100 + 0o35) + '\061' + chr(0b100100 + 0o22), ord("\x08")), ehT0Px3KOsy9(chr(2247 - 2199) + '\157' + '\x32' + chr(0b11110 + 0o31) + chr(48), 8404 - 8396), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b10010 + 0o40) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(1382 - 1271) + '\063' + chr(49) + chr(0b110 + 0o55), 40081 - 40073), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1101111) + '\x36' + '\064', 30035 - 30027), ehT0Px3KOsy9('\x30' + chr(0b1 + 0o156) + '\061' + '\x34' + '\065', 0b1000), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(0b1101111) + '\x32' + chr(0b10001 + 0o45) + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(2992 - 2881) + '\062' + chr(0b110010) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(11157 - 11046) + '\x33' + chr(1912 - 1863), 45546 - 45538), ehT0Px3KOsy9(chr(1078 - 1030) + '\x6f' + '\x31' + chr(53) + '\x31', 0b1000), ehT0Px3KOsy9('\060' + chr(3141 - 3030) + chr(105 - 52) + '\x33', 0b1000), ehT0Px3KOsy9(chr(732 - 684) + chr(111) + '\066' + chr(0b110100), 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\157' + '\x35' + '\060', 61257 - 61249)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'0'), '\x64' + '\x65' + chr(99) + '\157' + chr(0b1100100) + chr(0b1100101))('\165' + chr(0b1110100) + chr(0b1010001 + 0o25) + chr(231 - 186) + chr(0b100110 + 0o22)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def c8gJZaluh89B(CVmiUiclDQ_k) -> _6zyeftYRjeJ:
anO3bg2_hMSE = [pd3lxn9vqWxp for pd3lxn9vqWxp in CVmiUiclDQ_k.iterdir() if pd3lxn9vqWxp.is_dir() and (not pd3lxn9vqWxp.name.startswith(xafqLlk3kkUe(SXOLrMavuUCe(b'0'), chr(100) + chr(0b1100101) + chr(4233 - 4134) + chr(11806 - 11695) + chr(0b1100 + 0o130) + chr(8212 - 8111))(chr(0b1001010 + 0o53) + chr(10692 - 10576) + chr(0b1100110) + chr(0b101101) + chr(1528 - 1472))))]
assert c2A0yzQpDQB3(anO3bg2_hMSE) > ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110000), ord("\x08"))
return vUlqIvNSaRMa(anO3bg2_hMSE, key=lambda pd3lxn9vqWxp: xafqLlk3kkUe(pd3lxn9vqWxp, xafqLlk3kkUe(SXOLrMavuUCe(b'_gN\xbcu\xbe8z\xba\xebih'), chr(2698 - 2598) + '\x65' + '\x63' + '\x6f' + chr(1207 - 1107) + chr(101))(chr(0b11 + 0o162) + chr(300 - 184) + chr(102) + '\x2d' + chr(2261 - 2205))))
|
fastai/fastai
|
fastai/core.py
|
arrays_split
|
def arrays_split(mask:NPArrayMask, *arrs:NPArrayableList)->SplitArrayList:
"Given `arrs` is [a,b,...] and `mask`index - return[(a[mask],a[~mask]),(b[mask],b[~mask]),...]."
assert all([len(arr)==len(arrs[0]) for arr in arrs]), 'All arrays should have same length'
mask = array(mask)
return list(zip(*[(a[mask],a[~mask]) for a in map(np.array, arrs)]))
|
python
|
def arrays_split(mask:NPArrayMask, *arrs:NPArrayableList)->SplitArrayList:
"Given `arrs` is [a,b,...] and `mask`index - return[(a[mask],a[~mask]),(b[mask],b[~mask]),...]."
assert all([len(arr)==len(arrs[0]) for arr in arrs]), 'All arrays should have same length'
mask = array(mask)
return list(zip(*[(a[mask],a[~mask]) for a in map(np.array, arrs)]))
|
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] |
Given `arrs` is [a,b,...] and `mask`index - return[(a[mask],a[~mask]),(b[mask],b[~mask]),...].
|
[
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L91-L95
|
train
|
Given arrs is [ a b... ] and mask index - return [ ( a [ mask ] b [ mask ]
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\066' + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + '\063' + '\062', 0o10), ehT0Px3KOsy9(chr(1249 - 1201) + chr(111) + '\065' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(2519 - 2466) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1672 - 1623) + chr(1668 - 1618) + '\061', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + chr(1340 - 1288) + '\x36', 14937 - 14929), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100110 + 0o11) + chr(50) + '\061' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(1817 - 1769) + chr(0b101011 + 0o104) + chr(0b101000 + 0o13) + chr(0b110100) + chr(2284 - 2235), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(7285 - 7174) + chr(1843 - 1793) + '\x30' + chr(52), 0b1000), ehT0Px3KOsy9(chr(1206 - 1158) + chr(0b111101 + 0o62) + '\x35' + chr(53), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\066', 58901 - 58893), ehT0Px3KOsy9('\x30' + chr(1211 - 1100) + chr(0b110010) + chr(2189 - 2135) + chr(0b1001 + 0o50), 0o10), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(4912 - 4801) + '\x32' + chr(1064 - 1016) + chr(234 - 183), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + '\x33', 10729 - 10721), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(1098 - 1044) + chr(1345 - 1290), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b110101 + 0o72) + chr(49) + chr(0b110011) + '\x32', 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + chr(0b110011) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(8836 - 8725) + chr(0b110010) + chr(1296 - 1241), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1000000 + 0o57) + chr(0b110011) + '\060' + chr(51), 0o10), ehT0Px3KOsy9(chr(2024 - 1976) + '\x6f' + chr(0b110010) + chr(1395 - 1342) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(11725 - 11614) + chr(51) + '\x34' + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(51) + '\065' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + '\062' + chr(0b110010), 54255 - 54247), ehT0Px3KOsy9('\x30' + '\157' + chr(0b1001 + 0o50) + chr(0b110 + 0o56) + chr(48), 56792 - 56784), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(0b110111) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + '\061' + chr(1119 - 1065), 8), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(0b110101) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(189 - 141) + chr(111) + chr(970 - 921) + chr(0b110101 + 0o0) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + chr(1788 - 1738) + chr(0b10010 + 0o43), 0o10), ehT0Px3KOsy9('\x30' + chr(7219 - 7108) + chr(1850 - 1796) + '\062', 0b1000), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(0b1101111) + chr(2149 - 2098) + '\x37' + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(111) + chr(0b110000 + 0o1) + chr(0b110011 + 0o2) + chr(2044 - 1992), 8), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + '\x33' + chr(257 - 206), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x36' + chr(0b101111 + 0o5), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b111000 + 0o67) + '\063' + chr(1046 - 998) + chr(0b1111 + 0o41), 0o10), ehT0Px3KOsy9('\x30' + chr(2528 - 2417) + '\x33' + chr(0b110000) + chr(1913 - 1863), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\067' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110 + 0o54) + chr(53), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(49) + '\067', 8165 - 8157)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\157' + '\065' + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd9'), '\144' + chr(0b1001001 + 0o34) + chr(0b1100011) + '\157' + chr(916 - 816) + chr(8660 - 8559))('\165' + chr(0b1110100) + chr(2852 - 2750) + chr(0b1110 + 0o37) + chr(3046 - 2990)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def UMJfVzX4Hor7(Iz1jSgUKZDvt, *E1T7uwYly1aG) -> tXPP0KD08cgq:
assert Dl48nj1rbi23([c2A0yzQpDQB3(ZxkNvNvuRNy5) == c2A0yzQpDQB3(E1T7uwYly1aG[ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110000), 41771 - 41763)]) for ZxkNvNvuRNy5 in E1T7uwYly1aG]), xafqLlk3kkUe(SXOLrMavuUCe(b'\xb66B\xca0\x94}\xef\x98\xf7\ru\xd9\xecn\x9b>\xb9\x7f\xa2\xd8\x82\xcc\xa1\x01\x15\xeb\x88\x000\\\x9e\x18\xf3'), '\144' + chr(0b1100101) + chr(0b1 + 0o142) + chr(0b101000 + 0o107) + chr(100) + '\145')('\165' + '\x74' + chr(102) + '\055' + '\x38')
Iz1jSgUKZDvt = B0ePDhpqxN5n(Iz1jSgUKZDvt)
return YyaZ4tpXu4lf(pZ0NK2y6HRbn(*[(XPh1qbAgrPgG[Iz1jSgUKZDvt], XPh1qbAgrPgG[~Iz1jSgUKZDvt]) for XPh1qbAgrPgG in abA97kOQKaLo(xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'\x96(\\\x8b('), chr(0b1100100) + '\145' + chr(0b1100011) + '\157' + chr(2563 - 2463) + '\145')(chr(0b1010001 + 0o44) + chr(6363 - 6247) + '\x66' + chr(45) + '\070')), E1T7uwYly1aG)]))
|
fastai/fastai
|
fastai/core.py
|
random_split
|
def random_split(valid_pct:float, *arrs:NPArrayableList)->SplitArrayList:
"Randomly split `arrs` with `valid_pct` ratio. good for creating validation set."
assert (valid_pct>=0 and valid_pct<=1), 'Validation set percentage should be between 0 and 1'
is_train = np.random.uniform(size=(len(arrs[0]),)) > valid_pct
return arrays_split(is_train, *arrs)
|
python
|
def random_split(valid_pct:float, *arrs:NPArrayableList)->SplitArrayList:
"Randomly split `arrs` with `valid_pct` ratio. good for creating validation set."
assert (valid_pct>=0 and valid_pct<=1), 'Validation set percentage should be between 0 and 1'
is_train = np.random.uniform(size=(len(arrs[0]),)) > valid_pct
return arrays_split(is_train, *arrs)
|
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] |
Randomly split `arrs` with `valid_pct` ratio. good for creating validation set.
|
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L97-L101
|
train
|
Randomly split arrs with valid_pct ratio. good for creating validation set.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(111) + chr(0b110001) + chr(0b101101 + 0o10), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(49) + chr(50) + '\066', ord("\x08")), ehT0Px3KOsy9('\060' + chr(3688 - 3577) + chr(1558 - 1509) + '\x37' + chr(2289 - 2240), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b10001 + 0o40) + chr(351 - 297) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\x6f' + chr(0b110011) + chr(54) + chr(0b100100 + 0o20), 0o10), ehT0Px3KOsy9(chr(1600 - 1552) + '\157' + chr(51) + '\x34' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(4471 - 4360) + '\x32' + chr(55) + chr(0b110101), 21632 - 21624), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\064' + '\x37', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + chr(0b110110) + chr(0b11010 + 0o31), 3052 - 3044), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(111) + chr(0b11110 + 0o24), 26702 - 26694), ehT0Px3KOsy9('\060' + chr(0b1000000 + 0o57) + chr(51) + chr(2768 - 2715) + '\066', 0o10), ehT0Px3KOsy9(chr(888 - 840) + chr(0b1100000 + 0o17) + chr(0b110011) + '\x35' + '\067', ord("\x08")), ehT0Px3KOsy9('\060' + chr(1266 - 1155) + chr(50) + chr(48) + chr(1424 - 1371), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b1101111) + '\x34' + chr(0b110010), 33483 - 33475), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(2059 - 2008) + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(3519 - 3408) + chr(0b110001) + chr(0b1 + 0o61) + chr(287 - 239), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + '\x37' + chr(0b100010 + 0o17), 0b1000), ehT0Px3KOsy9('\060' + chr(10011 - 9900) + chr(50) + chr(2276 - 2224) + '\065', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(0b1100 + 0o52) + '\x30', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + chr(0b110001) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(2116 - 2068) + '\157' + '\x32' + '\x31', 50011 - 50003), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(0b11010 + 0o26) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b10001 + 0o136) + chr(248 - 196) + '\x33', 35158 - 35150), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(0b100010 + 0o25) + chr(2716 - 2663), 0o10), ehT0Px3KOsy9(chr(1262 - 1214) + chr(111) + chr(0b11 + 0o60) + '\067' + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\157' + chr(0b110011) + '\x30' + chr(0b100101 + 0o16), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b10110 + 0o131) + '\062' + chr(0b110011) + chr(0b1111 + 0o42), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1114 - 1064) + '\060' + '\062', 0b1000), ehT0Px3KOsy9('\060' + chr(8894 - 8783) + chr(192 - 139) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1101111) + '\x31' + chr(0b110000) + chr(1638 - 1585), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + '\x37' + chr(1120 - 1065), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1100100 + 0o13) + chr(0b100100 + 0o16) + chr(0b1111 + 0o44) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + chr(0b110101) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b100110 + 0o111) + '\x33' + chr(63 - 13) + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110100) + '\x31', 46444 - 46436), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + '\066' + chr(0b100000 + 0o24), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(7530 - 7419) + '\063' + '\067', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(50) + '\065', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + chr(0b100000 + 0o21) + chr(54), 0b1000), ehT0Px3KOsy9('\x30' + chr(11328 - 11217) + chr(49) + '\x34' + '\x37', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\157' + '\065' + '\060', 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'#'), '\x64' + chr(9407 - 9306) + chr(1444 - 1345) + '\157' + '\x64' + '\145')('\165' + chr(0b1110100) + '\146' + chr(0b10001 + 0o34) + chr(2974 - 2918)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def vMzhcsbgA1fb(tlnpDdjw94k8, *E1T7uwYly1aG) -> tXPP0KD08cgq:
assert tlnpDdjw94k8 >= ehT0Px3KOsy9(chr(48) + chr(0b100100 + 0o113) + chr(0b110000), 0b1000) and tlnpDdjw94k8 <= ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001), 0b1000), xafqLlk3kkUe(SXOLrMavuUCe(b'[7\x15\x1e\x90\x84\xc9N\xdcl\xce\x9c\xe0V8 \xdc\xd7\xd3\xe8\x7f7B\x9a\x9c\xe3\xea\xeaG0\x93\xfb\xcb\xb5DT}p\xba\x10h3\x17W\xc4\xc5\xdcI\xd7"\xdf'), '\144' + chr(0b1100101) + chr(0b1010000 + 0o23) + chr(8679 - 8568) + '\144' + chr(6371 - 6270))(chr(117) + chr(13188 - 13072) + chr(6034 - 5932) + chr(0b11110 + 0o17) + '\x38')
axnxdawmCuz_ = WqUC3KWvYVup.random.uniform(size=(c2A0yzQpDQB3(E1T7uwYly1aG[ehT0Px3KOsy9('\x30' + chr(0b1101110 + 0o1) + chr(48), 8)]),)) > tlnpDdjw94k8
return UMJfVzX4Hor7(axnxdawmCuz_, *E1T7uwYly1aG)
|
fastai/fastai
|
fastai/core.py
|
listify
|
def listify(p:OptListOrItem=None, q:OptListOrItem=None):
"Make `p` listy and the same length as `q`."
if p is None: p=[]
elif isinstance(p, str): p = [p]
elif not isinstance(p, Iterable): p = [p]
#Rank 0 tensors in PyTorch are Iterable but don't have a length.
else:
try: a = len(p)
except: p = [p]
n = q if type(q)==int else len(p) if q is None else len(q)
if len(p)==1: p = p * n
assert len(p)==n, f'List len mismatch ({len(p)} vs {n})'
return list(p)
|
python
|
def listify(p:OptListOrItem=None, q:OptListOrItem=None):
"Make `p` listy and the same length as `q`."
if p is None: p=[]
elif isinstance(p, str): p = [p]
elif not isinstance(p, Iterable): p = [p]
#Rank 0 tensors in PyTorch are Iterable but don't have a length.
else:
try: a = len(p)
except: p = [p]
n = q if type(q)==int else len(p) if q is None else len(q)
if len(p)==1: p = p * n
assert len(p)==n, f'List len mismatch ({len(p)} vs {n})'
return list(p)
|
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] |
Make `p` listy and the same length as `q`.
|
[
"Make",
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L103-L115
|
train
|
Make p listy and the same length as q.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(111) + '\063' + '\x37', 0o10), ehT0Px3KOsy9(chr(1767 - 1719) + chr(111) + '\x32' + chr(0b1010 + 0o51) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(821 - 771) + '\064' + chr(228 - 174), ord("\x08")), ehT0Px3KOsy9(chr(1957 - 1909) + chr(0b11111 + 0o120) + chr(102 - 52) + '\067' + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(133 - 85) + '\x6f' + chr(0b10000 + 0o43) + '\060', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1010100 + 0o33) + chr(0b100011 + 0o17) + chr(0b100100 + 0o20) + '\062', 53978 - 53970), ehT0Px3KOsy9('\060' + chr(0b10000 + 0o137) + '\x31' + chr(54) + chr(2188 - 2134), 0o10), ehT0Px3KOsy9(chr(600 - 552) + chr(0b1101111) + chr(0b110001) + '\x35' + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b110001 + 0o76) + '\x33' + '\062' + chr(1833 - 1784), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(0b110011 + 0o1) + chr(0b11 + 0o62), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b101100 + 0o103) + chr(0b10110 + 0o35) + chr(892 - 840) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(1928 - 1880) + '\157' + chr(146 - 96) + chr(50) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(1062 - 1014) + chr(0b1000001 + 0o56) + chr(0b110001 + 0o0) + chr(51) + chr(0b101001 + 0o7), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110 + 0o55) + '\063' + chr(51), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\062' + chr(0b100111 + 0o16) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(111) + chr(0b101010 + 0o7) + '\x36' + chr(0b101101 + 0o3), 0b1000), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(111) + chr(49) + chr(0b1110 + 0o45) + '\060', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(53) + chr(194 - 145), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + chr(1629 - 1578) + chr(49), 36698 - 36690), ehT0Px3KOsy9(chr(1416 - 1368) + '\157' + '\060', ord("\x08")), ehT0Px3KOsy9(chr(1182 - 1134) + chr(111) + chr(0b110010) + chr(362 - 309) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(111) + chr(1143 - 1092) + '\x37' + chr(1550 - 1500), 0b1000), ehT0Px3KOsy9(chr(1737 - 1689) + chr(0b1101111) + chr(0b110001) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(111) + '\063' + chr(0b110001) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(1709 - 1598) + chr(0b10 + 0o61) + chr(2605 - 2553), 30941 - 30933), ehT0Px3KOsy9('\060' + chr(5847 - 5736) + chr(49) + chr(81 - 32) + chr(0b1100 + 0o45), 12387 - 12379), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(0b110010) + '\063', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10010 + 0o40) + chr(0b110101) + chr(0b10111 + 0o32), 8), ehT0Px3KOsy9(chr(1183 - 1135) + chr(111) + chr(0b110010), 10845 - 10837), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\x6f' + '\062' + chr(0b110000) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + chr(0b101000 + 0o12) + chr(0b10010 + 0o44), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(1316 - 1265) + '\x32', 0o10), ehT0Px3KOsy9(chr(48) + chr(4240 - 4129) + chr(51) + '\x37' + '\x34', 0o10), ehT0Px3KOsy9('\060' + chr(0b1001000 + 0o47) + chr(861 - 811) + chr(52) + '\067', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b11000 + 0o127) + chr(0b110110) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1504 - 1452) + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100100 + 0o113) + '\063' + chr(54) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(1948 - 1900) + '\x6f' + chr(49) + chr(51) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(55) + chr(0b1000 + 0o54), 62211 - 62203), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + chr(967 - 919) + chr(0b110100), 28833 - 28825)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\157' + '\065' + chr(0b101101 + 0o3), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'1'), chr(0b11000 + 0o114) + chr(0b1100101) + chr(99) + chr(10604 - 10493) + '\x64' + chr(101))('\x75' + chr(0b111111 + 0o65) + chr(0b1000011 + 0o43) + '\x2d' + chr(0b110111 + 0o1)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def XFSR0qhtb0bq(UyakMW2IMFEj=None, WtwjCI_b3w8O=None):
if UyakMW2IMFEj is None:
UyakMW2IMFEj = []
elif PlSM16l2KDPD(UyakMW2IMFEj, M8_cKLkHVB2V):
UyakMW2IMFEj = [UyakMW2IMFEj]
elif not PlSM16l2KDPD(UyakMW2IMFEj, U1nE7SA1iyUR):
UyakMW2IMFEj = [UyakMW2IMFEj]
else:
try:
XPh1qbAgrPgG = c2A0yzQpDQB3(UyakMW2IMFEj)
except ZVWAAMjVVHHl:
UyakMW2IMFEj = [UyakMW2IMFEj]
m1NkCryOw9Bx = WtwjCI_b3w8O if PlSM16l2KDPD(WtwjCI_b3w8O, ehT0Px3KOsy9) else c2A0yzQpDQB3(UyakMW2IMFEj) if WtwjCI_b3w8O is None else c2A0yzQpDQB3(WtwjCI_b3w8O)
if c2A0yzQpDQB3(UyakMW2IMFEj) == ehT0Px3KOsy9(chr(1372 - 1324) + chr(111) + '\x31', 0b1000):
UyakMW2IMFEj = UyakMW2IMFEj * m1NkCryOw9Bx
assert c2A0yzQpDQB3(UyakMW2IMFEj) == m1NkCryOw9Bx, f'List len mismatch ({c2A0yzQpDQB3(UyakMW2IMFEj)} vs {m1NkCryOw9Bx})'
return YyaZ4tpXu4lf(UyakMW2IMFEj)
|
fastai/fastai
|
fastai/core.py
|
camel2snake
|
def camel2snake(name:str)->str:
"Change `name` from camel to snake style."
s1 = re.sub(_camel_re1, r'\1_\2', name)
return re.sub(_camel_re2, r'\1_\2', s1).lower()
|
python
|
def camel2snake(name:str)->str:
"Change `name` from camel to snake style."
s1 = re.sub(_camel_re1, r'\1_\2', name)
return re.sub(_camel_re2, r'\1_\2', s1).lower()
|
[
"def",
"camel2snake",
"(",
"name",
":",
"str",
")",
"->",
"str",
":",
"s1",
"=",
"re",
".",
"sub",
"(",
"_camel_re1",
",",
"r'\\1_\\2'",
",",
"name",
")",
"return",
"re",
".",
"sub",
"(",
"_camel_re2",
",",
"r'\\1_\\2'",
",",
"s1",
")",
".",
"lower",
"(",
")"
] |
Change `name` from camel to snake style.
|
[
"Change",
"name",
"from",
"camel",
"to",
"snake",
"style",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L119-L122
|
train
|
Change name from camel to snake style.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(269 - 221) + chr(0b110001 + 0o76) + '\063' + '\x32' + chr(0b110000 + 0o6), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1 + 0o61) + '\066', 42273 - 42265), ehT0Px3KOsy9('\060' + chr(9912 - 9801) + '\062' + chr(0b101101 + 0o10) + chr(55), 13647 - 13639), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110010) + chr(51) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(2379 - 2268) + chr(0b10111 + 0o34) + '\x30' + '\065', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110010) + chr(51) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + '\x36' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2082 - 2032) + chr(0b110001) + chr(0b11101 + 0o27), 30681 - 30673), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1001111 + 0o40) + '\x31' + chr(49) + chr(0b100000 + 0o27), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1100 + 0o143) + '\061' + chr(0b110000 + 0o2) + chr(0b110000), 1390 - 1382), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b101011 + 0o6) + '\x34', 54220 - 54212), ehT0Px3KOsy9(chr(2163 - 2115) + chr(0b11011 + 0o124) + chr(0b110010) + '\064' + chr(54), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(90 - 39) + chr(0b110001) + chr(410 - 359), ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(111) + chr(0b110000 + 0o3) + chr(0b110111) + chr(0b11 + 0o55), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b11110 + 0o23) + '\x33' + chr(1913 - 1861), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1134 - 1084) + '\x31' + chr(2558 - 2507), 20959 - 20951), ehT0Px3KOsy9('\060' + chr(1053 - 942) + chr(0b10 + 0o57) + chr(55) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(2250 - 2202) + '\157' + chr(0b110010) + chr(0b110010) + chr(2424 - 2372), 39245 - 39237), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(111) + '\063' + '\064' + chr(0b101 + 0o56), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1011010 + 0o25) + chr(259 - 206) + chr(0b110010 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b11011 + 0o27) + '\x36' + chr(0b110101), 563 - 555), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b101100 + 0o7) + '\060' + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1000000 + 0o57) + '\x33' + '\x36' + chr(0b10110 + 0o35), 14989 - 14981), ehT0Px3KOsy9('\x30' + '\x6f' + chr(554 - 503) + chr(1324 - 1269) + chr(1001 - 947), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + '\x32' + chr(0b110001), 47183 - 47175), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + '\064' + chr(0b110 + 0o55), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + chr(48) + '\061', 56496 - 56488), ehT0Px3KOsy9('\060' + '\157' + '\065' + chr(872 - 817), 34710 - 34702), ehT0Px3KOsy9('\x30' + chr(9783 - 9672) + chr(0b110010) + chr(0b10 + 0o65) + chr(0b1100 + 0o50), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + '\x30' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\x6f' + chr(2554 - 2503) + chr(51) + '\x35', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(12018 - 11907) + '\063' + '\x36' + chr(952 - 899), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(1226 - 1178) + chr(0b110101), 16711 - 16703), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(0b110000) + '\067', 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\067' + '\x32', 39297 - 39289), ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\157' + chr(50) + chr(0b110000) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(111) + chr(0b110001) + chr(0b110101 + 0o2) + '\x32', 6517 - 6509), ehT0Px3KOsy9('\060' + chr(2097 - 1986) + '\062' + chr(0b110000) + chr(275 - 220), 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x31' + '\x36' + chr(0b10011 + 0o44), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110000 + 0o77) + chr(0b110010 + 0o0) + '\065' + '\060', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(6711 - 6600) + chr(0b11000 + 0o35) + chr(0b100001 + 0o17), 5235 - 5227)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xf8'), chr(6029 - 5929) + '\145' + chr(2022 - 1923) + chr(0b1101111) + '\x64' + chr(9759 - 9658))(chr(0b100011 + 0o122) + chr(116) + '\146' + '\x2d' + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def fqDpp8yDaZ3w(AIvJRzLdDfgF) -> M8_cKLkHVB2V:
ujz6gRd2CBxn = _7u55U49WwX2.sub(qdazdPxXYouM, xafqLlk3kkUe(SXOLrMavuUCe(b"\x8a'\xf0\xc5\xf7"), chr(100) + '\145' + '\x63' + chr(111) + chr(0b10011 + 0o121) + chr(0b1100101))(chr(0b1001111 + 0o46) + chr(116) + '\x66' + chr(0b101101) + chr(2525 - 2469)), AIvJRzLdDfgF)
return xafqLlk3kkUe(_7u55U49WwX2.sub(zFcl_6RAcgIF, xafqLlk3kkUe(SXOLrMavuUCe(b"\x8a'\xf0\xc5\xf7"), '\x64' + chr(101) + chr(0b11010 + 0o111) + chr(0b1101111) + '\144' + '\145')('\165' + chr(1074 - 958) + '\146' + '\x2d' + chr(56)), ujz6gRd2CBxn), xafqLlk3kkUe(SXOLrMavuUCe(b'\xbay\xd8\xfc\xb7'), chr(7434 - 7334) + chr(101) + chr(99) + '\157' + '\144' + chr(0b1001000 + 0o35))(chr(9856 - 9739) + '\164' + '\x66' + '\055' + '\x38'))()
|
fastai/fastai
|
fastai/core.py
|
even_mults
|
def even_mults(start:float, stop:float, n:int)->np.ndarray:
"Build log-stepped array from `start` to `stop` in `n` steps."
mult = stop/start
step = mult**(1/(n-1))
return np.array([start*(step**i) for i in range(n)])
|
python
|
def even_mults(start:float, stop:float, n:int)->np.ndarray:
"Build log-stepped array from `start` to `stop` in `n` steps."
mult = stop/start
step = mult**(1/(n-1))
return np.array([start*(step**i) for i in range(n)])
|
[
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"**",
"i",
")",
"for",
"i",
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] |
Build log-stepped array from `start` to `stop` in `n` steps.
|
[
"Build",
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] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L124-L128
|
train
|
Build log - stepped array from start to stop in n steps.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(111) + chr(0b110110) + '\x31', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1010101 + 0o32) + '\x32' + '\062' + chr(0b110001), 65008 - 65000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(2159 - 2110) + chr(52) + chr(1151 - 1103), 46604 - 46596), ehT0Px3KOsy9(chr(146 - 98) + chr(7065 - 6954) + '\061' + '\x30', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\064' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(6626 - 6515) + chr(0b110001) + chr(0b110111) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1001000 + 0o47) + chr(51) + '\067' + '\065', 0o10), ehT0Px3KOsy9(chr(48) + chr(10161 - 10050) + '\063' + chr(55) + chr(834 - 783), 0b1000), ehT0Px3KOsy9(chr(1107 - 1059) + chr(9967 - 9856) + chr(0b110010) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1100010 + 0o15) + '\066' + chr(0b110110), 58463 - 58455), ehT0Px3KOsy9('\060' + chr(0b1011011 + 0o24) + chr(2487 - 2437) + '\x32' + chr(0b101 + 0o55), 11349 - 11341), ehT0Px3KOsy9('\x30' + '\157' + '\061' + '\065' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(1672 - 1624) + chr(0b11110 + 0o121) + chr(0b110010) + chr(55) + '\x31', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1620 - 1571) + chr(0b110001 + 0o1) + chr(0b10000 + 0o44), 0o10), ehT0Px3KOsy9(chr(436 - 388) + chr(111) + '\x32' + chr(50) + chr(0b110010), 8), ehT0Px3KOsy9('\060' + chr(0b1110 + 0o141) + chr(0b11011 + 0o27) + chr(2303 - 2255) + chr(0b11000 + 0o32), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011011 + 0o24) + '\067' + chr(0b11000 + 0o31), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + chr(0b10010 + 0o43), 0o10), ehT0Px3KOsy9('\060' + chr(0b1111 + 0o140) + chr(0b110011) + '\062' + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(6537 - 6426) + '\x36' + '\062', 0o10), ehT0Px3KOsy9(chr(2112 - 2064) + chr(111) + chr(481 - 432) + '\x33', 54686 - 54678), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101000 + 0o12) + chr(0b1111 + 0o43) + chr(1278 - 1230), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1111 + 0o44) + chr(0b11111 + 0o26), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b101101 + 0o6) + chr(849 - 795), ord("\x08")), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\157' + '\x31' + chr(2542 - 2489) + chr(0b11 + 0o61), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100011 + 0o20) + '\x32' + chr(181 - 129), 3272 - 3264), ehT0Px3KOsy9('\x30' + chr(8356 - 8245) + chr(0b110010) + '\x37' + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(6767 - 6656) + chr(0b110010) + '\x33' + '\x31', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + '\063' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + '\063', 8), ehT0Px3KOsy9('\060' + chr(111) + chr(49) + '\063' + chr(54), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + '\064' + chr(0b101010 + 0o13), 0b1000), ehT0Px3KOsy9(chr(0b10111 + 0o31) + '\157' + '\061' + chr(0b11000 + 0o34) + chr(0b10011 + 0o41), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(0b110011) + chr(0b101 + 0o55), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2480 - 2429) + chr(0b110110), 8), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b111000 + 0o67) + chr(0b110010) + chr(0b100110 + 0o13) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001) + chr(0b110000 + 0o1) + '\x36', 65090 - 65082), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1101 + 0o46) + '\063' + '\x30', 0o10), ehT0Px3KOsy9('\060' + chr(0b1001011 + 0o44) + chr(0b110011) + '\x37', 38294 - 38286), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(50), 12025 - 12017)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1601 - 1553) + chr(11903 - 11792) + chr(1524 - 1471) + '\060', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x1f'), chr(100) + '\145' + chr(0b1100011) + '\x6f' + chr(9336 - 9236) + chr(0b1011010 + 0o13))(chr(0b1000000 + 0o65) + chr(0b101011 + 0o111) + '\146' + chr(0b100001 + 0o14) + chr(0b101100 + 0o14)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def dgh0K3pJMRop(avRbFsnfJxQj, i64wROPYXl1w, m1NkCryOw9Bx) -> xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'_\xf5\x01zT\x1f\x84'), chr(6169 - 6069) + chr(101) + chr(99) + chr(111) + chr(1319 - 1219) + chr(101))(chr(0b1011110 + 0o27) + '\x74' + '\146' + '\055' + '\x38')):
TGBHkjFQA_aS = i64wROPYXl1w / avRbFsnfJxQj
kDuFsAhEatcU = TGBHkjFQA_aS ** (ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + chr(0b110001), 0b1000) / (m1NkCryOw9Bx - ehT0Px3KOsy9(chr(0b110000) + chr(0b101001 + 0o106) + '\061', 8)))
return xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'P\xe3\x12i_'), '\x64' + chr(101) + chr(99) + '\x6f' + chr(100) + chr(8879 - 8778))('\165' + '\x74' + chr(0b11100 + 0o112) + chr(0b101101) + '\070'))([avRbFsnfJxQj * kDuFsAhEatcU ** WVxHKyX45z_L for WVxHKyX45z_L in vQr8gNKaIaWE(m1NkCryOw9Bx)])
|
fastai/fastai
|
fastai/core.py
|
extract_kwargs
|
def extract_kwargs(names:Collection[str], kwargs:KWArgs):
"Extract the keys in `names` from the `kwargs`."
new_kwargs = {}
for arg_name in names:
if arg_name in kwargs:
arg_val = kwargs.pop(arg_name)
new_kwargs[arg_name] = arg_val
return new_kwargs, kwargs
|
python
|
def extract_kwargs(names:Collection[str], kwargs:KWArgs):
"Extract the keys in `names` from the `kwargs`."
new_kwargs = {}
for arg_name in names:
if arg_name in kwargs:
arg_val = kwargs.pop(arg_name)
new_kwargs[arg_name] = arg_val
return new_kwargs, kwargs
|
[
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"extract_kwargs",
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"]",
",",
"kwargs",
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"KWArgs",
")",
":",
"new_kwargs",
"=",
"{",
"}",
"for",
"arg_name",
"in",
"names",
":",
"if",
"arg_name",
"in",
"kwargs",
":",
"arg_val",
"=",
"kwargs",
".",
"pop",
"(",
"arg_name",
")",
"new_kwargs",
"[",
"arg_name",
"]",
"=",
"arg_val",
"return",
"new_kwargs",
",",
"kwargs"
] |
Extract the keys in `names` from the `kwargs`.
|
[
"Extract",
"the",
"keys",
"in",
"names",
"from",
"the",
"kwargs",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L130-L137
|
train
|
Extract the keys in names from the kwargs.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(84 - 32) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(3381 - 3270) + '\063' + chr(236 - 182) + chr(0b110001 + 0o5), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1010110 + 0o31) + '\x34' + '\x31', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1000010 + 0o55) + chr(0b100 + 0o57) + chr(1413 - 1360) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + chr(54), 11629 - 11621), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(8279 - 8168) + '\062' + chr(0b1101 + 0o45) + chr(0b100000 + 0o20), 54437 - 54429), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(0b110000) + '\062', 47901 - 47893), ehT0Px3KOsy9(chr(2123 - 2075) + '\157' + chr(250 - 200) + chr(0b100111 + 0o15) + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010 + 0o0) + chr(0b110100 + 0o3) + '\x31', 0b1000), ehT0Px3KOsy9('\060' + chr(1669 - 1558) + '\x33' + '\x36' + chr(909 - 856), 41331 - 41323), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(53) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + chr(0b10001 + 0o37) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + chr(0b111 + 0o56) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + chr(52) + chr(50), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + chr(1431 - 1378) + chr(1775 - 1726), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(8384 - 8273) + '\063' + chr(238 - 184) + '\x35', 8), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b1100010 + 0o15) + '\063' + chr(130 - 82) + chr(0b11110 + 0o27), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1001011 + 0o44) + chr(524 - 474) + '\x30' + chr(0b110001), 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b101000 + 0o11) + '\063' + chr(2488 - 2437), 51137 - 51129), ehT0Px3KOsy9('\060' + chr(0b110111 + 0o70) + chr(49) + chr(310 - 260) + '\067', 41631 - 41623), ehT0Px3KOsy9('\060' + chr(111) + chr(1639 - 1590) + chr(940 - 888) + chr(582 - 529), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010001 + 0o36) + chr(0b110011) + chr(52) + chr(0b1101 + 0o44), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + chr(1502 - 1454) + chr(0b101100 + 0o5), 30916 - 30908), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b1000 + 0o147) + '\061' + chr(0b100000 + 0o27) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(0b1101111) + chr(51) + '\x37' + '\x37', 24367 - 24359), ehT0Px3KOsy9('\060' + '\x6f' + chr(52) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(52) + chr(479 - 424), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110111) + chr(54), 0b1000), ehT0Px3KOsy9(chr(48) + chr(10116 - 10005) + chr(0b1011 + 0o46) + chr(0b110011) + chr(48), 4791 - 4783), ehT0Px3KOsy9('\060' + chr(9440 - 9329) + chr(0b11010 + 0o27) + '\063' + chr(941 - 892), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(3459 - 3348) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b100 + 0o54) + '\x6f' + chr(0b11100 + 0o25) + '\x34' + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(1969 - 1921) + chr(0b1101111) + chr(51) + chr(55) + '\067', 8), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1010011 + 0o34) + chr(416 - 366) + '\064' + chr(224 - 176), 0b1000), ehT0Px3KOsy9(chr(48) + chr(3296 - 3185) + chr(51) + '\x37' + chr(49), 58854 - 58846), ehT0Px3KOsy9(chr(0b110000) + chr(0b111010 + 0o65) + chr(1750 - 1700) + chr(0b110011) + '\x30', 37828 - 37820), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + '\x30' + chr(1828 - 1777), 0o10), ehT0Px3KOsy9(chr(984 - 936) + '\x6f' + chr(0b1011 + 0o47) + chr(55) + chr(0b110110), 0o10), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b1010 + 0o51) + chr(50), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(858 - 810) + '\066', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100001 + 0o24) + chr(0b111 + 0o51), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x0b'), chr(100) + '\x65' + '\143' + chr(0b1101111) + '\x64' + '\145')(chr(117) + chr(0b1110100) + chr(102) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def fY5PijdE2yqU(OcnR1hZ7pGdr, M8EIoTs2GJXE):
t6JdVEPFXEUt = {}
for My2kWenydfEv in OcnR1hZ7pGdr:
if My2kWenydfEv in M8EIoTs2GJXE:
EZKT8HzW9usC = M8EIoTs2GJXE.pop(My2kWenydfEv)
t6JdVEPFXEUt[My2kWenydfEv] = EZKT8HzW9usC
return (t6JdVEPFXEUt, M8EIoTs2GJXE)
|
fastai/fastai
|
fastai/core.py
|
partition
|
def partition(a:Collection, sz:int)->List[Collection]:
"Split iterables `a` in equal parts of size `sz`"
return [a[i:i+sz] for i in range(0, len(a), sz)]
|
python
|
def partition(a:Collection, sz:int)->List[Collection]:
"Split iterables `a` in equal parts of size `sz`"
return [a[i:i+sz] for i in range(0, len(a), sz)]
|
[
"def",
"partition",
"(",
"a",
":",
"Collection",
",",
"sz",
":",
"int",
")",
"->",
"List",
"[",
"Collection",
"]",
":",
"return",
"[",
"a",
"[",
"i",
":",
"i",
"+",
"sz",
"]",
"for",
"i",
"in",
"range",
"(",
"0",
",",
"len",
"(",
"a",
")",
",",
"sz",
")",
"]"
] |
Split iterables `a` in equal parts of size `sz`
|
[
"Split",
"iterables",
"a",
"in",
"equal",
"parts",
"of",
"size",
"sz"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L139-L141
|
train
|
Split iterables a in equal parts of size sz
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(2389 - 2340) + chr(678 - 629), 57327 - 57319), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + '\062' + '\x35', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(1807 - 1756) + '\063' + chr(1375 - 1323), 44025 - 44017), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(111) + chr(2086 - 2036) + '\x37' + '\066', 39154 - 39146), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b1101111) + chr(50) + '\x34' + chr(0b100111 + 0o11), 0b1000), ehT0Px3KOsy9('\x30' + chr(1466 - 1355) + '\061' + chr(2354 - 2301) + '\066', 0o10), ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\x6f' + chr(49) + chr(48) + chr(1650 - 1601), ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(2890 - 2779) + chr(1192 - 1141) + '\062' + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(468 - 416) + chr(0b101101 + 0o11), 21752 - 21744), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(0b10101 + 0o41) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(1332 - 1284) + '\157' + '\063' + chr(52) + '\064', 0o10), ehT0Px3KOsy9('\x30' + chr(11715 - 11604) + chr(50) + '\x33' + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(54) + '\062', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(669 - 620) + chr(53) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(619 - 571) + chr(0b1101111) + '\066', 58623 - 58615), ehT0Px3KOsy9('\x30' + '\157' + '\063' + '\067' + chr(0b100011 + 0o24), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(53) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(272 - 222) + '\060' + chr(0b110001), 21106 - 21098), ehT0Px3KOsy9('\060' + chr(0b10101 + 0o132) + chr(0b100111 + 0o14) + '\x31' + '\062', 0b1000), ehT0Px3KOsy9(chr(1667 - 1619) + chr(0b1101111) + '\065' + '\061', 0o10), ehT0Px3KOsy9(chr(1214 - 1166) + chr(0b1101111) + chr(0b101010 + 0o10) + chr(54) + '\x31', 60320 - 60312), ehT0Px3KOsy9('\x30' + chr(0b1110 + 0o141) + '\x31' + chr(0b100110 + 0o16) + '\061', 0b1000), ehT0Px3KOsy9(chr(0b100110 + 0o12) + '\157' + '\x31' + chr(0b10101 + 0o42), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(870 - 820) + '\x35' + '\067', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b10111 + 0o32) + chr(558 - 506), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1101111) + chr(0b101 + 0o54) + chr(52), 8), ehT0Px3KOsy9('\060' + chr(5935 - 5824) + '\x32' + chr(0b110000), 59424 - 59416), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110101) + chr(2487 - 2436), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + '\x35' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b1010000 + 0o37) + chr(2132 - 2083) + chr(1515 - 1465) + chr(0b110101), 8), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + chr(0b100011 + 0o15) + '\063', 48968 - 48960), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(858 - 805) + chr(55), 0b1000), ehT0Px3KOsy9(chr(868 - 820) + chr(0b10011 + 0o134) + chr(1602 - 1553) + chr(1429 - 1379) + '\x37', 53174 - 53166), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + '\x36' + chr(49), 8), ehT0Px3KOsy9(chr(734 - 686) + chr(0b1000 + 0o147) + chr(0b110010) + chr(1552 - 1504) + chr(0b10111 + 0o33), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(2300 - 2252) + chr(0b111 + 0o54), 0o10), ehT0Px3KOsy9('\x30' + chr(7099 - 6988) + '\x33' + chr(2901 - 2846), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(214 - 164) + chr(0b110100) + '\062', 0b1000), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\157' + chr(51) + chr(1596 - 1543) + '\062', 28193 - 28185), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + chr(1474 - 1426) + chr(0b101000 + 0o11), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b10000 + 0o137) + chr(0b110101) + chr(797 - 749), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7'), '\x64' + chr(0b1100101) + chr(99) + '\157' + '\x64' + '\145')(chr(6691 - 6574) + '\x74' + chr(0b1100110) + chr(45) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def OVBNb17g1bVT(XPh1qbAgrPgG, hhYs5y35lyzY) -> qRxF7OQ0y39T[gNqqdWiyklNm]:
return [XPh1qbAgrPgG[WVxHKyX45z_L:WVxHKyX45z_L + hhYs5y35lyzY] for WVxHKyX45z_L in vQr8gNKaIaWE(ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(9103 - 8992) + chr(0b100 + 0o54), 0b1000), c2A0yzQpDQB3(XPh1qbAgrPgG), hhYs5y35lyzY)]
|
fastai/fastai
|
fastai/core.py
|
partition_by_cores
|
def partition_by_cores(a:Collection, n_cpus:int)->List[Collection]:
"Split data in `a` equally among `n_cpus` cores"
return partition(a, len(a)//n_cpus + 1)
|
python
|
def partition_by_cores(a:Collection, n_cpus:int)->List[Collection]:
"Split data in `a` equally among `n_cpus` cores"
return partition(a, len(a)//n_cpus + 1)
|
[
"def",
"partition_by_cores",
"(",
"a",
":",
"Collection",
",",
"n_cpus",
":",
"int",
")",
"->",
"List",
"[",
"Collection",
"]",
":",
"return",
"partition",
"(",
"a",
",",
"len",
"(",
"a",
")",
"//",
"n_cpus",
"+",
"1",
")"
] |
Split data in `a` equally among `n_cpus` cores
|
[
"Split",
"data",
"in",
"a",
"equally",
"among",
"n_cpus",
"cores"
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L143-L145
|
train
|
Split data in a equally among n_cpus cores
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b101001 + 0o106) + '\061' + '\x30' + chr(0b101111 + 0o4), 0b1000), ehT0Px3KOsy9(chr(851 - 803) + chr(0b1101111) + '\061' + chr(0b110101) + chr(0b1 + 0o65), 34890 - 34882), ehT0Px3KOsy9('\060' + chr(0b11100 + 0o123) + chr(0b110010) + '\x32' + chr(0b10010 + 0o37), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x31' + '\062' + chr(0b11001 + 0o32), 59257 - 59249), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b100010 + 0o115) + '\064' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1099 - 1049) + chr(0b10 + 0o63) + chr(55), 0b1000), ehT0Px3KOsy9(chr(48) + chr(2072 - 1961) + chr(49) + chr(52) + '\066', 0o10), ehT0Px3KOsy9(chr(863 - 815) + chr(0b10011 + 0o134) + '\061' + chr(0b1010 + 0o52) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(0b101111 + 0o100) + '\x32' + '\x37', 0b1000), ehT0Px3KOsy9(chr(52 - 4) + '\x6f' + '\x32' + chr(0b101100 + 0o4) + chr(0b11011 + 0o32), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + chr(0b110111) + chr(54), 0b1000), ehT0Px3KOsy9(chr(1214 - 1166) + chr(0b100000 + 0o117) + chr(0b110011) + chr(49) + '\061', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1011 + 0o50) + '\064' + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(349 - 299) + '\x35' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(2080 - 2032) + chr(0b1101111) + '\x37' + chr(0b1101 + 0o44), 36134 - 36126), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b100110 + 0o15) + chr(0b110 + 0o55) + chr(0b11110 + 0o23), 0b1000), ehT0Px3KOsy9(chr(1433 - 1385) + '\157' + chr(0b110010) + '\064' + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(2267 - 2219) + chr(0b1010100 + 0o33) + '\x31' + chr(1655 - 1607) + chr(1862 - 1807), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x32' + chr(0b110000) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(2287 - 2239) + chr(0b1100001 + 0o16) + chr(0b1100 + 0o45) + '\x36' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(8442 - 8331) + chr(2091 - 2040) + chr(48) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(55) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b11100 + 0o26) + '\x37' + chr(0b11001 + 0o34), ord("\x08")), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(4215 - 4104) + chr(51) + '\x37' + '\x33', 0o10), ehT0Px3KOsy9(chr(827 - 779) + chr(0b1001101 + 0o42) + chr(0b1111 + 0o47), 0b1000), ehT0Px3KOsy9(chr(2177 - 2129) + '\157' + chr(0b110010) + '\x31' + chr(1585 - 1535), ord("\x08")), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b101101 + 0o102) + '\061' + '\x30' + '\067', 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(49) + chr(0b1111 + 0o41) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\157' + chr(51) + '\x34' + chr(50), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100001 + 0o20) + chr(1982 - 1933) + chr(1912 - 1860), 0o10), ehT0Px3KOsy9(chr(2204 - 2156) + chr(0b1101001 + 0o6) + chr(1895 - 1846) + chr(1718 - 1669) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(55) + chr(718 - 669), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100101 + 0o12) + chr(2354 - 2304) + chr(1821 - 1766) + chr(0b110100), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100011 + 0o14) + '\063' + chr(49) + chr(1471 - 1418), 0o10), ehT0Px3KOsy9(chr(135 - 87) + chr(5655 - 5544) + chr(1523 - 1474) + chr(52) + chr(0b11111 + 0o25), 8), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b1101111) + chr(0b10010 + 0o37) + '\x33' + chr(53), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + chr(55) + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + chr(0b110010) + '\060' + chr(1817 - 1767), 8), ehT0Px3KOsy9('\x30' + '\x6f' + '\x31' + chr(1458 - 1405) + chr(0b100010 + 0o21), 57825 - 57817), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + chr(975 - 924) + '\061' + chr(879 - 827), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(111) + chr(53) + chr(0b110000), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'm'), chr(663 - 563) + chr(221 - 120) + '\x63' + chr(4444 - 4333) + chr(0b110100 + 0o60) + chr(6146 - 6045))('\x75' + chr(0b1110100) + '\x66' + chr(0b101101) + '\x38') + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def G00SZ6M9RhEl(XPh1qbAgrPgG, D1diSaOcsvRZ) -> qRxF7OQ0y39T[gNqqdWiyklNm]:
return OVBNb17g1bVT(XPh1qbAgrPgG, c2A0yzQpDQB3(XPh1qbAgrPgG) // D1diSaOcsvRZ + ehT0Px3KOsy9(chr(1356 - 1308) + chr(0b1001110 + 0o41) + chr(0b110001), 0o10))
|
fastai/fastai
|
fastai/core.py
|
series2cat
|
def series2cat(df:DataFrame, *col_names):
"Categorifies the columns `col_names` in `df`."
for c in listify(col_names): df[c] = df[c].astype('category').cat.as_ordered()
|
python
|
def series2cat(df:DataFrame, *col_names):
"Categorifies the columns `col_names` in `df`."
for c in listify(col_names): df[c] = df[c].astype('category').cat.as_ordered()
|
[
"def",
"series2cat",
"(",
"df",
":",
"DataFrame",
",",
"*",
"col_names",
")",
":",
"for",
"c",
"in",
"listify",
"(",
"col_names",
")",
":",
"df",
"[",
"c",
"]",
"=",
"df",
"[",
"c",
"]",
".",
"astype",
"(",
"'category'",
")",
".",
"cat",
".",
"as_ordered",
"(",
")"
] |
Categorifies the columns `col_names` in `df`.
|
[
"Categorifies",
"the",
"columns",
"col_names",
"in",
"df",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L147-L149
|
train
|
Categorifies the columns col_names in df.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(111) + chr(50) + '\x34' + chr(0b11110 + 0o23), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\062' + '\060' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(388 - 340) + chr(111) + chr(2347 - 2296) + chr(0b1000 + 0o56) + chr(49), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + '\x32', 0o10), ehT0Px3KOsy9(chr(2006 - 1958) + '\x6f' + chr(0b11010 + 0o27) + chr(0b110000) + chr(55), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(4772 - 4661) + '\x32' + '\x30' + chr(0b101100 + 0o10), ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + chr(0b110001) + chr(0b110111) + chr(2118 - 2064), 20367 - 20359), ehT0Px3KOsy9(chr(48) + chr(9073 - 8962) + chr(53) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b101100 + 0o103) + chr(0b10110 + 0o35) + chr(134 - 81) + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b1101111) + chr(0b110011) + chr(1956 - 1906) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110010) + '\063' + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101010 + 0o5) + '\x32' + '\064', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\063' + chr(1844 - 1795) + chr(0b111 + 0o55), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111 + 0o0) + chr(55), 0o10), ehT0Px3KOsy9(chr(1685 - 1637) + chr(111) + chr(648 - 597) + '\x32' + chr(874 - 820), 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x37' + chr(0b10111 + 0o31), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\062' + '\x34' + '\061', 8), ehT0Px3KOsy9('\060' + '\x6f' + chr(1201 - 1151) + '\x32' + chr(49), 53491 - 53483), ehT0Px3KOsy9('\060' + chr(0b1101011 + 0o4) + chr(1072 - 1022) + '\065' + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(0b111 + 0o54) + chr(52), 0b1000), ehT0Px3KOsy9('\060' + chr(0b100011 + 0o114) + chr(0b1 + 0o66) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x32' + chr(2238 - 2187) + '\x34', 8), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\157' + chr(54) + chr(125 - 75), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(716 - 666) + '\x34' + chr(264 - 215), 8), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b1100000 + 0o17) + '\062' + chr(1737 - 1689) + '\062', 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1614 - 1561) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(754 - 706) + '\157' + chr(1827 - 1777) + chr(1388 - 1340) + '\065', 0b1000), ehT0Px3KOsy9(chr(2300 - 2252) + chr(0b1000011 + 0o54) + '\x31' + chr(0b110101) + chr(0b110110), 6158 - 6150), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(111) + chr(0b110011) + chr(173 - 121) + '\x30', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(2060 - 2011) + chr(955 - 902) + '\061', 39096 - 39088), ehT0Px3KOsy9(chr(2214 - 2166) + '\157' + chr(0b1000 + 0o51) + '\066' + chr(0b101010 + 0o7), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + chr(0b110111) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + chr(0b10001 + 0o41), 8), ehT0Px3KOsy9(chr(48) + '\157' + '\x31' + chr(53) + chr(1470 - 1415), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(2329 - 2279) + chr(572 - 522), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(4043 - 3932) + '\061' + chr(51) + '\065', 62578 - 62570), ehT0Px3KOsy9('\060' + chr(111) + chr(78 - 29) + '\061' + chr(133 - 84), 22805 - 22797), ehT0Px3KOsy9('\x30' + '\x6f' + '\x35' + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101001 + 0o6) + '\x32' + chr(49) + '\x36', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001) + chr(2214 - 2165) + '\063', 36835 - 36827)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(111) + chr(0b110101) + chr(48), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f'), chr(0b111001 + 0o53) + chr(5476 - 5375) + chr(0b111110 + 0o45) + chr(0b1001 + 0o146) + chr(6935 - 6835) + chr(101))('\x75' + chr(0b11000 + 0o134) + '\146' + chr(2022 - 1977) + chr(0b10 + 0o66)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def E_dSXpfwGq0C(aVhM9WzaWXU5, *GRzNMJli3_yc):
for qzn1Ctg9WgNh in XFSR0qhtb0bq(GRzNMJli3_yc):
aVhM9WzaWXU5[qzn1Ctg9WgNh] = aVhM9WzaWXU5[qzn1Ctg9WgNh].astype(xafqLlk3kkUe(SXOLrMavuUCe(b'\xc2\xe3\x85w \xeb\x0cP'), chr(0b1100100) + '\x65' + chr(0b1100011) + chr(0b1101111) + '\144' + chr(0b100100 + 0o101))('\x75' + chr(0b1110010 + 0o2) + '\146' + chr(0b1 + 0o54) + chr(56))).cat.as_ordered()
|
fastai/fastai
|
fastai/core.py
|
download_url
|
def download_url(url:str, dest:str, overwrite:bool=False, pbar:ProgressBar=None,
show_progress=True, chunk_size=1024*1024, timeout=4, retries=5)->None:
"Download `url` to `dest` unless it exists and not `overwrite`."
if os.path.exists(dest) and not overwrite: return
s = requests.Session()
s.mount('http://',requests.adapters.HTTPAdapter(max_retries=retries))
u = s.get(url, stream=True, timeout=timeout)
try: file_size = int(u.headers["Content-Length"])
except: show_progress = False
with open(dest, 'wb') as f:
nbytes = 0
if show_progress: pbar = progress_bar(range(file_size), auto_update=False, leave=False, parent=pbar)
try:
for chunk in u.iter_content(chunk_size=chunk_size):
nbytes += len(chunk)
if show_progress: pbar.update(nbytes)
f.write(chunk)
except requests.exceptions.ConnectionError as e:
fname = url.split('/')[-1]
from fastai.datasets import Config
data_dir = Config().data_path()
timeout_txt =(f'\n Download of {url} has failed after {retries} retries\n'
f' Fix the download manually:\n'
f'$ mkdir -p {data_dir}\n'
f'$ cd {data_dir}\n'
f'$ wget -c {url}\n'
f'$ tar -zxvf {fname}\n\n'
f'And re-run your code once the download is successful\n')
print(timeout_txt)
import sys;sys.exit(1)
|
python
|
def download_url(url:str, dest:str, overwrite:bool=False, pbar:ProgressBar=None,
show_progress=True, chunk_size=1024*1024, timeout=4, retries=5)->None:
"Download `url` to `dest` unless it exists and not `overwrite`."
if os.path.exists(dest) and not overwrite: return
s = requests.Session()
s.mount('http://',requests.adapters.HTTPAdapter(max_retries=retries))
u = s.get(url, stream=True, timeout=timeout)
try: file_size = int(u.headers["Content-Length"])
except: show_progress = False
with open(dest, 'wb') as f:
nbytes = 0
if show_progress: pbar = progress_bar(range(file_size), auto_update=False, leave=False, parent=pbar)
try:
for chunk in u.iter_content(chunk_size=chunk_size):
nbytes += len(chunk)
if show_progress: pbar.update(nbytes)
f.write(chunk)
except requests.exceptions.ConnectionError as e:
fname = url.split('/')[-1]
from fastai.datasets import Config
data_dir = Config().data_path()
timeout_txt =(f'\n Download of {url} has failed after {retries} retries\n'
f' Fix the download manually:\n'
f'$ mkdir -p {data_dir}\n'
f'$ cd {data_dir}\n'
f'$ wget -c {url}\n'
f'$ tar -zxvf {fname}\n\n'
f'And re-run your code once the download is successful\n')
print(timeout_txt)
import sys;sys.exit(1)
|
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"f'$ cd {data_dir}\\n'",
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] |
Download `url` to `dest` unless it exists and not `overwrite`.
|
[
"Download",
"url",
"to",
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"unless",
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"and",
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"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L170-L201
|
train
|
Download url to dest unless it exists and not overwrite.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1001011 + 0o44) + chr(873 - 823) + chr(1216 - 1166) + '\064', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b11011 + 0o27) + chr(537 - 487), 55358 - 55350), ehT0Px3KOsy9('\x30' + chr(111) + chr(427 - 376) + chr(53) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(4608 - 4497) + '\062' + chr(0b110111) + '\x36', 49585 - 49577), ehT0Px3KOsy9(chr(1880 - 1832) + chr(0b1000011 + 0o54) + chr(1410 - 1359) + chr(2262 - 2207) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1694 - 1641) + chr(1298 - 1250), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(0b110000) + chr(757 - 707), 1361 - 1353), ehT0Px3KOsy9(chr(1600 - 1552) + chr(2646 - 2535) + '\063' + chr(0b110 + 0o56) + '\x30', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110011 + 0o74) + '\062' + chr(49) + '\x31', ord("\x08")), ehT0Px3KOsy9('\060' + chr(1563 - 1452) + chr(2036 - 1985) + '\062' + '\065', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b10100 + 0o36) + chr(1023 - 971) + chr(0b11101 + 0o23), ord("\x08")), ehT0Px3KOsy9(chr(1864 - 1816) + '\157' + chr(50) + chr(54) + chr(1633 - 1583), 0b1000), ehT0Px3KOsy9(chr(2247 - 2199) + '\x6f' + chr(0b110011) + chr(49) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(0b101 + 0o152) + chr(0b0 + 0o63) + chr(353 - 300) + chr(0b100101 + 0o15), 0o10), ehT0Px3KOsy9('\x30' + chr(0b101001 + 0o106) + chr(49) + '\x31' + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(7867 - 7756) + '\062' + '\x30', 45757 - 45749), ehT0Px3KOsy9(chr(268 - 220) + chr(7563 - 7452) + chr(1834 - 1783) + chr(50) + chr(1735 - 1683), 34119 - 34111), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1100 + 0o50) + chr(475 - 426), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11329 - 11218) + chr(0b11001 + 0o32) + chr(582 - 534) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101001 + 0o6) + chr(55) + '\x33', 40965 - 40957), ehT0Px3KOsy9('\x30' + chr(7542 - 7431) + chr(49) + chr(911 - 861) + chr(0b110110), 38343 - 38335), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110111) + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + chr(2658 - 2547) + '\062' + chr(0b110000), 8), ehT0Px3KOsy9('\x30' + chr(7018 - 6907) + chr(0b110011) + chr(185 - 134) + '\063', 43603 - 43595), ehT0Px3KOsy9('\060' + '\157' + chr(0b10110 + 0o37) + chr(50), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(2200 - 2152) + chr(10046 - 9935) + chr(2349 - 2299) + '\063' + chr(2203 - 2150), 13601 - 13593), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(1204 - 1093) + chr(604 - 552) + chr(2134 - 2080), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(50) + '\x32' + '\064', 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + chr(2549 - 2497) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(1197 - 1149) + chr(111) + chr(0b110001) + '\x32' + chr(602 - 548), 8), ehT0Px3KOsy9(chr(1595 - 1547) + '\157' + chr(1718 - 1667) + chr(52), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\061' + '\066' + chr(0b10111 + 0o36), 35509 - 35501), ehT0Px3KOsy9(chr(961 - 913) + chr(111) + '\x32' + chr(756 - 706) + '\064', 8), ehT0Px3KOsy9('\x30' + '\x6f' + '\x32' + '\066' + chr(54), 24137 - 24129), ehT0Px3KOsy9('\x30' + '\157' + chr(0b10010 + 0o37) + chr(48) + chr(1771 - 1723), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b100000 + 0o117) + '\x33' + chr(0b110111) + '\066', 8), ehT0Px3KOsy9(chr(2281 - 2233) + chr(1777 - 1666) + '\063' + chr(2135 - 2087), ord("\x08")), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\157' + chr(51) + chr(1496 - 1443) + chr(0b110000), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + chr(1892 - 1839) + '\x30', 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xba'), chr(6479 - 6379) + chr(101) + '\143' + chr(0b1101111) + chr(100) + '\145')(chr(0b1101111 + 0o6) + chr(627 - 511) + chr(102) + chr(45) + chr(56)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def AJe8IgYs4QkA(CYCr3xzMHl4K, r6aMMPMZwN9t, owudp2xlhy9V=ehT0Px3KOsy9('\x30' + chr(10129 - 10018) + '\060', 0b1000), IU1B1de_insx=None, _rgtfo4EPgcH=ehT0Px3KOsy9(chr(1130 - 1082) + chr(9483 - 9372) + chr(0b101111 + 0o2), ord("\x08")), ha7Qr2IqbXbY=ehT0Px3KOsy9(chr(110 - 62) + chr(0b1101111) + '\x32' + chr(48) + chr(0b0 + 0o60) + '\060', 0o10) * ehT0Px3KOsy9('\x30' + chr(2189 - 2078) + '\x32' + '\x30' + chr(48) + '\x30', 8), FaIjqlnzCXev=ehT0Px3KOsy9(chr(2259 - 2211) + chr(0b10010 + 0o135) + chr(0b11100 + 0o30), 45302 - 45294), YjfqU075U73D=ehT0Px3KOsy9(chr(1915 - 1867) + chr(3648 - 3537) + '\065', ord("\x08"))) -> None:
if xafqLlk3kkUe(oqhJDdMJfuwx.path, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1j\x82\xcd\x8a['), chr(1153 - 1053) + chr(0b1100101) + '\x63' + chr(0b1101111) + chr(0b1100100) + '\145')(chr(0b1110101) + '\164' + chr(0b110100 + 0o62) + chr(547 - 502) + '\070'))(r6aMMPMZwN9t) and (not owudp2xlhy9V):
return
vGrByMSYMp9h = Mx6ixpcPMQy3.Session()
xafqLlk3kkUe(vGrByMSYMp9h, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf9}\x9e\xd0\x8a'), chr(100) + '\x65' + chr(5943 - 5844) + '\x6f' + '\x64' + chr(0b11 + 0o142))(chr(117) + '\x74' + chr(0b100 + 0o142) + '\055' + chr(2894 - 2838)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xfcf\x9f\xce\xc4\x07m'), chr(0b1000000 + 0o44) + chr(101) + '\x63' + '\157' + chr(5875 - 5775) + chr(0b1100101))('\x75' + chr(0b1011110 + 0o26) + chr(0b1100110) + chr(1546 - 1501) + chr(381 - 325)), xafqLlk3kkUe(Mx6ixpcPMQy3.adapters, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdcF\xbf\xee\xbfL#\x90\xfd\xb0y'), chr(0b1100100) + chr(8527 - 8426) + '\x63' + '\157' + '\144' + '\145')(chr(117) + '\164' + chr(0b100110 + 0o100) + chr(823 - 778) + chr(56)))(max_retries=YjfqU075U73D))
SkdK71rGR8E7 = vGrByMSYMp9h.get(CYCr3xzMHl4K, stream=ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31', 8), timeout=FaIjqlnzCXev)
try:
EJ21fFXkDNKR = ehT0Px3KOsy9(SkdK71rGR8E7.headers[xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7}\x85\xca\x9bF6\xcd\xc5\xb0e\xc7\xc6\xa1'), chr(100) + chr(101) + chr(0b1100011) + chr(111) + chr(0b1100100) + chr(0b10 + 0o143))(chr(0b1110101) + chr(0b1001101 + 0o47) + chr(102) + chr(45) + '\x38')])
except ZVWAAMjVVHHl:
_rgtfo4EPgcH = ehT0Px3KOsy9('\x30' + chr(111) + '\x30', 8)
with _fwkIVCGgtAN(r6aMMPMZwN9t, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe3p'), chr(1525 - 1425) + '\x65' + '\143' + '\x6f' + '\144' + '\x65')(chr(4733 - 4616) + '\164' + chr(0b1100110) + '\055' + chr(0b111000))) as EGyt1xfPT1P6:
Q_6Tptd6PDh1 = ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x30', 8)
if _rgtfo4EPgcH:
IU1B1de_insx = e_JlnroeHtLh(vQr8gNKaIaWE(EJ21fFXkDNKR), auto_update=ehT0Px3KOsy9('\060' + chr(0b111 + 0o150) + chr(0b110000), 8), leave=ehT0Px3KOsy9(chr(0b110000) + chr(714 - 603) + chr(0b110000), 8), parent=IU1B1de_insx)
try:
for qrKMvKviNzHg in xafqLlk3kkUe(SkdK71rGR8E7, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfdf\x8e\xcc\xa1K-\x8e\xfd\xb0e\xd4'), chr(0b1100100) + '\x65' + '\x63' + '\157' + '\144' + chr(0b1100101))(chr(0b1111 + 0o146) + '\164' + '\146' + chr(0b101101) + chr(56)))(chunk_size=ha7Qr2IqbXbY):
Q_6Tptd6PDh1 += c2A0yzQpDQB3(qrKMvKviNzHg)
if _rgtfo4EPgcH:
xafqLlk3kkUe(IU1B1de_insx, xafqLlk3kkUe(SXOLrMavuUCe(b'\xcef\xaa\xfb\x97f\x08\x8e\xf0\xe1n\x90'), chr(7203 - 7103) + chr(0b1011101 + 0o10) + chr(6891 - 6792) + chr(111) + '\x64' + chr(101))(chr(0b11 + 0o162) + '\x74' + chr(0b100011 + 0o103) + chr(0b10111 + 0o26) + '\070'))(Q_6Tptd6PDh1)
xafqLlk3kkUe(EGyt1xfPT1P6, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe3`\x82\xca\x9b'), chr(100) + '\145' + '\x63' + chr(9217 - 9106) + chr(0b1001 + 0o133) + '\145')(chr(117) + chr(11705 - 11589) + chr(0b100101 + 0o101) + chr(0b1101 + 0o40) + chr(0b101111 + 0o11)))(qrKMvKviNzHg)
except xafqLlk3kkUe(Mx6ixpcPMQy3.exceptions, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7}\x85\xd0\x9bK6\x89\xe6\xbbN\xd2\xc0\xa6\x98'), chr(3656 - 3556) + chr(101) + '\x63' + chr(4023 - 3912) + chr(0b10111 + 0o115) + chr(8939 - 8838))(chr(0b1001010 + 0o53) + chr(0b1110100) + chr(102) + chr(45) + '\x38')) as GlnVAPeT6CUe:
t3WbF0Ae42Pu = CYCr3xzMHl4K.split(xafqLlk3kkUe(SXOLrMavuUCe(b'\xbb'), chr(0b1000001 + 0o43) + chr(0b1000101 + 0o40) + '\143' + chr(10006 - 9895) + chr(0b101 + 0o137) + '\x65')(chr(0b1011011 + 0o32) + '\164' + chr(102) + chr(0b1010 + 0o43) + chr(56)))[-ehT0Px3KOsy9(chr(600 - 552) + chr(111) + chr(0b101011 + 0o6), 8)]
(oR3zja24ldyJ,) = (xafqLlk3kkUe(xafqLlk3kkUe(NPPHb59961Bv(xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2s\x98\xca\x9fAl\x84\xe8\xa1j\xd3\xd7\xbd\x99'), chr(1624 - 1524) + chr(101) + chr(6698 - 6599) + chr(0b1011111 + 0o20) + '\144' + chr(0b111 + 0o136))(chr(0b1100000 + 0o25) + chr(0b1110100) + '\146' + chr(0b1000 + 0o45) + '\x38'), xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7}\x85\xd8\x97O'), '\144' + chr(0b1011110 + 0o7) + chr(99) + chr(111) + chr(100) + chr(3461 - 3360))(chr(0b1110101) + '\x74' + '\146' + '\x2d' + '\x38')), xafqLlk3kkUe(SXOLrMavuUCe(b'\xf0s\x9f\xdf\x8dM6\x93'), '\144' + chr(101) + chr(6022 - 5923) + '\x6f' + chr(0b1100100) + chr(101))(chr(0b1001111 + 0o46) + chr(0b110011 + 0o101) + chr(0b1001110 + 0o30) + chr(0b101101) + chr(0b110001 + 0o7))), xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7}\x85\xd8\x97O'), chr(0b11110 + 0o106) + chr(101) + chr(0b1100011) + chr(0b1011100 + 0o23) + chr(7849 - 7749) + '\145')(chr(12349 - 12232) + '\x74' + chr(0b1100110) + '\055' + chr(56))),)
kVFRD544hi_1 = oR3zja24ldyJ().data_path()
J8uQGXwi6ROI = f'\n Download of {CYCr3xzMHl4K} has failed after {YjfqU075U73D} retries\n Fix the download manually:\n$ mkdir -p {kVFRD544hi_1}\n$ cd {kVFRD544hi_1}\n$ wget -c {CYCr3xzMHl4K}\n$ tar -zxvf {t3WbF0Ae42Pu}\n\nAnd re-run your code once the download is successful\n'
zLUzGokYBM2Z(J8uQGXwi6ROI)
(a2SYDDomXDZ2,) = (jFWsnpHpAUWz(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7k\x98'), chr(100) + chr(0b110100 + 0o61) + chr(0b1100011) + '\x6f' + chr(6586 - 6486) + chr(4028 - 3927))('\165' + '\x74' + '\146' + chr(0b10011 + 0o32) + chr(1482 - 1426))),)
xafqLlk3kkUe(a2SYDDomXDZ2, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1j\x82\xca'), chr(100) + '\145' + '\x63' + '\157' + '\144' + '\145')(chr(12068 - 11951) + chr(0b1110100) + '\146' + chr(1094 - 1049) + chr(56)))(ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001), 8))
|
fastai/fastai
|
fastai/core.py
|
join_path
|
def join_path(fname:PathOrStr, path:PathOrStr='.')->Path:
"Return `Path(path)/Path(fname)`, `path` defaults to current dir."
return Path(path)/Path(fname)
|
python
|
def join_path(fname:PathOrStr, path:PathOrStr='.')->Path:
"Return `Path(path)/Path(fname)`, `path` defaults to current dir."
return Path(path)/Path(fname)
|
[
"def",
"join_path",
"(",
"fname",
":",
"PathOrStr",
",",
"path",
":",
"PathOrStr",
"=",
"'.'",
")",
"->",
"Path",
":",
"return",
"Path",
"(",
"path",
")",
"/",
"Path",
"(",
"fname",
")"
] |
Return `Path(path)/Path(fname)`, `path` defaults to current dir.
|
[
"Return",
"Path",
"(",
"path",
")",
"/",
"Path",
"(",
"fname",
")",
"path",
"defaults",
"to",
"current",
"dir",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L212-L214
|
train
|
Return Path ( path ) + fname. path defaults to current dir.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\x6f' + chr(2240 - 2190) + chr(48) + '\063', 60576 - 60568), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011011 + 0o24) + '\x33' + chr(2731 - 2678) + chr(0b110100), 50206 - 50198), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(48) + '\067', 27605 - 27597), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011110 + 0o21) + '\x33' + '\x30' + '\060', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(486 - 437) + '\067' + chr(0b101010 + 0o12), 2845 - 2837), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b101 + 0o60) + chr(0b11000 + 0o33), 39345 - 39337), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + '\x35' + chr(48), 0b1000), ehT0Px3KOsy9(chr(0b101000 + 0o10) + '\x6f' + '\x32' + '\x34' + chr(769 - 721), 0b1000), ehT0Px3KOsy9('\060' + chr(10389 - 10278) + chr(0b110010) + chr(2098 - 2049), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1100001 + 0o16) + chr(0b1110 + 0o45) + chr(1320 - 1270) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1172 - 1124) + chr(0b1101111) + chr(50) + '\062' + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(111) + chr(1858 - 1809) + '\065', 46547 - 46539), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100111 + 0o10) + '\061' + chr(1542 - 1490) + '\x37', 0o10), ehT0Px3KOsy9('\060' + '\157' + '\062' + chr(746 - 698) + chr(0b101111 + 0o5), 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b1101111) + chr(0b110010) + chr(0b10010 + 0o45) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(48) + chr(9304 - 9193) + chr(49) + chr(0b100011 + 0o22) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(1138 - 1090) + '\x6f' + '\x35' + '\062', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1000011 + 0o54) + '\061' + '\x31' + chr(0b10111 + 0o34), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(0b111 + 0o56) + chr(1983 - 1929), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(113 - 64) + chr(54) + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + chr(1250 - 1202) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b110111 + 0o70) + chr(767 - 716) + chr(0b10111 + 0o37) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(333 - 283) + chr(1787 - 1737) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(111) + '\061' + chr(0b110101) + '\061', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + '\066' + '\067', ord("\x08")), ehT0Px3KOsy9(chr(539 - 491) + chr(0b1101111) + '\061' + chr(579 - 531) + chr(0b110011), 25151 - 25143), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\157' + '\x31' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1037 - 989) + chr(111) + chr(49) + '\060' + '\x33', 8), ehT0Px3KOsy9('\x30' + chr(9168 - 9057) + '\x32' + chr(1851 - 1801) + chr(55), 19777 - 19769), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + chr(0b110011) + chr(0b110011) + chr(394 - 344), 56621 - 56613), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\x6f' + chr(0b110010) + '\066' + chr(52), 26939 - 26931), ehT0Px3KOsy9('\x30' + chr(1716 - 1605) + chr(0b1001 + 0o50) + chr(0b1100 + 0o50) + '\063', 0o10), ehT0Px3KOsy9(chr(2076 - 2028) + chr(583 - 472) + chr(0b11110 + 0o25) + chr(51) + chr(715 - 666), 3306 - 3298), ehT0Px3KOsy9(chr(290 - 242) + chr(0b1101111) + chr(49) + '\x31', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + chr(0b110000) + chr(0b100100 + 0o15), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(7340 - 7229) + '\062' + chr(0b110010) + chr(54), 0o10), ehT0Px3KOsy9('\060' + chr(0b1010 + 0o145) + chr(0b110001) + chr(2770 - 2716) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\063' + chr(54), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(50) + chr(1156 - 1108), 41561 - 41553), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(8178 - 8067) + '\066' + chr(53), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(53) + '\x30', 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xad'), chr(100) + chr(101) + '\x63' + chr(0b1100101 + 0o12) + chr(2268 - 2168) + chr(0b1100101))('\165' + '\164' + '\x66' + '\x2d' + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def hheeOiyNWepx(t3WbF0Ae42Pu, EaCjyhZptSer=xafqLlk3kkUe(SXOLrMavuUCe(b'\xad'), '\x64' + chr(0b1100101) + chr(0b1100011) + '\157' + chr(0b1001111 + 0o25) + chr(736 - 635))(chr(117) + '\164' + '\146' + chr(450 - 405) + chr(787 - 731))) -> HiPOQr0Cdorg:
return HiPOQr0Cdorg(EaCjyhZptSer) / HiPOQr0Cdorg(t3WbF0Ae42Pu)
|
fastai/fastai
|
fastai/core.py
|
join_paths
|
def join_paths(fnames:FilePathList, path:PathOrStr='.')->Collection[Path]:
"Join `path` to every file name in `fnames`."
path = Path(path)
return [join_path(o,path) for o in fnames]
|
python
|
def join_paths(fnames:FilePathList, path:PathOrStr='.')->Collection[Path]:
"Join `path` to every file name in `fnames`."
path = Path(path)
return [join_path(o,path) for o in fnames]
|
[
"def",
"join_paths",
"(",
"fnames",
":",
"FilePathList",
",",
"path",
":",
"PathOrStr",
"=",
"'.'",
")",
"->",
"Collection",
"[",
"Path",
"]",
":",
"path",
"=",
"Path",
"(",
"path",
")",
"return",
"[",
"join_path",
"(",
"o",
",",
"path",
")",
"for",
"o",
"in",
"fnames",
"]"
] |
Join `path` to every file name in `fnames`.
|
[
"Join",
"path",
"to",
"every",
"file",
"name",
"in",
"fnames",
"."
] |
9fb84a5cdefe5a766cdb792b8f5d8971737b7e67
|
https://github.com/fastai/fastai/blob/9fb84a5cdefe5a766cdb792b8f5d8971737b7e67/fastai/core.py#L216-L219
|
train
|
Join path to every file name in fnames.
|
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__
SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + chr(0b110011) + '\x33', 5871 - 5863), ehT0Px3KOsy9(chr(979 - 931) + chr(0b1101111) + '\x33' + chr(0b110110) + chr(2387 - 2338), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b1011 + 0o46) + chr(0b110111) + '\061', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010111 + 0o30) + '\x32' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(8571 - 8460) + '\063' + '\x37', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\x33' + chr(1622 - 1569) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(111) + chr(0b10 + 0o57) + chr(51) + '\066', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(155 - 101), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(111) + chr(0b110010) + chr(0b110 + 0o57) + '\x33', 337 - 329), ehT0Px3KOsy9('\060' + '\157' + chr(0b1100 + 0o46) + chr(863 - 809) + '\x37', 62551 - 62543), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\x6f' + chr(0b11110 + 0o24) + '\064' + '\x31', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + '\x34' + chr(1352 - 1300), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b101010 + 0o7) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + '\066' + chr(55), 8), ehT0Px3KOsy9(chr(48) + chr(8801 - 8690) + '\x34', 0o10), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(111) + chr(421 - 372) + '\063' + chr(0b11010 + 0o31), 8), ehT0Px3KOsy9('\060' + chr(0b1010010 + 0o35) + chr(1913 - 1864) + chr(806 - 758) + chr(115 - 66), 28461 - 28453), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010), 41878 - 41870), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + chr(0b100001 + 0o22) + chr(916 - 864), 0o10), ehT0Px3KOsy9(chr(649 - 601) + '\x6f' + chr(0b10111 + 0o32) + chr(0b10001 + 0o44) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + '\062' + chr(51), 48466 - 48458), ehT0Px3KOsy9(chr(48) + chr(0b10100 + 0o133) + chr(0b100101 + 0o14) + '\063' + '\x35', 53062 - 53054), ehT0Px3KOsy9('\060' + chr(0b101110 + 0o101) + chr(0b110001) + chr(1372 - 1324) + chr(2133 - 2079), 0o10), ehT0Px3KOsy9(chr(1694 - 1646) + '\x6f' + chr(0b110010) + chr(0b110111) + '\067', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101010 + 0o5) + chr(0b1011 + 0o46) + chr(48) + chr(2636 - 2583), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(0b110001) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\157' + chr(0b110010) + chr(0b110011) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b10010 + 0o135) + '\x34' + chr(48), 0b1000), ehT0Px3KOsy9('\x30' + chr(6687 - 6576) + '\062' + '\060' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10001 + 0o44) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\157' + '\x32' + chr(0b110101) + chr(53), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1011 + 0o144) + chr(0b110 + 0o55) + '\x30' + '\x33', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + chr(1477 - 1423) + '\060', 0o10), ehT0Px3KOsy9('\060' + chr(0b11001 + 0o126) + chr(0b100 + 0o55) + '\060' + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\063' + '\066' + '\065', 0o10), ehT0Px3KOsy9(chr(2223 - 2175) + chr(0b1101111) + chr(49) + '\060' + chr(48), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b11011 + 0o30) + chr(0b10 + 0o65) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + chr(49) + chr(53), 0o10), ehT0Px3KOsy9('\060' + chr(0b1010110 + 0o31) + chr(1965 - 1916) + chr(49) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(717 - 667) + chr(0b101001 + 0o12) + '\060', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100000 + 0o25) + chr(0b10101 + 0o33), 49221 - 49213)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)])
def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh):
try:
return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'u'), chr(100) + chr(101) + '\143' + '\x6f' + '\x64' + chr(0b111101 + 0o50))(chr(0b101010 + 0o113) + chr(0b1110100) + '\146' + '\055' + chr(0b111000)) + _CF03Rifpmdh)
except yROw0HWBk0Qc:
return jFWsnpHpAUWz(RqocVGOryNPv)
def eMA0Bt24ah7E(N6gE1htigVVA, EaCjyhZptSer=xafqLlk3kkUe(SXOLrMavuUCe(b'u'), chr(0b10011 + 0o121) + chr(0b110001 + 0o64) + chr(0b10011 + 0o120) + chr(0b10010 + 0o135) + chr(5888 - 5788) + chr(0b10101 + 0o120))(chr(117) + chr(0b100110 + 0o116) + chr(102) + '\x2d' + chr(56))) -> gNqqdWiyklNm[HiPOQr0Cdorg]:
EaCjyhZptSer = HiPOQr0Cdorg(EaCjyhZptSer)
return [hheeOiyNWepx(gb6ab8SSTLgq, EaCjyhZptSer) for gb6ab8SSTLgq in N6gE1htigVVA]
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