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gagneurlab/concise
concise/layers.py
InputDNAQuantity
def InputDNAQuantity(seq_length, n_features=1, name=None, **kwargs): """Convenience wrapper around `keras.layers.Input`: `Input((seq_length, n_features), name=name, **kwargs)` """ return Input((seq_length, n_features), name=name, **kwargs)
python
def InputDNAQuantity(seq_length, n_features=1, name=None, **kwargs): """Convenience wrapper around `keras.layers.Input`: `Input((seq_length, n_features), name=name, **kwargs)` """ return Input((seq_length, n_features), name=name, **kwargs)
[ "def", "InputDNAQuantity", "(", "seq_length", ",", "n_features", "=", "1", ",", "name", "=", "None", ",", "*", "*", "kwargs", ")", ":", "return", "Input", "(", "(", "seq_length", ",", "n_features", ")", ",", "name", "=", "name", ",", "*", "*", "kwargs", ")" ]
Convenience wrapper around `keras.layers.Input`: `Input((seq_length, n_features), name=name, **kwargs)`
[ "Convenience", "wrapper", "around", "keras", ".", "layers", ".", "Input", ":" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/layers.py#L90-L95
train
Input wrapper around keras. layers. Input class.
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49608), nzTpIcepk0o8(chr(0b1011 + 0o45) + '\x6f' + chr(1317 - 1266) + '\x32' + chr(0b101111 + 0o2), 34564 - 34556), nzTpIcepk0o8('\x30' + chr(0b111011 + 0o64) + chr(528 - 475) + '\x30', 0b1000), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(0b1101111) + chr(50) + '\x31' + chr(2446 - 2392), ord("\x08")), nzTpIcepk0o8(chr(0b1 + 0o57) + '\x6f' + chr(51) + chr(52) + '\x36', 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(0b110010) + chr(55) + chr(0b110100 + 0o1), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110010) + '\x30' + chr(1090 - 1035), 0o10), nzTpIcepk0o8(chr(48) + '\157' + '\x33' + chr(0b110000 + 0o1) + '\x31', ord("\x08")), nzTpIcepk0o8(chr(0b100000 + 0o20) + '\x6f' + chr(49) + chr(739 - 691) + chr(2265 - 2211), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(1586 - 1537) + chr(0b111 + 0o57) + chr(763 - 708), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1001 + 0o146) + chr(1635 - 1584) + '\x31' + '\x32', 0o10), nzTpIcepk0o8(chr(0b101100 + 0o4) + '\x6f' + chr(473 - 423) + '\x37' + chr(52), 37976 - 37968), nzTpIcepk0o8('\060' + '\x6f' + chr(0b1101 + 0o46), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(51) + chr(520 - 471) + chr(850 - 800), 8), nzTpIcepk0o8('\060' + '\157' + '\x32' + '\061' + chr(0b101101 + 0o3), 26122 - 26114), nzTpIcepk0o8(chr(0b110000) + chr(5683 - 5572) + chr(0b11 + 0o56) + chr(1390 - 1337) + chr(1191 - 1137), 3275 - 3267), nzTpIcepk0o8('\x30' + chr(0b110000 + 0o77) + chr(50) + '\066' + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\063' + '\x35' + '\x31', 0b1000), nzTpIcepk0o8(chr(1325 - 1277) + '\157' + chr(2198 - 2148) + chr(0b100000 + 0o25), ord("\x08")), nzTpIcepk0o8(chr(553 - 505) + '\157' + chr(1857 - 1802) + chr(50), 63930 - 63922), nzTpIcepk0o8('\x30' + chr(0b100100 + 0o113) + chr(0b10111 + 0o34) + chr(1346 - 1291) + '\060', ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b10100 + 0o41) + chr(1547 - 1494), 46779 - 46771), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b1101111) + chr(0b1000 + 0o51) + chr(49) + chr(0b10000 + 0o42), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\x32' + chr(53) + '\063', 5477 - 5469), nzTpIcepk0o8('\060' + '\x6f' + '\061' + chr(51) + chr(50), 58613 - 58605), nzTpIcepk0o8(chr(0b110000) + chr(5063 - 4952) + chr(1103 - 1053) + '\x33' + '\x31', 0o10), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b10110 + 0o131) + chr(0b110010) + chr(0b110101) + chr(0b110001), 45877 - 45869), nzTpIcepk0o8('\060' + chr(2597 - 2486) + chr(0b11110 + 0o25) + chr(55) + chr(2075 - 2027), 8), nzTpIcepk0o8(chr(1931 - 1883) + chr(0b10001 + 0o136) + chr(0b110001) + chr(0b10010 + 0o45) + chr(49), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(7748 - 7637) + chr(489 - 439) + chr(0b101011 + 0o10) + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x37' + '\x30', 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\061' + '\x35' + chr(2757 - 2702), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(1424 - 1375) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(2270 - 2220) + chr(0b110010) + chr(54), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + chr(50) + '\064', 0o10), nzTpIcepk0o8(chr(0b11010 + 0o26) + '\x6f' + '\063' + '\x32', 40762 - 40754), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(0b1101111) + chr(0b110001) + chr(48) + chr(729 - 674), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(49) + chr(55) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1011111 + 0o20) + '\x32' + chr(0b110100) + chr(1524 - 1470), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(992 - 944) + chr(0b1010110 + 0o31) + chr(53) + '\060', 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xfc'), '\x64' + chr(0b1011110 + 0o7) + chr(99) + '\157' + '\144' + '\145')(chr(2445 - 2328) + chr(2864 - 2748) + chr(5843 - 5741) + '\x2d' + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def CA3yG0QcJw0v(YO2MduE3LCA7, TApCN1LzdhJB=nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b1010100 + 0o33) + '\x31', 0b1000), SLVB2BPA_mIe=None, **q5n0sHDDTy90): return KM7OV44bHlPg((YO2MduE3LCA7, TApCN1LzdhJB), name=SLVB2BPA_mIe, **q5n0sHDDTy90)
gagneurlab/concise
concise/layers.py
InputDNAQuantitySplines
def InputDNAQuantitySplines(seq_length, n_bases=10, name="DNASmoothPosition", **kwargs): """Convenience wrapper around keras.layers.Input: `Input((seq_length, n_bases), name=name, **kwargs)` """ return Input((seq_length, n_bases), name=name, **kwargs)
python
def InputDNAQuantitySplines(seq_length, n_bases=10, name="DNASmoothPosition", **kwargs): """Convenience wrapper around keras.layers.Input: `Input((seq_length, n_bases), name=name, **kwargs)` """ return Input((seq_length, n_bases), name=name, **kwargs)
[ "def", "InputDNAQuantitySplines", "(", "seq_length", ",", "n_bases", "=", "10", ",", "name", "=", "\"DNASmoothPosition\"", ",", "*", "*", "kwargs", ")", ":", "return", "Input", "(", "(", "seq_length", ",", "n_bases", ")", ",", "name", "=", "name", ",", "*", "*", "kwargs", ")" ]
Convenience wrapper around keras.layers.Input: `Input((seq_length, n_bases), name=name, **kwargs)`
[ "Convenience", "wrapper", "around", "keras", ".", "layers", ".", "Input", ":" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/layers.py#L99-L104
train
Convenience wrapper around keras. layers. Input
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + '\157' + chr(0b101011 + 0o6) + chr(0b111 + 0o52) + chr(0b110010), 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\x31', 16554 - 16546), nzTpIcepk0o8(chr(48) + chr(10783 - 10672) + chr(0b110011) + '\x33' + chr(0b100011 + 0o22), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b11101 + 0o122) + '\x32' + chr(516 - 461) + '\x31', 0o10), nzTpIcepk0o8(chr(0b100001 + 0o17) + '\x6f' + chr(2146 - 2092) + chr(0b110111), 0o10), nzTpIcepk0o8('\060' + chr(10827 - 10716) + chr(0b110011) + '\x31', 21758 - 21750), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + '\x34' + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(935 - 884) + '\x34', ord("\x08")), nzTpIcepk0o8(chr(0b100101 + 0o13) + chr(4494 - 4383) + chr(1448 - 1394) + '\065', ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + '\062' + chr(389 - 339) + chr(0b110000), 42932 - 42924), nzTpIcepk0o8(chr(1887 - 1839) + chr(111) + chr(0b110001) + chr(54) + '\x31', 0b1000), nzTpIcepk0o8(chr(59 - 11) + chr(0b110110 + 0o71) + '\x31', 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(77 - 28) + chr(462 - 408) + chr(55), ord("\x08")), nzTpIcepk0o8('\060' + chr(4307 - 4196) + chr(2290 - 2242), 0o10), nzTpIcepk0o8(chr(1935 - 1887) + chr(0b1000010 + 0o55) + chr(51) + chr(0b110101) + chr(0b101001 + 0o7), 0b1000), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(0b110000 + 0o77) + chr(51) + chr(0b0 + 0o64) + '\x34', 8), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b11110 + 0o30) + chr(2054 - 2000), 0o10), nzTpIcepk0o8('\060' + chr(7498 - 7387) + '\063' + chr(0b0 + 0o63) + chr(1652 - 1597), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(5489 - 5378) + chr(0b111 + 0o53) + chr(53) + chr(0b101110 + 0o4), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b101010 + 0o10) + chr(51) + '\x37', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b1000 + 0o53) + chr(49) + chr(49), 33104 - 33096), nzTpIcepk0o8('\x30' + chr(11200 - 11089) + chr(0b101100 + 0o5) + '\061', 7637 - 7629), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001) + chr(0b110011), 33401 - 33393), nzTpIcepk0o8('\x30' + chr(0b111001 + 0o66) + chr(0b110010) + chr(0b110101) + chr(733 - 683), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b11111 + 0o120) + chr(0b110001) + chr(0b10111 + 0o40), 19861 - 19853), nzTpIcepk0o8('\x30' + chr(9971 - 9860) + '\x31' + chr(0b110101) + '\x36', 0o10), nzTpIcepk0o8(chr(514 - 466) + '\157' + chr(0b11010 + 0o30) + chr(365 - 314) + '\x37', 8), nzTpIcepk0o8(chr(1262 - 1214) + chr(0b111110 + 0o61) + chr(1416 - 1365) + '\065' + chr(50), 5848 - 5840), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(52) + chr(0b110110), 17191 - 17183), nzTpIcepk0o8(chr(0b10111 + 0o31) + chr(0b1101111) + '\066' + '\060', 34941 - 34933), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(0b1101111) + chr(0b110011) + chr(49), 8), nzTpIcepk0o8('\x30' + chr(111) + chr(0b101010 + 0o10) + chr(51) + chr(0b101000 + 0o11), 0b1000), nzTpIcepk0o8('\x30' + chr(0b101 + 0o152) + chr(2037 - 1987) + chr(0b100101 + 0o13) + chr(113 - 64), 0o10), nzTpIcepk0o8(chr(2058 - 2010) + chr(0b1101111) + '\x37' + chr(55), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b11101 + 0o24) + '\x30' + '\062', 0b1000), nzTpIcepk0o8(chr(852 - 804) + '\x6f' + chr(0b1 + 0o61) + chr(0b101100 + 0o10) + chr(0b10100 + 0o34), 18125 - 18117), nzTpIcepk0o8(chr(0b10 + 0o56) + chr(0b1101111) + chr(0b110000 + 0o3) + chr(391 - 336) + '\x36', 0o10), nzTpIcepk0o8(chr(48) + chr(0b110010 + 0o75) + '\x33' + '\064', 8), nzTpIcepk0o8('\060' + '\157' + chr(0b110010) + chr(0b110100) + '\x36', ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + '\063' + chr(51), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(0b1101111) + '\x35' + '\x30', ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'd'), '\144' + '\145' + chr(0b1100011) + chr(111) + chr(0b1000001 + 0o43) + '\145')(chr(117) + chr(0b1110100) + chr(102) + chr(0b101101) + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def UC67m39ooELc(YO2MduE3LCA7, Z1i_liKTKdWn=nzTpIcepk0o8(chr(1840 - 1792) + '\x6f' + chr(49) + chr(50), 0b1000), SLVB2BPA_mIe=roI3spqORKae(ES5oEprVxulp(b'\x0eO\x9c\xeaZv\x8bh]\xc0\x1er\x1et\x81\x8bX'), '\144' + chr(0b110010 + 0o63) + '\x63' + chr(0b1101111) + chr(7227 - 7127) + '\145')('\x75' + chr(0b1001110 + 0o46) + chr(0b1100110) + '\055' + chr(0b101010 + 0o16)), **q5n0sHDDTy90): return KM7OV44bHlPg((YO2MduE3LCA7, Z1i_liKTKdWn), name=SLVB2BPA_mIe, **q5n0sHDDTy90)
gagneurlab/concise
concise/layers.py
ConvSequence._plot_weights_heatmap
def _plot_weights_heatmap(self, index=None, figsize=None, **kwargs): """Plot weights as a heatmap index = can be a particular index or a list of indicies **kwargs - additional arguments to concise.utils.plot.heatmap """ W = self.get_weights()[0] if index is None: index = np.arange(W.shape[2]) fig = heatmap(np.swapaxes(W[:, :, index], 0, 1), plot_name="filter: ", vocab=self.VOCAB, figsize=figsize, **kwargs) # plt.show() return fig
python
def _plot_weights_heatmap(self, index=None, figsize=None, **kwargs): """Plot weights as a heatmap index = can be a particular index or a list of indicies **kwargs - additional arguments to concise.utils.plot.heatmap """ W = self.get_weights()[0] if index is None: index = np.arange(W.shape[2]) fig = heatmap(np.swapaxes(W[:, :, index], 0, 1), plot_name="filter: ", vocab=self.VOCAB, figsize=figsize, **kwargs) # plt.show() return fig
[ "def", "_plot_weights_heatmap", "(", "self", ",", "index", "=", "None", ",", "figsize", "=", "None", ",", "*", "*", "kwargs", ")", ":", "W", "=", "self", ".", "get_weights", "(", ")", "[", "0", "]", "if", "index", "is", "None", ":", "index", "=", "np", ".", "arange", "(", "W", ".", "shape", "[", "2", "]", ")", "fig", "=", "heatmap", "(", "np", ".", "swapaxes", "(", "W", "[", ":", ",", ":", ",", "index", "]", ",", "0", ",", "1", ")", ",", "plot_name", "=", "\"filter: \"", ",", "vocab", "=", "self", ".", "VOCAB", ",", "figsize", "=", "figsize", ",", "*", "*", "kwargs", ")", "# plt.show()", "return", "fig" ]
Plot weights as a heatmap index = can be a particular index or a list of indicies **kwargs - additional arguments to concise.utils.plot.heatmap
[ "Plot", "weights", "as", "a", "heatmap" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/layers.py#L197-L210
train
Plot weights as a heatmap
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001) + chr(50) + chr(2098 - 2048), 7917 - 7909), nzTpIcepk0o8(chr(987 - 939) + chr(0b1101111) + chr(51) + chr(0b111 + 0o54), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + '\062' + chr(0b100111 + 0o11) + '\061', 21606 - 21598), nzTpIcepk0o8('\x30' + '\157' + '\x32' + chr(55) + '\062', 0o10), nzTpIcepk0o8('\060' + chr(0b1010 + 0o145) + chr(0b100101 + 0o22) + chr(1061 - 1008), 21180 - 21172), nzTpIcepk0o8(chr(0b11001 + 0o27) + '\x6f' + '\062' + '\x32' + chr(1045 - 992), 0o10), nzTpIcepk0o8(chr(48) + chr(0b100 + 0o153) + chr(0b0 + 0o66) + '\061', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110011) + chr(0b10011 + 0o40) + '\064', 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b101110 + 0o4) + '\061', 39081 - 39073), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + chr(0b110000) + '\x34', 26767 - 26759), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(51) + chr(50) + chr(0b100110 + 0o21), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(2817 - 2762), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b100011 + 0o16) + chr(2114 - 2063) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + '\x32' + chr(0b100011 + 0o16), 8), nzTpIcepk0o8('\060' + '\157' + chr(374 - 323) + '\067' + chr(54), 0o10), nzTpIcepk0o8(chr(712 - 664) + chr(0b1101111) + chr(55) + '\x37', 0b1000), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(5061 - 4950) + chr(1909 - 1856) + chr(0b110001), 15578 - 15570), nzTpIcepk0o8(chr(0b100101 + 0o13) + '\157' + chr(0b110010) + chr(50) + '\061', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b101001 + 0o12) + chr(51) + '\067', ord("\x08")), nzTpIcepk0o8(chr(0b1001 + 0o47) + chr(0b101010 + 0o105) + chr(51) + '\x32' + chr(0b101111 + 0o3), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x32' + chr(54), ord("\x08")), nzTpIcepk0o8(chr(0b100110 + 0o12) + '\x6f' + chr(0b110101) + chr(1840 - 1787), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + chr(0b11101 + 0o24) + '\x33', 0o10), nzTpIcepk0o8(chr(1793 - 1745) + chr(111) + chr(0b101 + 0o61) + '\066', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b101010 + 0o10) + chr(457 - 406), 0b1000), nzTpIcepk0o8(chr(1268 - 1220) + chr(0b1101111) + chr(0b110010) + chr(2253 - 2199) + chr(51), 0o10), nzTpIcepk0o8(chr(198 - 150) + chr(0b1101111) + chr(50) + chr(52) + chr(53), 0o10), nzTpIcepk0o8(chr(0b100010 + 0o16) + chr(0b1101111) + chr(0b110001) + '\x33' + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(0b100010 + 0o16) + chr(111) + '\063' + '\x37' + chr(0b100011 + 0o17), 0o10), nzTpIcepk0o8('\060' + chr(0b1010101 + 0o32) + '\063' + chr(0b100010 + 0o17) + chr(0b11100 + 0o32), 58964 - 58956), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(111) + chr(0b110011) + chr(52) + '\061', 0b1000), nzTpIcepk0o8('\060' + chr(7817 - 7706) + chr(0b110010) + chr(1333 - 1280), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1010110 + 0o31) + chr(50) + chr(0b110110) + chr(0b10011 + 0o43), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110111) + chr(53), 8), nzTpIcepk0o8('\x30' + chr(0b1010 + 0o145) + '\061' + chr(0b110011) + chr(48), 8), nzTpIcepk0o8(chr(48) + chr(0b110101 + 0o72) + '\061' + chr(0b10011 + 0o41) + '\x34', 0o10), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(111) + '\x31', 60053 - 60045), nzTpIcepk0o8('\060' + chr(111) + '\x32' + chr(2513 - 2461) + '\x34', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(52) + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(1041 - 993) + chr(12050 - 11939) + chr(0b100 + 0o57) + chr(50) + chr(50), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(960 - 912) + chr(111) + '\065' + chr(0b1011 + 0o45), 44109 - 44101)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'|'), '\144' + '\145' + chr(0b10010 + 0o121) + '\157' + '\144' + chr(0b1100101))(chr(0b1010100 + 0o41) + chr(0b1110100) + chr(253 - 151) + '\055' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def gZZvXaguGeO7(hXMPsSrOQzbh, ZpfN5tSLaZze=None, VEZvNXPcxjY7=None, **q5n0sHDDTy90): uzYpZLBDz9M7 = hXMPsSrOQzbh.get_weights()[nzTpIcepk0o8(chr(2279 - 2231) + chr(111) + chr(0b110000), 0b1000)] if ZpfN5tSLaZze is None: ZpfN5tSLaZze = nDF4gVNx0u9Q.chmI_GMU_sEi(uzYpZLBDz9M7.lhbM092AFW8f[nzTpIcepk0o8('\060' + chr(0b1101010 + 0o5) + '\062', 56621 - 56613)]) ux0XlXMUdKbX = cTz1AXtaPQDE(nDF4gVNx0u9Q.swapaxes(uzYpZLBDz9M7[:, :, ZpfN5tSLaZze], nzTpIcepk0o8(chr(1118 - 1070) + chr(0b1101111) + chr(48), 8), nzTpIcepk0o8(chr(48) + chr(0b11011 + 0o124) + chr(49), 8)), plot_name=roI3spqORKae(ES5oEprVxulp(b'4r\xed\xceX\xe7\x0b\xfc'), '\x64' + chr(0b111 + 0o136) + chr(0b1100011) + chr(10397 - 10286) + '\x64' + '\145')(chr(0b1110101) + chr(116) + chr(0b1100110) + chr(0b101101) + chr(56)), vocab=hXMPsSrOQzbh.VOCAB, figsize=VEZvNXPcxjY7, **q5n0sHDDTy90) return ux0XlXMUdKbX
gagneurlab/concise
concise/layers.py
ConvSequence._plot_weights_motif
def _plot_weights_motif(self, index, plot_type="motif_raw", background_probs=DEFAULT_BASE_BACKGROUND, ncol=1, figsize=None): """Index can only be a single int """ w_all = self.get_weights() if len(w_all) == 0: raise Exception("Layer needs to be initialized first") W = w_all[0] if index is None: index = np.arange(W.shape[2]) if isinstance(index, int): index = [index] fig = plt.figure(figsize=figsize) if plot_type == "motif_pwm" and plot_type in self.AVAILABLE_PLOTS: arr = pssm_array2pwm_array(W, background_probs) elif plot_type == "motif_raw" and plot_type in self.AVAILABLE_PLOTS: arr = W elif plot_type == "motif_pwm_info" and plot_type in self.AVAILABLE_PLOTS: quasi_pwm = pssm_array2pwm_array(W, background_probs) arr = _pwm2pwm_info(quasi_pwm) else: raise ValueError("plot_type needs to be from {0}".format(self.AVAILABLE_PLOTS)) fig = seqlogo_fig(arr, vocab=self.VOCAB_name, figsize=figsize, ncol=ncol, plot_name="filter: ") # fig.show() return fig
python
def _plot_weights_motif(self, index, plot_type="motif_raw", background_probs=DEFAULT_BASE_BACKGROUND, ncol=1, figsize=None): """Index can only be a single int """ w_all = self.get_weights() if len(w_all) == 0: raise Exception("Layer needs to be initialized first") W = w_all[0] if index is None: index = np.arange(W.shape[2]) if isinstance(index, int): index = [index] fig = plt.figure(figsize=figsize) if plot_type == "motif_pwm" and plot_type in self.AVAILABLE_PLOTS: arr = pssm_array2pwm_array(W, background_probs) elif plot_type == "motif_raw" and plot_type in self.AVAILABLE_PLOTS: arr = W elif plot_type == "motif_pwm_info" and plot_type in self.AVAILABLE_PLOTS: quasi_pwm = pssm_array2pwm_array(W, background_probs) arr = _pwm2pwm_info(quasi_pwm) else: raise ValueError("plot_type needs to be from {0}".format(self.AVAILABLE_PLOTS)) fig = seqlogo_fig(arr, vocab=self.VOCAB_name, figsize=figsize, ncol=ncol, plot_name="filter: ") # fig.show() return fig
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Index can only be a single int
[ "Index", "can", "only", "be", "a", "single", "int" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/layers.py#L212-L243
train
Plot the motifs for a single entry in the sequence.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b1 + 0o57) + chr(4566 - 4455) + chr(2361 - 2312) + '\060' + '\061', 0b1000), nzTpIcepk0o8(chr(427 - 379) + chr(111) + '\066' + chr(1573 - 1520), 0b1000), nzTpIcepk0o8(chr(1425 - 1377) + chr(111) + chr(2076 - 2026) + chr(898 - 843), 21434 - 21426), nzTpIcepk0o8(chr(48) + chr(111) + chr(50) + chr(0b110100) + chr(0b110100), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b10100 + 0o34), ord("\x08")), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b111010 + 0o65) + chr(685 - 635) + chr(0b110010) + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x33' + chr(55) + chr(52), ord("\x08")), nzTpIcepk0o8('\060' + chr(5380 - 5269) + '\x31' + chr(0b1010 + 0o47) + '\x30', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x32' + '\x32' + chr(0b100001 + 0o17), ord("\x08")), nzTpIcepk0o8('\x30' + chr(4238 - 4127) + '\x32' + chr(55) + chr(0b110001), 26848 - 26840), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b110010) + chr(50) + chr(2717 - 2664), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b110100 + 0o73) + '\x31', 61287 - 61279), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(2034 - 1982) + '\x31', 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(1053 - 1004) + '\x31', 128 - 120), nzTpIcepk0o8('\060' + chr(111) + chr(1328 - 1277) + '\x33', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b110111) + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b1001 + 0o52) + chr(0b110 + 0o56) + chr(0b110011), 52610 - 52602), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(0b1101111) + chr(0b110010) + chr(1797 - 1748), 59876 - 59868), nzTpIcepk0o8('\060' + chr(111) + '\067' + chr(0b110010), 8), nzTpIcepk0o8(chr(0b101001 + 0o7) + '\157' + chr(0b11 + 0o60) + chr(0b110100 + 0o0) + chr(0b110111), 28639 - 28631), nzTpIcepk0o8(chr(0b110000) + chr(0b1010101 + 0o32) + chr(0b10010 + 0o45), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + chr(0b1100 + 0o46) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b11000 + 0o30) + '\x6f' + chr(50) + '\060' + chr(54), 0o10), nzTpIcepk0o8(chr(1842 - 1794) + chr(111) + chr(0b110011) + '\063' + '\x36', 61478 - 61470), nzTpIcepk0o8('\x30' + chr(0b10010 + 0o135) + chr(2059 - 2008) + chr(0b100011 + 0o15) + chr(0b100010 + 0o23), 0o10), nzTpIcepk0o8('\x30' + chr(111) + '\061' + chr(54) + chr(0b1010 + 0o53), 0o10), nzTpIcepk0o8(chr(48) + chr(4204 - 4093) + chr(2053 - 2004) + chr(0b110011) + chr(0b101 + 0o53), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1001111 + 0o40) + chr(50) + chr(0b110000) + '\062', 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(750 - 700) + chr(1870 - 1820) + chr(0b110000), 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\067' + chr(51), 0o10), nzTpIcepk0o8('\x30' + chr(0b101001 + 0o106) + chr(0b110001) + chr(0b100100 + 0o20) + '\062', 27701 - 27693), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + chr(49) + chr(0b11111 + 0o21), 8), nzTpIcepk0o8(chr(0b110000) + chr(3520 - 3409) + chr(49) + chr(2898 - 2843) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\062' + chr(51) + chr(0b10001 + 0o45), 0o10), nzTpIcepk0o8(chr(0b101011 + 0o5) + chr(0b1101111) + '\062' + chr(0b1111 + 0o47) + '\063', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\063' + chr(48), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(55) + '\063', 8), nzTpIcepk0o8('\x30' + chr(0b11110 + 0o121) + chr(0b110100) + chr(0b1100 + 0o47), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(55) + '\066', 26859 - 26851), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110100) + chr(1295 - 1244), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\157' + '\065' + chr(0b101101 + 0o3), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'o'), '\144' + chr(101) + '\x63' + '\x6f' + chr(0b1100100) + chr(101))('\165' + chr(116) + '\146' + '\x2d' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ctmA35kceuIS(hXMPsSrOQzbh, ZpfN5tSLaZze, RpMFc4ifdtkX=roI3spqORKae(ES5oEprVxulp(b',Zc\xcdf\xcc\x8e)\xe7'), '\x64' + '\x65' + '\143' + chr(4808 - 4697) + chr(0b1100100) + '\145')('\165' + '\164' + chr(102) + chr(0b101101) + chr(56)), BlVpc8NdjRFf=My96B1t7weDW, KY5WgCCo6x3Q=nzTpIcepk0o8('\060' + chr(0b100011 + 0o114) + '\x31', 8), VEZvNXPcxjY7=None): OUQsXf_obQdY = hXMPsSrOQzbh.get_weights() if ftfygxgFas5X(OUQsXf_obQdY) == nzTpIcepk0o8('\x30' + chr(0b101010 + 0o105) + chr(0b10011 + 0o35), 8): raise zfo2Sgkz3IVJ(roI3spqORKae(ES5oEprVxulp(b'\rTn\xc1r\xb3\x92-\xf5\xdd\xe6!Uf;X\x861S\x89n\xe6\xef\xbf\xa9\x1c"\xe7\xf4\x1b\x04!\t\xed\xc7'), chr(0b1100100) + chr(0b100100 + 0o101) + '\x63' + '\157' + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(9513 - 9397) + chr(4425 - 4323) + chr(0b100001 + 0o14) + '\070')) uzYpZLBDz9M7 = OUQsXf_obQdY[nzTpIcepk0o8(chr(0b110000) + chr(0b1100011 + 0o14) + chr(48), 8)] if ZpfN5tSLaZze is None: ZpfN5tSLaZze = nDF4gVNx0u9Q.chmI_GMU_sEi(uzYpZLBDz9M7.lhbM092AFW8f[nzTpIcepk0o8(chr(2298 - 2250) + chr(0b1101111) + '\062', 50839 - 50831)]) if suIjIS24Zkqw(ZpfN5tSLaZze, nzTpIcepk0o8): ZpfN5tSLaZze = [ZpfN5tSLaZze] ux0XlXMUdKbX = Z7HGgmIyegqz.es0Z6dzChSL5(figsize=VEZvNXPcxjY7) if RpMFc4ifdtkX == roI3spqORKae(ES5oEprVxulp(b',Zc\xcdf\xcc\x8c?\xfd'), chr(5871 - 5771) + chr(101) + chr(962 - 863) + chr(111) + '\144' + chr(0b1100100 + 0o1))('\165' + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(0b111000)) and RpMFc4ifdtkX in roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\x00cV\xedL\xd2\xbe\x04\xd5\xe6\xc5Mn]H'), '\x64' + chr(0b1000110 + 0o37) + chr(0b100000 + 0o103) + chr(111) + '\144' + chr(0b1001100 + 0o31))(chr(9650 - 9533) + '\164' + '\x66' + chr(45) + chr(0b100110 + 0o22))): JaZEP80kXwoT = dPP7_1x6t4rG(uzYpZLBDz9M7, BlVpc8NdjRFf) elif RpMFc4ifdtkX == roI3spqORKae(ES5oEprVxulp(b',Zc\xcdf\xcc\x8e)\xe7'), chr(6472 - 6372) + chr(5919 - 5818) + chr(0b1100011) + '\x6f' + chr(100) + '\145')('\x75' + chr(0b1010 + 0o152) + '\x66' + chr(45) + chr(0b11110 + 0o32)) and RpMFc4ifdtkX in roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\x00cV\xedL\xd2\xbe\x04\xd5\xe6\xc5Mn]H'), '\144' + '\x65' + chr(0b100001 + 0o102) + chr(0b10110 + 0o131) + '\x64' + '\x65')(chr(0b1100101 + 0o20) + '\x74' + chr(6373 - 6271) + chr(0b101101) + chr(0b1111 + 0o51))): JaZEP80kXwoT = uzYpZLBDz9M7 elif RpMFc4ifdtkX == roI3spqORKae(ES5oEprVxulp(b',Zc\xcdf\xcc\x8c?\xfd\xe6\xfcoGf'), '\x64' + chr(879 - 778) + chr(0b1 + 0o142) + '\x6f' + chr(2147 - 2047) + chr(10178 - 10077))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + '\x2d' + chr(1886 - 1830)) and RpMFc4ifdtkX in roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\x00cV\xedL\xd2\xbe\x04\xd5\xe6\xc5Mn]H'), chr(9814 - 9714) + '\x65' + chr(99) + chr(111) + chr(3518 - 3418) + chr(0b100 + 0o141))(chr(0b1110101) + '\x74' + '\146' + chr(45) + '\070')): j2hKznjI8vgQ = dPP7_1x6t4rG(uzYpZLBDz9M7, BlVpc8NdjRFf) JaZEP80kXwoT = BunoIZlW4qtd(j2hKznjI8vgQ) else: raise WbNHlDKpyPtQ(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'1Yx\xd0_\xe7\x858\xf5\x99\xfbdDmh\x1a\x97~\x1a\x85b\xb2\xe0\xac\xaa\x18x\xf9\xa0F'), chr(1286 - 1186) + chr(0b100110 + 0o77) + chr(99) + chr(111) + chr(0b1010101 + 0o17) + chr(101))(chr(0b111110 + 0o67) + chr(0b110000 + 0o104) + chr(1956 - 1854) + '\x2d' + chr(1106 - 1050)), roI3spqORKae(ES5oEprVxulp(b"0\x06$\xefG\xa0\x9a'\xc1\xe6\xd6K"), '\144' + chr(1712 - 1611) + chr(0b1000001 + 0o42) + '\x6f' + '\144' + chr(0b1100101))('\x75' + chr(0b1110100) + chr(102) + chr(0b110 + 0o47) + chr(0b111000)))(roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\x00cV\xedL\xd2\xbe\x04\xd5\xe6\xc5Mn]H'), chr(0b1100100) + chr(101) + chr(99) + chr(7303 - 7192) + chr(0b1100100) + chr(9627 - 9526))(chr(117) + chr(0b111000 + 0o74) + chr(0b1100110) + '\055' + chr(56))))) ux0XlXMUdKbX = _ns7nKABerYS(JaZEP80kXwoT, vocab=hXMPsSrOQzbh.VOCAB_name, figsize=VEZvNXPcxjY7, ncol=KY5WgCCo6x3Q, plot_name=roI3spqORKae(ES5oEprVxulp(b"'\\{\xd0e\xe1\xc6h"), chr(9241 - 9141) + chr(0b1001100 + 0o31) + '\x63' + chr(0b1101111) + chr(100) + '\145')('\x75' + chr(0b1110100) + chr(1892 - 1790) + chr(45) + chr(0b10001 + 0o47))) return ux0XlXMUdKbX
gagneurlab/concise
concise/layers.py
ConvSequence.plot_weights
def plot_weights(self, index=None, plot_type="motif_raw", figsize=None, ncol=1, **kwargs): """Plot filters as heatmap or motifs index = can be a particular index or a list of indicies **kwargs - additional arguments to concise.utils.plot.heatmap """ if "heatmap" in self.AVAILABLE_PLOTS and plot_type == "heatmap": return self._plot_weights_heatmap(index=index, figsize=figsize, ncol=ncol, **kwargs) elif plot_type[:5] == "motif": return self._plot_weights_motif(index=index, plot_type=plot_type, figsize=figsize, ncol=ncol, **kwargs) else: raise ValueError("plot_type needs to be from {0}".format(self.AVAILABLE_PLOTS))
python
def plot_weights(self, index=None, plot_type="motif_raw", figsize=None, ncol=1, **kwargs): """Plot filters as heatmap or motifs index = can be a particular index or a list of indicies **kwargs - additional arguments to concise.utils.plot.heatmap """ if "heatmap" in self.AVAILABLE_PLOTS and plot_type == "heatmap": return self._plot_weights_heatmap(index=index, figsize=figsize, ncol=ncol, **kwargs) elif plot_type[:5] == "motif": return self._plot_weights_motif(index=index, plot_type=plot_type, figsize=figsize, ncol=ncol, **kwargs) else: raise ValueError("plot_type needs to be from {0}".format(self.AVAILABLE_PLOTS))
[ "def", "plot_weights", "(", "self", ",", "index", "=", "None", ",", "plot_type", "=", "\"motif_raw\"", ",", "figsize", "=", "None", ",", "ncol", "=", "1", ",", "*", "*", "kwargs", ")", ":", "if", "\"heatmap\"", "in", "self", ".", "AVAILABLE_PLOTS", "and", "plot_type", "==", "\"heatmap\"", ":", "return", "self", ".", "_plot_weights_heatmap", "(", "index", "=", "index", ",", "figsize", "=", "figsize", ",", "ncol", "=", "ncol", ",", "*", "*", "kwargs", ")", "elif", "plot_type", "[", ":", "5", "]", "==", "\"motif\"", ":", "return", "self", ".", "_plot_weights_motif", "(", "index", "=", "index", ",", "plot_type", "=", "plot_type", ",", "figsize", "=", "figsize", ",", "ncol", "=", "ncol", ",", "*", "*", "kwargs", ")", "else", ":", "raise", "ValueError", "(", "\"plot_type needs to be from {0}\"", ".", "format", "(", "self", ".", "AVAILABLE_PLOTS", ")", ")" ]
Plot filters as heatmap or motifs index = can be a particular index or a list of indicies **kwargs - additional arguments to concise.utils.plot.heatmap
[ "Plot", "filters", "as", "heatmap", "or", "motifs" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/layers.py#L245-L257
train
Plot the weights of the current object.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + '\x6f' + chr(0b10101 + 0o35) + '\x35' + chr(0b100110 + 0o12), 45589 - 45581), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(50) + chr(54), 30799 - 30791), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b100001 + 0o22) + chr(53) + chr(0b101011 + 0o10), 0o10), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(111) + chr(50) + chr(0b110011) + '\063', 29507 - 29499), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\066' + chr(0b110100), 52020 - 52012), nzTpIcepk0o8('\x30' + '\x6f' + '\x32' + chr(48) + '\061', 0b1000), nzTpIcepk0o8('\x30' + '\157' + '\x33' + chr(0b110011 + 0o1) + chr(1911 - 1859), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110010) + '\064' + chr(0b1001 + 0o51), 43834 - 43826), nzTpIcepk0o8(chr(0b100000 + 0o20) + '\157' + chr(50) + '\064', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(51) + chr(0b110110), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b10101 + 0o132) + '\x36' + chr(0b101110 + 0o6), 8), nzTpIcepk0o8(chr(48) + chr(1921 - 1810) + chr(0b110011) + chr(0b110100) + chr(0b1001 + 0o54), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(1157 - 1046) + '\062' + chr(430 - 377) + chr(0b100 + 0o56), 45027 - 45019), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(2201 - 2090) + chr(0b110001) + chr(1209 - 1161) + chr(0b110011), 4989 - 4981), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(2408 - 2357) + chr(0b11011 + 0o26), 41863 - 41855), nzTpIcepk0o8(chr(0b10011 + 0o35) + chr(0b11100 + 0o123) + chr(0b0 + 0o62) + chr(0b11110 + 0o26) + chr(0b110101), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\x33' + chr(0b100010 + 0o21) + chr(92 - 41), 5783 - 5775), nzTpIcepk0o8(chr(48) + chr(4211 - 4100) + '\061' + '\063' + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b10111 + 0o37) + chr(54), 0o10), nzTpIcepk0o8(chr(1249 - 1201) + chr(10702 - 10591) + '\x34' + chr(0b110000), 0o10), nzTpIcepk0o8(chr(48) + chr(0b100010 + 0o115) + chr(0b1011 + 0o51), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(1207 - 1152) + chr(0b1011 + 0o51), 24234 - 24226), nzTpIcepk0o8(chr(1393 - 1345) + chr(0b1101111) + chr(2375 - 2324) + chr(0b110110 + 0o1) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(2277 - 2229) + '\x6f' + '\062' + chr(853 - 800) + '\x34', 0o10), nzTpIcepk0o8('\x30' + chr(3098 - 2987) + '\061' + chr(1570 - 1520) + chr(0b111 + 0o56), 0b1000), nzTpIcepk0o8(chr(1432 - 1384) + chr(111) + chr(51) + chr(0b110100) + chr(54), 4070 - 4062), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b1000100 + 0o53) + chr(0b110010) + chr(0b110010) + chr(49), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(50) + '\063' + chr(0b100001 + 0o23), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + '\x35' + chr(0b11 + 0o57), 8), nzTpIcepk0o8(chr(106 - 58) + '\157' + chr(51) + chr(49) + chr(0b110100), 3173 - 3165), nzTpIcepk0o8(chr(0b110000) + chr(0b1111 + 0o140) + chr(0b110010) + chr(0b11011 + 0o26) + chr(0b101100 + 0o4), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b10011 + 0o134) + '\061' + chr(52) + '\060', 0o10), nzTpIcepk0o8(chr(563 - 515) + chr(0b1101111) + '\063' + chr(1660 - 1612) + '\x31', 6617 - 6609), nzTpIcepk0o8(chr(48) + chr(3897 - 3786) + chr(51) + chr(0b110000) + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(0b101011 + 0o5) + '\157' + chr(0b101101 + 0o4) + chr(54) + chr(0b1100 + 0o44), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b101001 + 0o106) + chr(49) + chr(55) + chr(0b10110 + 0o41), 19772 - 19764), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\157' + chr(50) + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(0b1101111) + '\062' + chr(1905 - 1850) + '\x36', 3808 - 3800), nzTpIcepk0o8(chr(755 - 707) + '\157' + '\x32' + '\x32' + chr(54), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + chr(111) + chr(0b1011 + 0o52) + chr(0b1110 + 0o42), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x86'), chr(100) + '\145' + chr(0b1100011) + '\157' + chr(0b1100100) + '\145')('\165' + chr(0b1110100) + chr(0b1100110) + '\055' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def lEkJH9hLzqwA(hXMPsSrOQzbh, ZpfN5tSLaZze=None, RpMFc4ifdtkX=roI3spqORKae(ES5oEprVxulp(b'\xc5\xb9\x9f\xf2R\xde\x96\xc3c'), '\x64' + chr(0b1100101) + chr(0b1010 + 0o131) + chr(111) + chr(0b11010 + 0o112) + chr(101))('\165' + chr(4252 - 4136) + '\146' + chr(1925 - 1880) + chr(0b110000 + 0o10)), VEZvNXPcxjY7=None, KY5WgCCo6x3Q=nzTpIcepk0o8('\x30' + '\x6f' + '\061', ord("\x08")), **q5n0sHDDTy90): if roI3spqORKae(ES5oEprVxulp(b'\xc0\xb3\x8a\xefY\xe0\x94'), chr(0b1100100) + chr(101) + chr(0b1100011) + '\157' + chr(8977 - 8877) + '\x65')(chr(9254 - 9137) + chr(0b1110100) + chr(0b1100110) + chr(0b10011 + 0o32) + chr(0b1 + 0o67)) in roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xe9\x80\xaa\xd2x\xc0\xa6\xeeQAd\xa9\xe5B\x10'), '\x64' + chr(101) + '\143' + chr(0b100100 + 0o113) + chr(0b1100100) + chr(101))(chr(0b1110101) + chr(0b111101 + 0o67) + chr(0b1100110) + chr(0b1000 + 0o45) + chr(0b100110 + 0o22))) and RpMFc4ifdtkX == roI3spqORKae(ES5oEprVxulp(b'\xc0\xb3\x8a\xefY\xe0\x94'), chr(0b110101 + 0o57) + chr(101) + chr(99) + chr(0b1101111) + chr(100) + '\x65')('\165' + chr(116) + '\146' + chr(45) + '\070'): return roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xf7\xa6\x87\xf4@\xde\x93\xc7}y\\\x91\xd9I+|\xc4\xaf2\xd7P'), chr(0b10011 + 0o121) + chr(9780 - 9679) + chr(1894 - 1795) + chr(0b1101000 + 0o7) + chr(0b1011101 + 0o7) + chr(0b1100101))(chr(117) + chr(116) + chr(1396 - 1294) + chr(1035 - 990) + chr(0b1 + 0o67)))(index=ZpfN5tSLaZze, figsize=VEZvNXPcxjY7, ncol=KY5WgCCo6x3Q, **q5n0sHDDTy90) elif RpMFc4ifdtkX[:nzTpIcepk0o8(chr(0b110000) + chr(11644 - 11533) + chr(0b100000 + 0o25), ord("\x08"))] == roI3spqORKae(ES5oEprVxulp(b'\xc5\xb9\x9f\xf2R'), chr(5505 - 5405) + chr(101) + '\x63' + chr(10501 - 10390) + chr(5229 - 5129) + '\x65')('\x75' + chr(5088 - 4972) + '\146' + chr(0b100111 + 0o6) + chr(56)): return roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xf7\xa6\x87\xf4@\xde\x93\xc7}y\\\x91\xd9I.v\xd1\xb29'), chr(0b1011110 + 0o6) + '\145' + chr(6214 - 6115) + '\x6f' + '\144' + '\x65')(chr(0b1110101) + chr(116) + chr(102) + '\055' + chr(0b100111 + 0o21)))(index=ZpfN5tSLaZze, plot_type=RpMFc4ifdtkX, figsize=VEZvNXPcxjY7, ncol=KY5WgCCo6x3Q, **q5n0sHDDTy90) else: raise WbNHlDKpyPtQ(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\xd8\xba\x84\xefk\xf5\x9d\xd2q>Z\x80\xcfr09\xd1\xb4\x7f\xd4E$Z\x8c\xc38\xc6\xea\xac\xd7'), chr(0b1100100) + '\145' + chr(0b1100011) + chr(1735 - 1624) + chr(0b1001 + 0o133) + chr(0b1000100 + 0o41))('\165' + '\164' + chr(3948 - 3846) + '\x2d' + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\xd9\xe5\xd8\xd0s\xb2\x82\xcdEAw\xaf'), '\144' + '\x65' + chr(99) + '\x6f' + '\x64' + chr(0b1100101))(chr(274 - 157) + chr(0b1110100) + chr(0b1011110 + 0o10) + chr(45) + '\070'))(roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xe9\x80\xaa\xd2x\xc0\xa6\xeeQAd\xa9\xe5B\x10'), '\x64' + '\x65' + '\143' + '\x6f' + chr(100) + chr(0b110110 + 0o57))(chr(0b111100 + 0o71) + chr(116) + '\146' + chr(1234 - 1189) + '\x38'))))
gagneurlab/concise
concise/initializers.py
_check_pwm_list
def _check_pwm_list(pwm_list): """Check the input validity """ for pwm in pwm_list: if not isinstance(pwm, PWM): raise TypeError("element {0} of pwm_list is not of type PWM".format(pwm)) return True
python
def _check_pwm_list(pwm_list): """Check the input validity """ for pwm in pwm_list: if not isinstance(pwm, PWM): raise TypeError("element {0} of pwm_list is not of type PWM".format(pwm)) return True
[ "def", "_check_pwm_list", "(", "pwm_list", ")", ":", "for", "pwm", "in", "pwm_list", ":", "if", "not", "isinstance", "(", "pwm", ",", "PWM", ")", ":", "raise", "TypeError", "(", "\"element {0} of pwm_list is not of type PWM\"", ".", "format", "(", "pwm", ")", ")", "return", "True" ]
Check the input validity
[ "Check", "the", "input", "validity" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/initializers.py#L22-L28
train
Check the input validity of the PWM list.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + chr(5112 - 5001) + chr(0b101100 + 0o5) + chr(1386 - 1334), 55037 - 55029), nzTpIcepk0o8(chr(2022 - 1974) + chr(0b110100 + 0o73) + chr(0b110011) + chr(53) + chr(0b101011 + 0o5), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b10010 + 0o40) + chr(0b100001 + 0o26) + '\x36', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(2112 - 2063) + chr(0b110011) + '\x33', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b101010 + 0o105) + chr(0b11010 + 0o30) + chr(0b110100) + chr(52), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(49) + chr(0b110100) + chr(0b110011), 6868 - 6860), nzTpIcepk0o8('\x30' + chr(10301 - 10190) + '\062' + chr(0b10011 + 0o44) + chr(0b10100 + 0o36), ord("\x08")), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(2462 - 2351) + chr(0b1101 + 0o44) + chr(0b110101) + chr(52), 0b1000), nzTpIcepk0o8(chr(0b1000 + 0o50) + '\157' + chr(48), 0o10), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(10516 - 10405) + '\062' + chr(1549 - 1500), 57248 - 57240), nzTpIcepk0o8('\060' + '\157' + chr(50) + chr(51) + chr(0b11000 + 0o32), 0o10), nzTpIcepk0o8(chr(1753 - 1705) + '\157' + chr(50) + chr(52), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b10001 + 0o42) + chr(0b110 + 0o54) + '\x31', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\063' + '\x30' + '\x37', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110111) + '\063', 1190 - 1182), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(111) + chr(0b110001) + '\061' + chr(0b0 + 0o64), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b101110 + 0o6) + '\x32', 23382 - 23374), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(2015 - 1966) + chr(0b11 + 0o55) + '\064', ord("\x08")), nzTpIcepk0o8(chr(0b100000 + 0o20) + '\x6f' + chr(0b110001) + chr(1501 - 1451) + '\062', 0o10), nzTpIcepk0o8('\060' + chr(0b10010 + 0o135) + chr(0b110010) + chr(2077 - 2023) + chr(1427 - 1375), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(617 - 566) + chr(2167 - 2113) + '\x33', 0o10), nzTpIcepk0o8(chr(1708 - 1660) + chr(111) + chr(0b10100 + 0o35) + chr(55) + chr(0b10 + 0o57), 15400 - 15392), nzTpIcepk0o8('\x30' + '\157' + chr(1791 - 1738) + chr(0b110100), 27704 - 27696), nzTpIcepk0o8(chr(73 - 25) + '\x6f' + chr(0b110001) + chr(0b101100 + 0o10) + chr(0b11010 + 0o34), 0b1000), nzTpIcepk0o8('\060' + chr(0b1000010 + 0o55) + chr(0b110001) + chr(0b110110) + chr(1434 - 1380), 18075 - 18067), nzTpIcepk0o8(chr(1677 - 1629) + chr(0b111101 + 0o62) + chr(0b11100 + 0o26) + '\061' + chr(0b10111 + 0o37), 0b1000), nzTpIcepk0o8(chr(0b10011 + 0o35) + chr(0b1101111) + chr(0b100001 + 0o21) + '\063' + '\x34', ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + '\x32' + '\065' + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101101 + 0o2) + chr(53) + chr(0b10001 + 0o37), 0o10), nzTpIcepk0o8(chr(1052 - 1004) + '\x6f' + chr(0b110011) + chr(49) + '\064', 50996 - 50988), nzTpIcepk0o8(chr(0b110000) + chr(0b11100 + 0o123) + chr(0b11101 + 0o24) + chr(0b110110) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(3636 - 3525) + chr(444 - 393) + chr(54) + '\x34', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(49) + chr(0b110100) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + '\062' + chr(2758 - 2704) + chr(0b11011 + 0o33), 57666 - 57658), nzTpIcepk0o8('\060' + chr(0b1001 + 0o146) + chr(636 - 586) + chr(2122 - 2073) + chr(0b110000 + 0o5), 19919 - 19911), nzTpIcepk0o8(chr(48) + chr(111) + chr(50) + '\067' + chr(0b1011 + 0o54), 20833 - 20825), nzTpIcepk0o8('\060' + chr(111) + chr(468 - 418) + chr(52) + '\x35', 0b1000), nzTpIcepk0o8(chr(0b101 + 0o53) + '\x6f' + chr(0b110010) + '\x31' + chr(48), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b110010) + chr(332 - 281) + '\x31', 16679 - 16671), nzTpIcepk0o8('\x30' + chr(0b1000010 + 0o55) + chr(0b10100 + 0o37) + '\061' + chr(51), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(1137 - 1089) + chr(111) + '\065' + '\060', 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'"'), '\x64' + chr(2542 - 2441) + chr(0b1100011) + '\157' + '\x64' + chr(0b101010 + 0o73))(chr(0b1010111 + 0o36) + '\164' + '\x66' + '\x2d' + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def PzA1Vi7D8wQn(Qi3yXkMLCBoV): for cAf6sU6EARzT in Qi3yXkMLCBoV: if not suIjIS24Zkqw(cAf6sU6EARzT, xLAFWC4Kqjb0): raise jZIjKu8IFANs(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'i\x84\xdb6\xc1\r\xceL{!\xe74\xbe\xa1\x1b<U)\r\xd8\x9a\nXF\x1f\xfd\xbc\xc0G\xb8S\x9b\x06\x96\xf9\xc6\xd5\xed\xb9\x9b[\xa5'), chr(0b1100100) + chr(0b1100101) + chr(0b1100011) + chr(111) + '\144' + chr(0b1100101))('\x75' + '\164' + '\146' + chr(45) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'}\xdb\x8d\x10\xe3P\xdc\x03QN\xd9^'), chr(7333 - 7233) + chr(0b10 + 0o143) + chr(0b1100011) + chr(0b1101111) + chr(0b11010 + 0o112) + '\x65')(chr(0b1110101) + chr(116) + '\x66' + chr(45) + chr(0b100011 + 0o25)))(cAf6sU6EARzT)) return nzTpIcepk0o8(chr(0b11000 + 0o30) + '\157' + '\061', ord("\x08"))
gagneurlab/concise
concise/initializers.py
_truncated_normal
def _truncated_normal(mean, stddev, seed=None, normalize=True, alpha=0.01): ''' Add noise with truncnorm from numpy. Bounded (0.001,0.999) ''' # within range () # provide entry to chose which adding noise way to use if seed is not None: np.random.seed(seed) if stddev == 0: X = mean else: gen_X = truncnorm((alpha - mean) / stddev, ((1 - alpha) - mean) / stddev, loc=mean, scale=stddev) X = gen_X.rvs() + mean if normalize: # Normalize, column sum to 1 col_sums = X.sum(1) X = X / col_sums[:, np.newaxis] return X
python
def _truncated_normal(mean, stddev, seed=None, normalize=True, alpha=0.01): ''' Add noise with truncnorm from numpy. Bounded (0.001,0.999) ''' # within range () # provide entry to chose which adding noise way to use if seed is not None: np.random.seed(seed) if stddev == 0: X = mean else: gen_X = truncnorm((alpha - mean) / stddev, ((1 - alpha) - mean) / stddev, loc=mean, scale=stddev) X = gen_X.rvs() + mean if normalize: # Normalize, column sum to 1 col_sums = X.sum(1) X = X / col_sums[:, np.newaxis] return X
[ "def", "_truncated_normal", "(", "mean", ",", "stddev", ",", "seed", "=", "None", ",", "normalize", "=", "True", ",", "alpha", "=", "0.01", ")", ":", "# within range ()", "# provide entry to chose which adding noise way to use", "if", "seed", "is", "not", "None", ":", "np", ".", "random", ".", "seed", "(", "seed", ")", "if", "stddev", "==", "0", ":", "X", "=", "mean", "else", ":", "gen_X", "=", "truncnorm", "(", "(", "alpha", "-", "mean", ")", "/", "stddev", ",", "(", "(", "1", "-", "alpha", ")", "-", "mean", ")", "/", "stddev", ",", "loc", "=", "mean", ",", "scale", "=", "stddev", ")", "X", "=", "gen_X", ".", "rvs", "(", ")", "+", "mean", "if", "normalize", ":", "# Normalize, column sum to 1", "col_sums", "=", "X", ".", "sum", "(", "1", ")", "X", "=", "X", "/", "col_sums", "[", ":", ",", "np", ".", "newaxis", "]", "return", "X" ]
Add noise with truncnorm from numpy. Bounded (0.001,0.999)
[ "Add", "noise", "with", "truncnorm", "from", "numpy", ".", "Bounded", "(", "0", ".", "001", "0", ".", "999", ")" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/initializers.py#L31-L54
train
Add noise with truncnorm from numpy. random. truncnorm from numpy. random. truncnorm
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(956 - 908) + chr(0b111011 + 0o64) + chr(0b110011) + '\066' + '\x36', 29494 - 29486), nzTpIcepk0o8(chr(0b110000) + chr(8152 - 8041) + chr(963 - 912) + '\061' + '\x30', ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + '\063' + chr(54) + '\x35', 62299 - 62291), nzTpIcepk0o8('\x30' + '\x6f' + chr(2348 - 2298) + '\x37' + chr(48), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(11902 - 11791) + chr(0b110011) + '\062' + chr(0b110110), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(454 - 403) + chr(0b10000 + 0o42) + '\x36', 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b11000 + 0o31) + '\x31' + chr(51), ord("\x08")), nzTpIcepk0o8(chr(2006 - 1958) + '\157' + chr(0b11100 + 0o26) + '\060' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(134 - 86) + '\x6f' + chr(2347 - 2297) + '\x30' + chr(55), 0o10), nzTpIcepk0o8(chr(0b1100 + 0o44) + '\x6f' + chr(0b11101 + 0o25) + chr(0b110111) + '\x33', 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110010) + chr(0b1011 + 0o50) + chr(1131 - 1082), ord("\x08")), nzTpIcepk0o8('\x30' + chr(207 - 96) + '\x31' + '\067' + '\061', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(10668 - 10557) + chr(0b100010 + 0o21) + chr(53), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + '\x31' + '\060' + '\x35', 10133 - 10125), nzTpIcepk0o8('\x30' + '\157' + chr(1027 - 976) + chr(339 - 286) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + '\157' + '\x33' + chr(2293 - 2240) + chr(54), 36204 - 36196), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(1079 - 968) + chr(0b1101 + 0o44) + '\064' + chr(0b110001), 29109 - 29101), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110011 + 0o0) + chr(836 - 788) + '\064', 2320 - 2312), nzTpIcepk0o8(chr(1002 - 954) + chr(0b1010101 + 0o32) + chr(0b110010) + chr(0b101010 + 0o15) + chr(0b11011 + 0o30), 8), nzTpIcepk0o8(chr(48) + '\x6f' + '\061' + chr(0b110101) + '\067', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\063' + chr(49) + chr(0b101010 + 0o10), 0o10), nzTpIcepk0o8(chr(1037 - 989) + chr(0b1101111) + '\063' + '\x31' + chr(997 - 947), 8), nzTpIcepk0o8(chr(1234 - 1186) + chr(111) + chr(446 - 395) + chr(2328 - 2277) + '\065', 0o10), nzTpIcepk0o8(chr(359 - 311) + '\157' + '\062' + '\062' + chr(1508 - 1459), 60432 - 60424), nzTpIcepk0o8(chr(48) + chr(12013 - 11902) + chr(51) + chr(0b1001 + 0o50) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(1391 - 1343) + chr(0b1101111) + '\063' + chr(49) + chr(0b110011), 58923 - 58915), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b11010 + 0o31) + chr(0b110111) + '\061', 0o10), nzTpIcepk0o8(chr(0b100100 + 0o14) + '\157' + chr(0b110011) + chr(569 - 516) + '\x32', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\062' + chr(0b110010) + chr(0b11 + 0o61), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(50) + chr(0b110110) + chr(50), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(11401 - 11290) + chr(0b10011 + 0o44), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b10011 + 0o40) + chr(0b1011 + 0o46) + '\067', 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(50) + chr(54) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b11 + 0o154) + chr(2350 - 2300) + chr(51) + chr(0b100101 + 0o15), 56528 - 56520), nzTpIcepk0o8(chr(48) + '\157' + '\062' + chr(0b110101) + chr(2529 - 2477), ord("\x08")), nzTpIcepk0o8(chr(0b1110 + 0o42) + '\157' + chr(50) + chr(0b110111 + 0o0) + '\067', 0b1000), nzTpIcepk0o8('\x30' + chr(4861 - 4750) + '\x32' + '\x30' + chr(0b1001 + 0o47), 61211 - 61203), nzTpIcepk0o8('\x30' + chr(9999 - 9888) + '\x33' + '\066' + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x31' + chr(54) + chr(1774 - 1725), 0b1000), nzTpIcepk0o8(chr(1574 - 1526) + chr(111) + chr(2261 - 2211) + chr(0b110110) + chr(49), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110101) + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xd8'), chr(0b10000 + 0o124) + chr(7406 - 7305) + '\x63' + '\x6f' + '\144' + chr(101))(chr(9254 - 9137) + chr(7672 - 7556) + chr(0b110101 + 0o61) + chr(0b101010 + 0o3) + chr(0b10000 + 0o50)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def LVPkF_dY_Eir(JE1frtxECu3x, m0zEsMdksYOu, jQIWQc63TBX6=None, euRgWTY4eBYM=nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110001), ord("\x08")), t3TBppk7s7__=0.01): if jQIWQc63TBX6 is not None: roI3spqORKae(nDF4gVNx0u9Q.random, roI3spqORKae(ES5oEprVxulp(b'\x9c\x99\xbc\xef\x87\xb5}\xb0\xd3\xf9\xc1O'), chr(0b1100100) + chr(0b1100101) + chr(0b1010 + 0o131) + chr(0b1101111) + chr(100) + '\145')('\165' + '\164' + chr(0b1100110) + '\x2d' + chr(0b111000)))(jQIWQc63TBX6) if m0zEsMdksYOu == nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110000 + 0o0), 0b1000): mxhyDqTAMpMC = JE1frtxECu3x else: AMG8KGjHJ8ed = hFFcCLt6q_Vy((t3TBppk7s7__ - JE1frtxECu3x) / m0zEsMdksYOu, (nzTpIcepk0o8('\060' + chr(0b100011 + 0o114) + '\x31', 8) - t3TBppk7s7__ - JE1frtxECu3x) / m0zEsMdksYOu, loc=JE1frtxECu3x, scale=m0zEsMdksYOu) mxhyDqTAMpMC = AMG8KGjHJ8ed.rvs() + JE1frtxECu3x if euRgWTY4eBYM: w1XBjFZdrweV = mxhyDqTAMpMC.oclC8DLjA_lV(nzTpIcepk0o8('\060' + chr(0b1101111) + chr(49), 8)) mxhyDqTAMpMC = mxhyDqTAMpMC / w1XBjFZdrweV[:, nDF4gVNx0u9Q.newaxis] return mxhyDqTAMpMC
gagneurlab/concise
concise/utils/plot.py
heatmap
def heatmap(w, vmin=None, vmax=None, diverge_color=False, ncol=1, plot_name=None, vocab=["A", "C", "G", "T"], figsize=(6, 2)): """Plot a heatmap from weight matrix w vmin, vmax = z axis range diverge_color = Should we use diverging colors? plot_name = plot_title vocab = vocabulary (corresponds to the first axis) """ # Generate y and x values from the dimension lengths assert len(vocab) == w.shape[0] plt_y = np.arange(w.shape[0] + 1) + 0.5 plt_x = np.arange(w.shape[1] + 1) - 0.5 z_min = w.min() z_max = w.max() if vmin is None: vmin = z_min if vmax is None: vmax = z_max if diverge_color: color_map = plt.cm.RdBu else: color_map = plt.cm.Blues fig = plt.figure(figsize=figsize) # multiple axis if len(w.shape) == 3: # n_plots = w.shape[2] nrow = math.ceil(n_plots / ncol) else: n_plots = 1 nrow = 1 ncol = 1 for i in range(n_plots): if len(w.shape) == 3: w_cur = w[:, :, i] else: w_cur = w ax = plt.subplot(nrow, ncol, i + 1) plt.tight_layout() im = ax.pcolormesh(plt_x, plt_y, w_cur, cmap=color_map, vmin=vmin, vmax=vmax, edgecolors="white") ax.grid(False) ax.set_yticklabels([""] + vocab, minor=False) ax.yaxis.set_major_locator(MaxNLocator(integer=True)) ax.set_xticks(np.arange(w_cur.shape[1] + 1)) ax.set_xlim(plt_x.min(), plt_x.max()) ax.set_ylim(plt_y.min(), plt_y.max()) # nice scale location: # http://stackoverflow.com/questions/18195758/set-matplotlib-colorbar-size-to-match-graph divider = make_axes_locatable(ax) cax = divider.append_axes("right", size="5%", pad=0.05) fig.colorbar(im, cax=cax) if plot_name is not None: if n_plots > 0: pln = plot_name + " {0}".format(i) else: pln = plot_name ax.set_title(pln) ax.set_aspect('equal') return fig
python
def heatmap(w, vmin=None, vmax=None, diverge_color=False, ncol=1, plot_name=None, vocab=["A", "C", "G", "T"], figsize=(6, 2)): """Plot a heatmap from weight matrix w vmin, vmax = z axis range diverge_color = Should we use diverging colors? plot_name = plot_title vocab = vocabulary (corresponds to the first axis) """ # Generate y and x values from the dimension lengths assert len(vocab) == w.shape[0] plt_y = np.arange(w.shape[0] + 1) + 0.5 plt_x = np.arange(w.shape[1] + 1) - 0.5 z_min = w.min() z_max = w.max() if vmin is None: vmin = z_min if vmax is None: vmax = z_max if diverge_color: color_map = plt.cm.RdBu else: color_map = plt.cm.Blues fig = plt.figure(figsize=figsize) # multiple axis if len(w.shape) == 3: # n_plots = w.shape[2] nrow = math.ceil(n_plots / ncol) else: n_plots = 1 nrow = 1 ncol = 1 for i in range(n_plots): if len(w.shape) == 3: w_cur = w[:, :, i] else: w_cur = w ax = plt.subplot(nrow, ncol, i + 1) plt.tight_layout() im = ax.pcolormesh(plt_x, plt_y, w_cur, cmap=color_map, vmin=vmin, vmax=vmax, edgecolors="white") ax.grid(False) ax.set_yticklabels([""] + vocab, minor=False) ax.yaxis.set_major_locator(MaxNLocator(integer=True)) ax.set_xticks(np.arange(w_cur.shape[1] + 1)) ax.set_xlim(plt_x.min(), plt_x.max()) ax.set_ylim(plt_y.min(), plt_y.max()) # nice scale location: # http://stackoverflow.com/questions/18195758/set-matplotlib-colorbar-size-to-match-graph divider = make_axes_locatable(ax) cax = divider.append_axes("right", size="5%", pad=0.05) fig.colorbar(im, cax=cax) if plot_name is not None: if n_plots > 0: pln = plot_name + " {0}".format(i) else: pln = plot_name ax.set_title(pln) ax.set_aspect('equal') return fig
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Plot a heatmap from weight matrix w vmin, vmax = z axis range diverge_color = Should we use diverging colors? plot_name = plot_title vocab = vocabulary (corresponds to the first axis)
[ "Plot", "a", "heatmap", "from", "weight", "matrix", "w" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/plot.py#L22-L89
train
Plot a heatmap from weight matrix w vmin vmax diverge_color = True will plot a heatmap from the first axis.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(1694 - 1646) + '\157' + chr(49) + '\066' + chr(49), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + '\065' + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000 + 0o0) + '\x6f' + chr(0b110001) + chr(1333 - 1285) + '\x37', 30266 - 30258), nzTpIcepk0o8(chr(0b110000 + 0o0) + '\x6f' + chr(54) + '\x33', 0b1000), nzTpIcepk0o8('\x30' + chr(8439 - 8328) + '\062' + chr(0b110010) + '\062', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(51) + '\063' + chr(0b110100), 0o10), nzTpIcepk0o8(chr(0b101110 + 0o2) + '\157' + chr(0b110011) + chr(0b1101 + 0o46) + chr(0b110101), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b101001 + 0o106) + chr(51) + chr(0b110000) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(1936 - 1887) + chr(612 - 557) + chr(2854 - 2800), 0b1000), nzTpIcepk0o8(chr(0b100010 + 0o16) + chr(0b1101111) + '\x31' + '\063' + '\065', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(1996 - 1885) + chr(52) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(9019 - 8908) + chr(0b10100 + 0o36) + chr(2507 - 2454) + chr(1452 - 1404), 43480 - 43472), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + chr(48), 7218 - 7210), nzTpIcepk0o8(chr(1714 - 1666) + chr(0b1101111) + chr(0b10111 + 0o40) + chr(48), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b101100 + 0o6) + '\063' + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b111 + 0o52) + chr(55) + chr(52), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(191 - 140) + '\064' + chr(0b10110 + 0o40), 0b1000), nzTpIcepk0o8(chr(48) + chr(2597 - 2486) + chr(50) + chr(1283 - 1228), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b11101 + 0o25) + '\067' + chr(0b110 + 0o55), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b100010 + 0o17) + chr(144 - 94) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(105 - 57) + chr(111) + chr(0b110 + 0o54) + '\x31' + '\x35', 0b1000), nzTpIcepk0o8(chr(1832 - 1784) + chr(0b1101 + 0o142) + '\x31' + '\063' + chr(0b110010), 18935 - 18927), nzTpIcepk0o8(chr(1502 - 1454) + chr(111) + chr(0b110011) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(7519 - 7408) + '\063' + chr(48), 8), nzTpIcepk0o8(chr(1671 - 1623) + chr(111) + chr(670 - 620) + chr(52) + chr(0b1100 + 0o45), 0b1000), nzTpIcepk0o8(chr(1096 - 1048) + chr(0b1101111) + chr(2398 - 2348) + chr(49) + chr(53), 8), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(0b1101 + 0o142) + '\063' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110011) + chr(51) + chr(2228 - 2178), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101000 + 0o7) + '\061' + '\061' + chr(0b11010 + 0o30), 7077 - 7069), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b100101 + 0o16) + '\x36' + '\x36', 3124 - 3116), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(1287 - 1237), ord("\x08")), nzTpIcepk0o8(chr(0b10011 + 0o35) + '\157' + '\x34' + '\066', 30758 - 30750), nzTpIcepk0o8(chr(0b110000) + chr(7758 - 7647) + chr(0b110011 + 0o0) + '\065' + chr(0b100010 + 0o24), 0o10), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(10294 - 10183) + '\066', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110001) + '\x33', 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\x31' + '\x37' + chr(0b10011 + 0o37), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(0b110001) + chr(0b1011 + 0o54) + chr(2464 - 2411), 0b1000), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(0b100101 + 0o112) + chr(0b110010) + '\x37' + chr(0b101100 + 0o5), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + '\x34' + chr(0b110000), ord("\x08")), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b1011101 + 0o22) + chr(0b110011) + chr(49) + chr(54), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(5956 - 5845) + '\065' + chr(0b11010 + 0o26), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'_'), '\144' + '\x65' + '\143' + chr(0b1101111) + chr(0b1010010 + 0o22) + '\145')(chr(0b11010 + 0o133) + chr(10527 - 10411) + '\x66' + chr(0b101101) + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def cTz1AXtaPQDE(sm7_CLmeWGR7, dd9k_9ENnwTw=None, wELe2JJPb28t=None, IsnEVcL7hLiQ=nzTpIcepk0o8('\x30' + '\x6f' + chr(1143 - 1095), 21173 - 21165), KY5WgCCo6x3Q=nzTpIcepk0o8('\060' + '\x6f' + chr(687 - 638), 33000 - 32992), UnFTaFAuyglc=None, Gco8Sd5Rk1TP=[roI3spqORKae(ES5oEprVxulp(b'0'), chr(0b1 + 0o143) + '\x65' + '\143' + '\x6f' + '\144' + '\x65')(chr(0b1110101) + chr(0b1000011 + 0o61) + chr(102) + '\055' + chr(0b110011 + 0o5)), roI3spqORKae(ES5oEprVxulp(b'2'), chr(0b1100100) + '\145' + chr(99) + chr(268 - 157) + chr(0b1100100) + chr(0b1000001 + 0o44))(chr(0b1110101) + '\x74' + chr(0b1111 + 0o127) + '\x2d' + chr(2083 - 2027)), roI3spqORKae(ES5oEprVxulp(b'6'), '\144' + '\x65' + chr(99) + chr(0b1100010 + 0o15) + '\144' + '\145')(chr(0b1110101) + chr(0b10 + 0o162) + chr(102) + '\055' + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'%'), chr(1299 - 1199) + chr(4527 - 4426) + '\x63' + '\x6f' + chr(4971 - 4871) + chr(0b1100101))('\x75' + '\164' + chr(102) + chr(0b101101) + chr(0b111000))], VEZvNXPcxjY7=(nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(8141 - 8030) + '\x36', 8), nzTpIcepk0o8('\060' + '\157' + chr(50), 8))): assert ftfygxgFas5X(Gco8Sd5Rk1TP) == roI3spqORKae(sm7_CLmeWGR7, roI3spqORKae(ES5oEprVxulp(b'\x1dC%~\xa2\xe5\xef\x878\n\x1b\xce'), chr(0b0 + 0o144) + '\145' + chr(1593 - 1494) + chr(10797 - 10686) + '\x64' + chr(101))(chr(0b1110101) + chr(116) + chr(102) + chr(45) + '\070'))[nzTpIcepk0o8(chr(48) + chr(8142 - 8031) + chr(1116 - 1068), 8)] rPYHGnBnVk1i = nDF4gVNx0u9Q.chmI_GMU_sEi(sm7_CLmeWGR7.lhbM092AFW8f[nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(4306 - 4195) + chr(0b110000), 8)] + nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(111) + chr(0b10111 + 0o32), 8)) + 0.5 eFBOeG1r1ug0 = nDF4gVNx0u9Q.chmI_GMU_sEi(sm7_CLmeWGR7.lhbM092AFW8f[nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b11010 + 0o27), 8)] + nzTpIcepk0o8(chr(0b100001 + 0o17) + '\x6f' + chr(212 - 163), 8)) - 0.5 Uk2QcaBTfXWt = sm7_CLmeWGR7.XURpmPuEWCNF() FRR1zzYp5A0j = sm7_CLmeWGR7.KV9ckIhroIia() if dd9k_9ENnwTw is None: dd9k_9ENnwTw = Uk2QcaBTfXWt if wELe2JJPb28t is None: wELe2JJPb28t = FRR1zzYp5A0j if IsnEVcL7hLiQ: Hk4VO20cD14p = Z7HGgmIyegqz.cm.RdBu else: Hk4VO20cD14p = Z7HGgmIyegqz.cm.Blues ux0XlXMUdKbX = Z7HGgmIyegqz.es0Z6dzChSL5(figsize=VEZvNXPcxjY7) if ftfygxgFas5X(roI3spqORKae(sm7_CLmeWGR7, roI3spqORKae(ES5oEprVxulp(b'\x1dC%~\xa2\xe5\xef\x878\n\x1b\xce'), '\x64' + chr(0b11011 + 0o112) + chr(8279 - 8180) + '\157' + '\144' + chr(0b1000000 + 0o45))(chr(0b1110101) + chr(948 - 832) + chr(0b11 + 0o143) + chr(45) + chr(0b111000)))) == nzTpIcepk0o8(chr(2141 - 2093) + chr(0b1101111) + chr(1189 - 1138), 0b1000): LtSarZcSnftR = sm7_CLmeWGR7.lhbM092AFW8f[nzTpIcepk0o8('\x30' + chr(111) + chr(161 - 111), 8)] pMDTdh9zy0Bd = aQg01EfWg1cd.ceil(LtSarZcSnftR / KY5WgCCo6x3Q) else: LtSarZcSnftR = nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\061', 8) pMDTdh9zy0Bd = nzTpIcepk0o8('\060' + chr(4246 - 4135) + chr(2050 - 2001), 8) KY5WgCCo6x3Q = nzTpIcepk0o8(chr(2178 - 2130) + chr(0b1101010 + 0o5) + chr(1519 - 1470), 8) for ZlbFMSG8gCoF in bbT2xIe5pzk7(LtSarZcSnftR): if ftfygxgFas5X(roI3spqORKae(sm7_CLmeWGR7, roI3spqORKae(ES5oEprVxulp(b'\x1dC%~\xa2\xe5\xef\x878\n\x1b\xce'), chr(0b1100100) + chr(8847 - 8746) + chr(0b1010110 + 0o15) + '\157' + '\x64' + '\x65')('\165' + chr(8640 - 8524) + '\x66' + chr(0b101101) + chr(0b1 + 0o67)))) == nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(0b1101111) + chr(51), 8): vpnaw24a44Ja = sm7_CLmeWGR7[:, :, ZlbFMSG8gCoF] else: vpnaw24a44Ja = sm7_CLmeWGR7 ZtB7KOLCW2Hk = Z7HGgmIyegqz.subplot(pMDTdh9zy0Bd, KY5WgCCo6x3Q, ZlbFMSG8gCoF + nzTpIcepk0o8(chr(0b11010 + 0o26) + '\x6f' + '\x31', 8)) roI3spqORKae(Z7HGgmIyegqz, roI3spqORKae(ES5oEprVxulp(b'\x05B [\xe6\x83\xb1\xa7\x072V\xdc'), '\x64' + chr(0b1100101) + '\x63' + chr(0b111110 + 0o61) + chr(100) + chr(545 - 444))('\x75' + chr(0b1110100) + chr(102) + chr(1643 - 1598) + chr(0b111000)))() AreS5V4GZTfl = ZtB7KOLCW2Hk.pcolormesh(eFBOeG1r1ug0, rPYHGnBnVk1i, vpnaw24a44Ja, cmap=Hk4VO20cD14p, vmin=dd9k_9ENnwTw, vmax=wELe2JJPb28t, edgecolors=roI3spqORKae(ES5oEprVxulp(b'\x06C.G\xf7'), '\x64' + '\x65' + chr(0b111 + 0o134) + '\x6f' + '\x64' + chr(0b1100101))(chr(4381 - 4264) + '\x74' + chr(102) + chr(0b100001 + 0o14) + '\x38')) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'\x16Y.W'), '\x64' + chr(0b111000 + 0o55) + '\x63' + '\x6f' + chr(4361 - 4261) + chr(0b101010 + 0o73))(chr(0b1110101) + '\164' + '\x66' + chr(0b101101) + chr(0b101101 + 0o13)))(nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\060', 8)) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'\x02N3l\xeb\xa8\xb4\xa5\x151B\xcauT\xef'), chr(0b1100100) + chr(0b1100100 + 0o1) + '\x63' + chr(111) + '\x64' + chr(0b1100101))('\165' + chr(116) + chr(1551 - 1449) + '\055' + chr(3127 - 3071)))([roI3spqORKae(ES5oEprVxulp(b''), chr(5497 - 5397) + '\x65' + chr(0b1100011) + chr(0b1101111) + '\x64' + '\145')(chr(0b1110101) + chr(11391 - 11275) + chr(102) + chr(0b101101) + chr(0b11101 + 0o33))] + Gco8Sd5Rk1TP, minor=nzTpIcepk0o8('\060' + '\157' + chr(343 - 295), 8)) roI3spqORKae(ZtB7KOLCW2Hk.yaxis, roI3spqORKae(ES5oEprVxulp(b'\x02N3l\xff\xbd\xb7\xa9\x0c\x02O\xc7sY\xe8\x13\x94'), chr(155 - 55) + chr(0b1000000 + 0o45) + chr(0b1100011) + chr(0b1101111) + chr(0b1010010 + 0o22) + chr(0b1100101))(chr(0b1110101) + '\x74' + chr(6345 - 6243) + chr(0b101101) + '\070'))(Ril25HxDJWX8(integer=nzTpIcepk0o8(chr(266 - 218) + chr(111) + '\061', 8))) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'\x02N3l\xea\xa8\xb4\xa5\x15.'), '\x64' + '\145' + chr(4218 - 4119) + '\157' + '\144' + '\145')('\x75' + chr(0b1010 + 0o152) + '\146' + chr(0b101101) + '\070'))(roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\x12C*z\xcd\x9b\x90\x93!.f\xc1'), '\x64' + '\145' + '\x63' + chr(2946 - 2835) + chr(100) + chr(101))('\x75' + '\164' + '\x66' + chr(0b1110 + 0o37) + '\x38'))(roI3spqORKae(vpnaw24a44Ja, roI3spqORKae(ES5oEprVxulp(b'\x1dC%~\xa2\xe5\xef\x878\n\x1b\xce'), '\144' + '\x65' + chr(99) + chr(0b1101111) + '\144' + '\145')(chr(0b1110101) + chr(8760 - 8644) + chr(676 - 574) + chr(1811 - 1766) + '\070'))[nzTpIcepk0o8(chr(48) + '\157' + '\x31', 8)] + nzTpIcepk0o8('\060' + chr(0b100111 + 0o110) + chr(49), 8))) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'\x02N3l\xea\xb0\xb4\xab'), chr(0b111 + 0o135) + chr(0b1100101) + chr(0b10101 + 0o116) + chr(0b10001 + 0o136) + chr(0b1100100) + '\x65')(chr(117) + chr(116) + chr(0b1100110) + chr(0b100110 + 0o7) + '\070'))(roI3spqORKae(eFBOeG1r1ug0, roI3spqORKae(ES5oEprVxulp(b')~\x15C\xff\x8c\xa8\x83)\x1em\xee'), '\x64' + chr(0b101000 + 0o75) + chr(6032 - 5933) + chr(0b1101111) + chr(0b10010 + 0o122) + chr(0b1100101))(chr(117) + '\x74' + chr(102) + chr(0b1100 + 0o41) + chr(0b100111 + 0o21)))(), roI3spqORKae(eFBOeG1r1ug0, roI3spqORKae(ES5oEprVxulp(b':}~P\xf9\x95\xb5\xb4\x11\x14J\xc9'), chr(3841 - 3741) + '\x65' + chr(99) + '\x6f' + '\x64' + '\x65')(chr(1920 - 1803) + chr(0b100010 + 0o122) + '\146' + chr(0b101101) + chr(2400 - 2344)))()) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'\x02N3l\xeb\xb0\xb4\xab'), '\144' + '\x65' + chr(7621 - 7522) + chr(0b1100110 + 0o11) + chr(0b11 + 0o141) + chr(9378 - 9277))(chr(0b1110101) + '\164' + '\146' + '\x2d' + chr(56)))(roI3spqORKae(rPYHGnBnVk1i, roI3spqORKae(ES5oEprVxulp(b')~\x15C\xff\x8c\xa8\x83)\x1em\xee'), chr(0b1001100 + 0o30) + '\145' + chr(3415 - 3316) + '\x6f' + '\144' + chr(101))('\x75' + chr(2249 - 2133) + '\146' + chr(0b11010 + 0o23) + '\x38'))(), roI3spqORKae(rPYHGnBnVk1i, roI3spqORKae(ES5oEprVxulp(b':}~P\xf9\x95\xb5\xb4\x11\x14J\xc9'), chr(0b110011 + 0o61) + chr(0b1100101) + chr(2278 - 2179) + chr(4039 - 3928) + chr(4970 - 4870) + chr(7972 - 7871))(chr(117) + '\x74' + chr(0b10101 + 0o121) + '\x2d' + chr(56)))()) bNBfFWCj_kS1 = MZiI_I81zQzX(ZtB7KOLCW2Hk) SKvcMXx0ocq7 = bNBfFWCj_kS1.append_axes(roI3spqORKae(ES5oEprVxulp(b'\x03B [\xe6'), chr(2371 - 2271) + '\x65' + chr(0b11011 + 0o110) + chr(5281 - 5170) + '\x64' + chr(0b1100101))(chr(5026 - 4909) + chr(0b1110100) + chr(0b1100110) + chr(0b10101 + 0o30) + chr(56)), size=roI3spqORKae(ES5oEprVxulp(b'D\x0e'), '\144' + '\x65' + '\143' + chr(9239 - 9128) + '\144' + chr(0b1100101))(chr(1287 - 1170) + chr(116) + chr(3558 - 3456) + '\055' + chr(0b101000 + 0o20)), pad=0.05) roI3spqORKae(ux0XlXMUdKbX, roI3spqORKae(ES5oEprVxulp(b'6\x1a)_\xca\xbe\x99\xa77\x02T\xc9'), '\x64' + chr(101) + '\143' + '\x6f' + '\144' + chr(101))('\x75' + chr(116) + '\146' + chr(0b101101) + chr(1748 - 1692)))(AreS5V4GZTfl, cax=SKvcMXx0ocq7) if UnFTaFAuyglc is not None: if LtSarZcSnftR > nzTpIcepk0o8(chr(0b110000) + chr(0b1011011 + 0o24) + chr(48), 8): AChz5QzWXTke = UnFTaFAuyglc + roI3spqORKae(ES5oEprVxulp(b'QPwN'), '\x64' + chr(0b100111 + 0o76) + chr(0b111111 + 0o44) + chr(0b1010110 + 0o31) + chr(100) + chr(8758 - 8657))('\165' + chr(5055 - 4939) + chr(2178 - 2076) + chr(45) + '\070').q33KG3foQ_CJ(ZlbFMSG8gCoF) else: AChz5QzWXTke = UnFTaFAuyglc roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'\x02N3l\xe6\xb5\xa9\xaa\x1b'), chr(0b10100 + 0o120) + chr(0b1010011 + 0o22) + chr(734 - 635) + chr(4799 - 4688) + chr(0b11111 + 0o105) + '\x65')('\x75' + chr(0b111101 + 0o67) + chr(0b111100 + 0o52) + '\055' + chr(0b111000)))(AChz5QzWXTke) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'\x02N3l\xf3\xaf\xad\xa3\x1d)'), '\144' + chr(0b1100101) + chr(99) + chr(0b1100010 + 0o15) + chr(0b100011 + 0o101) + '\x65')(chr(2337 - 2220) + chr(0b1010000 + 0o44) + '\x66' + chr(460 - 415) + chr(56)))(roI3spqORKae(ES5oEprVxulp(b'\x14Z2R\xfe'), '\144' + '\x65' + chr(0b111010 + 0o51) + chr(111) + chr(2231 - 2131) + chr(0b1100101))(chr(8155 - 8038) + '\164' + chr(0b1100110) + chr(0b101101) + chr(272 - 216))) return ux0XlXMUdKbX
gagneurlab/concise
concise/utils/plot.py
standardize_polygons_str
def standardize_polygons_str(data_str): """Given a POLYGON string, standardize the coordinates to a 1x1 grid. Input : data_str (taken from above) Output: tuple of polygon objects """ # find all of the polygons in the letter (for instance an A # needs to be constructed from 2 polygons) path_strs = re.findall("\(\(([^\)]+?)\)\)", data_str.strip()) # convert the data into a numpy array polygons_data = [] for path_str in path_strs: data = np.array([ tuple(map(float, x.split())) for x in path_str.strip().split(",")]) polygons_data.append(data) # standardize the coordinates min_coords = np.vstack(data.min(0) for data in polygons_data).min(0) max_coords = np.vstack(data.max(0) for data in polygons_data).max(0) for data in polygons_data: data[:, ] -= min_coords data[:, ] /= (max_coords - min_coords) polygons = [] for data in polygons_data: polygons.append(load_wkt( "POLYGON((%s))" % ",".join(" ".join(map(str, x)) for x in data))) return tuple(polygons)
python
def standardize_polygons_str(data_str): """Given a POLYGON string, standardize the coordinates to a 1x1 grid. Input : data_str (taken from above) Output: tuple of polygon objects """ # find all of the polygons in the letter (for instance an A # needs to be constructed from 2 polygons) path_strs = re.findall("\(\(([^\)]+?)\)\)", data_str.strip()) # convert the data into a numpy array polygons_data = [] for path_str in path_strs: data = np.array([ tuple(map(float, x.split())) for x in path_str.strip().split(",")]) polygons_data.append(data) # standardize the coordinates min_coords = np.vstack(data.min(0) for data in polygons_data).min(0) max_coords = np.vstack(data.max(0) for data in polygons_data).max(0) for data in polygons_data: data[:, ] -= min_coords data[:, ] /= (max_coords - min_coords) polygons = [] for data in polygons_data: polygons.append(load_wkt( "POLYGON((%s))" % ",".join(" ".join(map(str, x)) for x in data))) return tuple(polygons)
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Given a POLYGON string, standardize the coordinates to a 1x1 grid. Input : data_str (taken from above) Output: tuple of polygon objects
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/plot.py#L98-L126
train
Given a POLYGON string standardize the coordinates to a 1x1 grid.
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1071) + '\157' + '\x37' + chr(0b10010 + 0o42), 33759 - 33751), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(249 - 199) + chr(1467 - 1417), 0b1000), nzTpIcepk0o8(chr(668 - 620) + chr(111) + chr(55) + '\062', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b101 + 0o62) + '\060', 23059 - 23051), nzTpIcepk0o8('\x30' + chr(0b110101 + 0o72) + '\x33' + chr(0b110111) + chr(48), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b11001 + 0o32) + chr(0b110000) + '\062', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + chr(565 - 512) + '\067', 39603 - 39595), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(826 - 715) + '\062' + chr(0b0 + 0o62), 8), nzTpIcepk0o8('\x30' + '\157' + chr(52) + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1100100 + 0o13) + chr(50), 0b1000), nzTpIcepk0o8(chr(1932 - 1884) + '\157' + chr(0b110001 + 0o2) + chr(1740 - 1689) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(250 - 202) + chr(4148 - 4037) + '\x31' + '\061' + chr(53), 46072 - 46064), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b11110 + 0o26) + chr(597 - 542), 8), nzTpIcepk0o8(chr(48) + chr(6560 - 6449) + chr(51) + chr(0b110001) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(1082 - 1034) + '\x6f' + '\x31', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(0b110010) + chr(0b110010 + 0o4) + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b10 + 0o56) + '\157' + '\x31' + '\062' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(1505 - 1456) + '\065' + chr(0b110010 + 0o1), 0b1000), nzTpIcepk0o8(chr(1375 - 1327) + chr(9431 - 9320) + chr(574 - 523) + '\x32' + '\x35', 25178 - 25170), nzTpIcepk0o8('\x30' + '\157' + '\x33' + chr(0b110000), 0b1000), nzTpIcepk0o8('\x30' + chr(0b101010 + 0o105) + chr(50) + chr(1647 - 1592) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1011111 + 0o20) + chr(50) + '\063' + '\x35', 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110011) + chr(122 - 69) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(0b11001 + 0o126) + chr(0b110011) + chr(0b100000 + 0o23) + chr(0b10000 + 0o46), 8), nzTpIcepk0o8('\x30' + '\157' + chr(50) + chr(2303 - 2253) + chr(0b110111), 42292 - 42284), nzTpIcepk0o8('\x30' + '\x6f' + chr(1185 - 1136) + '\x36' + chr(2377 - 2326), ord("\x08")), nzTpIcepk0o8(chr(1292 - 1244) + chr(5995 - 5884) + '\063' + chr(233 - 181) + chr(1252 - 1201), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(7326 - 7215) + chr(0b110011) + '\x31' + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(687 - 639) + chr(111) + '\x32' + chr(0b110110) + '\066', 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\x37' + chr(0b110101), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\x31' + '\x33' + chr(0b1000 + 0o53), 22657 - 22649), nzTpIcepk0o8(chr(0b110000) + '\157' + '\062' + chr(0b110100) + chr(0b101000 + 0o15), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(53) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(1450 - 1402) + '\x6f' + '\x33' + '\x32' + '\062', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b10100 + 0o133) + '\062' + chr(48) + chr(0b110100), 10759 - 10751), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x33' + '\063' + chr(49), 41150 - 41142), nzTpIcepk0o8(chr(876 - 828) + chr(111) + chr(51) + chr(0b1110 + 0o43) + chr(1330 - 1278), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b101101 + 0o3) + '\157' + '\065' + chr(48), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'H'), chr(2154 - 2054) + chr(0b1100101) + '\x63' + chr(11690 - 11579) + '\x64' + '\145')(chr(0b1010001 + 0o44) + '\164' + chr(10127 - 10025) + chr(698 - 653) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def gakJSjgDRmxn(DIIyjtQuVw7L): EEfGlucBaspW = aoTc4YA2bs2R.findall(roI3spqORKae(ES5oEprVxulp(b':\xb2\xdc\x14:af\xa4\xeb\xf29\x18+\x82d{\xe4'), '\144' + chr(4199 - 4098) + chr(0b111110 + 0o45) + '\x6f' + '\144' + chr(101))(chr(0b1110101) + '\164' + chr(102) + chr(0b101101) + '\070'), DIIyjtQuVw7L.kdIDrcwZTCs5()) KuGFGTt1Qpom = [] for uElHNWStCnvk in EEfGlucBaspW: FfKOThdpoDTb = nDF4gVNx0u9Q.Tn6rGr7XTM7t([nfNqtJL5aRaY(VVP82lOIz6CD(jLW6pRf2DSRk, bI5jsQ9OkQtj.LfRrQOxuDvnC())) for bI5jsQ9OkQtj in uElHNWStCnvk.strip().LfRrQOxuDvnC(roI3spqORKae(ES5oEprVxulp(b'J'), '\144' + chr(0b1100101) + chr(0b1010001 + 0o22) + '\x6f' + chr(100) + '\145')(chr(117) + '\x74' + chr(8064 - 7962) + chr(0b11010 + 0o23) + chr(0b100000 + 0o30)))]) roI3spqORKae(KuGFGTt1Qpom, roI3spqORKae(ES5oEprVxulp(b'.\xce\xd3\x08j]\x7f\x97\xa8\xc0G\x12'), chr(100) + chr(101) + '\143' + '\x6f' + chr(100) + '\x65')(chr(7295 - 7178) + '\164' + '\x66' + chr(45) + chr(0b11110 + 0o32)))(FfKOThdpoDTb) QqK5XqOWZvaY = nDF4gVNx0u9Q.vstack((FfKOThdpoDTb.min(nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\060', 16897 - 16889)) for FfKOThdpoDTb in KuGFGTt1Qpom)).XURpmPuEWCNF(nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110000), 8)) OPj5rIyy6Su1 = nDF4gVNx0u9Q.vstack((FfKOThdpoDTb.max(nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110000), 8)) for FfKOThdpoDTb in KuGFGTt1Qpom)).KV9ckIhroIia(nzTpIcepk0o8(chr(0b110000) + '\157' + '\x30', 8)) for FfKOThdpoDTb in KuGFGTt1Qpom: FfKOThdpoDTb[:,] -= QqK5XqOWZvaY FfKOThdpoDTb[:,] /= OPj5rIyy6Su1 - QqK5XqOWZvaY LqUzidcSkAja = [] for FfKOThdpoDTb in KuGFGTt1Qpom: roI3spqORKae(LqUzidcSkAja, roI3spqORKae(ES5oEprVxulp(b'.\xce\xd3\x08j]\x7f\x97\xa8\xc0G\x12'), '\x64' + '\x65' + '\x63' + chr(0b1101111) + '\x64' + chr(0b1111 + 0o126))(chr(10710 - 10593) + chr(0b1110100) + chr(0b110001 + 0o65) + chr(45) + '\x38'))(toIqzGrpoY8f(roI3spqORKae(ES5oEprVxulp(b'6\xd5\xcceUuv\xd0\xea\x8aa\x0e+'), '\144' + chr(0b1001 + 0o134) + chr(7319 - 7220) + '\157' + chr(502 - 402) + chr(101))(chr(117) + chr(116) + chr(4117 - 4015) + '\055' + '\x38') % roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'J'), '\144' + '\145' + '\x63' + chr(0b11011 + 0o124) + chr(100) + chr(0b1100010 + 0o3))(chr(3375 - 3258) + chr(0b1110100) + chr(0b1011100 + 0o12) + chr(1157 - 1112) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'?\xae\xf9q+x[\x9e\x96\xec\\V'), chr(0b1100100) + chr(4877 - 4776) + '\x63' + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(1137 - 1021) + chr(102) + chr(723 - 678) + '\x38'))((roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'F'), '\x64' + chr(0b11010 + 0o113) + chr(99) + '\157' + '\x64' + chr(3427 - 3326))(chr(12361 - 12244) + '\x74' + '\x66' + '\055' + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'?\xae\xf9q+x[\x9e\x96\xec\\V'), '\x64' + chr(0b101111 + 0o66) + '\143' + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(116) + chr(1687 - 1585) + '\055' + chr(0b111000)))(VVP82lOIz6CD(N9zlRy29S1SS, bI5jsQ9OkQtj)) for bI5jsQ9OkQtj in FfKOThdpoDTb)))) return nfNqtJL5aRaY(LqUzidcSkAja)
gagneurlab/concise
concise/utils/plot.py
add_letter_to_axis
def add_letter_to_axis(ax, let, col, x, y, height): """Add 'let' with position x,y and height height to matplotlib axis 'ax'. """ if len(let) == 2: colors = [col, "white"] elif len(let) == 1: colors = [col] else: raise ValueError("3 or more Polygons are not supported") for polygon, color in zip(let, colors): new_polygon = affinity.scale( polygon, yfact=height, origin=(0, 0, 0)) new_polygon = affinity.translate( new_polygon, xoff=x, yoff=y) patch = PolygonPatch( new_polygon, edgecolor=color, facecolor=color) ax.add_patch(patch) return
python
def add_letter_to_axis(ax, let, col, x, y, height): """Add 'let' with position x,y and height height to matplotlib axis 'ax'. """ if len(let) == 2: colors = [col, "white"] elif len(let) == 1: colors = [col] else: raise ValueError("3 or more Polygons are not supported") for polygon, color in zip(let, colors): new_polygon = affinity.scale( polygon, yfact=height, origin=(0, 0, 0)) new_polygon = affinity.translate( new_polygon, xoff=x, yoff=y) patch = PolygonPatch( new_polygon, edgecolor=color, facecolor=color) ax.add_patch(patch) return
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Add 'let' with position x,y and height height to matplotlib axis 'ax'.
[ "Add", "let", "with", "position", "x", "y", "and", "height", "height", "to", "matplotlib", "axis", "ax", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/plot.py#L174-L192
train
Add a letter to matplotlib axis ax.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(1468 - 1420) + '\x6f' + chr(0b110001) + chr(1021 - 971) + chr(0b111 + 0o56), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b100100 + 0o20) + chr(2852 - 2797), 53773 - 53765), nzTpIcepk0o8(chr(1414 - 1366) + '\157' + chr(2258 - 2207) + chr(51) + chr(0b110001 + 0o3), 0b1000), nzTpIcepk0o8(chr(0b100110 + 0o12) + '\157' + chr(1588 - 1538) + chr(2144 - 2095) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1011111 + 0o20) + chr(0b101010 + 0o7) + chr(178 - 126) + chr(0b1011 + 0o47), 0b1000), nzTpIcepk0o8(chr(1835 - 1787) + chr(0b11001 + 0o126) + chr(1205 - 1154) + chr(0b110110) + chr(0b101 + 0o55), 0b1000), nzTpIcepk0o8('\x30' + chr(0b110 + 0o151) + chr(0b101000 + 0o13) + '\x30' + chr(0b110011), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(0b1001 + 0o50) + '\x37' + '\x34', 35326 - 35318), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + chr(435 - 383) + chr(0b110101), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + '\061' + chr(2088 - 2038) + chr(1226 - 1177), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b10100 + 0o37) + chr(48) + chr(275 - 222), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x31' + '\066' + chr(933 - 880), 0o10), nzTpIcepk0o8(chr(48) + chr(7304 - 7193) + chr(49) + '\064' + chr(48), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110001) + chr(0b110110) + chr(0b110000 + 0o7), ord("\x08")), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(0b1101111) + '\066' + chr(52), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(849 - 800) + chr(0b110001) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(561 - 513) + chr(0b1001100 + 0o43) + chr(50) + '\x35', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(51) + '\063' + chr(52), 8), nzTpIcepk0o8(chr(392 - 344) + '\157' + chr(2179 - 2130) + chr(446 - 395) + '\063', 44462 - 44454), nzTpIcepk0o8(chr(48) + chr(0b1011110 + 0o21) + chr(919 - 870) + chr(2174 - 2122) + chr(0b10011 + 0o40), 63894 - 63886), nzTpIcepk0o8(chr(0b100101 + 0o13) + '\x6f' + chr(50) + chr(52) + chr(52), 0b1000), nzTpIcepk0o8(chr(1661 - 1613) + chr(923 - 812) + chr(513 - 462) + chr(53) + chr(0b100000 + 0o27), 34570 - 34562), nzTpIcepk0o8(chr(0b110000) + chr(0b1011111 + 0o20) + '\x33' + chr(726 - 676) + '\x31', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\061' + chr(0b10000 + 0o45) + chr(0b110110), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + '\067', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(240 - 187) + chr(1456 - 1408), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + '\x32' + '\063' + chr(1326 - 1272), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101100 + 0o3) + chr(933 - 882) + '\x35' + '\x36', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x32' + '\x37' + chr(936 - 881), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b101010 + 0o105) + '\x32' + chr(0b110010) + chr(0b110011), 46720 - 46712), nzTpIcepk0o8(chr(1783 - 1735) + chr(0b1101111) + '\062' + chr(0b11001 + 0o27) + '\065', ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(1392 - 1342) + chr(50) + '\067', 0b1000), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b1100000 + 0o17) + chr(0b100010 + 0o21) + chr(0b101111 + 0o6) + '\x36', 8), nzTpIcepk0o8(chr(0b101100 + 0o4) + '\157' + '\062' + chr(0b110000) + chr(50), 21114 - 21106), nzTpIcepk0o8('\x30' + chr(0b1101011 + 0o4) + chr(0b100000 + 0o23) + chr(51) + chr(50), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b110001) + chr(49) + chr(53), 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(0b0 + 0o62) + chr(2485 - 2433) + chr(0b1110 + 0o42), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101110 + 0o1) + chr(0b11011 + 0o30) + chr(0b110110) + chr(0b100010 + 0o22), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(779 - 726) + '\064', 0b1000), nzTpIcepk0o8(chr(48) + chr(12128 - 12017) + chr(931 - 882) + chr(876 - 826) + chr(0b110000 + 0o1), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(1966 - 1918) + chr(0b1101111) + chr(0b10001 + 0o44) + chr(0b110000), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'{'), chr(100) + '\145' + chr(99) + chr(0b1101111) + chr(0b11101 + 0o107) + chr(0b1010010 + 0o23))(chr(0b1001011 + 0o52) + chr(116) + chr(102) + chr(0b100101 + 0o10) + chr(2795 - 2739)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def b946JCbIBeBg(ZtB7KOLCW2Hk, QgsyDTlokYaM, hRTUxJgvuslu, bI5jsQ9OkQtj, Fi3yzxctM1zW, PaEBmun9J0YJ): if ftfygxgFas5X(QgsyDTlokYaM) == nzTpIcepk0o8(chr(393 - 345) + chr(11059 - 10948) + chr(0b110 + 0o54), 0b1000): ykFgDM_9hKHU = [hRTUxJgvuslu, roI3spqORKae(ES5oEprVxulp(b'"O\xb5\xfe\x07'), chr(100) + '\145' + chr(99) + chr(9759 - 9648) + '\144' + chr(101))(chr(0b1110101) + chr(0b1000000 + 0o64) + chr(0b1100110) + chr(45) + chr(0b111000))] elif ftfygxgFas5X(QgsyDTlokYaM) == nzTpIcepk0o8(chr(2157 - 2109) + chr(111) + chr(2259 - 2210), ord("\x08")): ykFgDM_9hKHU = [hRTUxJgvuslu] else: raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b'f\x07\xb3\xf8B\x9f\xac\x0e\xc0q\x95\x1a\x0c\x0eS#{\xaf{\x02\xd6\x8a\xf1\x00h\\\xbe\x9d\xca\xe3\xf5\xf8\x9c\xf6\xbf)'), chr(0b11101 + 0o107) + '\x65' + '\143' + chr(0b1000001 + 0o56) + chr(0b1001001 + 0o33) + chr(0b1100101))(chr(10855 - 10738) + '\164' + '\146' + chr(45) + '\x38')) for (dRk70rr8Tj_3, s93qyRHd7l1y) in TxMFWa_Xzviv(QgsyDTlokYaM, ykFgDM_9hKHU): AuiBLdG9odJU = wPDv3Pp4pgKx.scale(dRk70rr8Tj_3, yfact=PaEBmun9J0YJ, origin=(nzTpIcepk0o8(chr(307 - 259) + chr(0b1101000 + 0o7) + chr(0b101001 + 0o7), 39306 - 39298), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(1419 - 1371), 8), nzTpIcepk0o8(chr(48) + chr(4619 - 4508) + chr(0b110000 + 0o0), 8))) AuiBLdG9odJU = wPDv3Pp4pgKx.kvuEMq_gEAUS(AuiBLdG9odJU, xoff=bI5jsQ9OkQtj, yoff=Fi3yzxctM1zW) TV2l9arqSc6E = g01yM2xAW6Uv(AuiBLdG9odJU, edgecolor=s93qyRHd7l1y, facecolor=s93qyRHd7l1y) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'4C\xb8\xd5\x12\x93\xb7\x1f\xcd'), chr(100) + chr(0b1100101) + '\143' + '\x6f' + '\x64' + '\x65')(chr(117) + chr(116) + chr(395 - 293) + chr(45) + chr(1805 - 1749)))(TV2l9arqSc6E) return
gagneurlab/concise
concise/utils/plot.py
seqlogo
def seqlogo(letter_heights, vocab="DNA", ax=None): """Make a logo plot # Arguments letter_heights: "motif length" x "vocabulary size" numpy array Can also contain negative values. vocab: str, Vocabulary name. Can be: DNA, RNA, AA, RNAStruct. ax: matplotlib axis """ ax = ax or plt.gca() assert letter_heights.shape[1] == len(VOCABS[vocab]) x_range = [1, letter_heights.shape[0]] pos_heights = np.copy(letter_heights) pos_heights[letter_heights < 0] = 0 neg_heights = np.copy(letter_heights) neg_heights[letter_heights > 0] = 0 for x_pos, heights in enumerate(letter_heights): letters_and_heights = sorted(zip(heights, list(VOCABS[vocab].keys()))) y_pos_pos = 0.0 y_neg_pos = 0.0 for height, letter in letters_and_heights: color = VOCABS[vocab][letter] polygons = letter_polygons[letter] if height > 0: add_letter_to_axis(ax, polygons, color, 0.5 + x_pos, y_pos_pos, height) y_pos_pos += height else: add_letter_to_axis(ax, polygons, color, 0.5 + x_pos, y_neg_pos, height) y_neg_pos += height # if add_hline: # ax.axhline(color="black", linewidth=1) ax.set_xlim(x_range[0] - 1, x_range[1] + 1) ax.grid(False) ax.set_xticks(list(range(*x_range)) + [x_range[-1]]) ax.set_aspect(aspect='auto', adjustable='box') ax.autoscale_view()
python
def seqlogo(letter_heights, vocab="DNA", ax=None): """Make a logo plot # Arguments letter_heights: "motif length" x "vocabulary size" numpy array Can also contain negative values. vocab: str, Vocabulary name. Can be: DNA, RNA, AA, RNAStruct. ax: matplotlib axis """ ax = ax or plt.gca() assert letter_heights.shape[1] == len(VOCABS[vocab]) x_range = [1, letter_heights.shape[0]] pos_heights = np.copy(letter_heights) pos_heights[letter_heights < 0] = 0 neg_heights = np.copy(letter_heights) neg_heights[letter_heights > 0] = 0 for x_pos, heights in enumerate(letter_heights): letters_and_heights = sorted(zip(heights, list(VOCABS[vocab].keys()))) y_pos_pos = 0.0 y_neg_pos = 0.0 for height, letter in letters_and_heights: color = VOCABS[vocab][letter] polygons = letter_polygons[letter] if height > 0: add_letter_to_axis(ax, polygons, color, 0.5 + x_pos, y_pos_pos, height) y_pos_pos += height else: add_letter_to_axis(ax, polygons, color, 0.5 + x_pos, y_neg_pos, height) y_neg_pos += height # if add_hline: # ax.axhline(color="black", linewidth=1) ax.set_xlim(x_range[0] - 1, x_range[1] + 1) ax.grid(False) ax.set_xticks(list(range(*x_range)) + [x_range[-1]]) ax.set_aspect(aspect='auto', adjustable='box') ax.autoscale_view()
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Make a logo plot # Arguments letter_heights: "motif length" x "vocabulary size" numpy array Can also contain negative values. vocab: str, Vocabulary name. Can be: DNA, RNA, AA, RNAStruct. ax: matplotlib axis
[ "Make", "a", "logo", "plot" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/plot.py#L196-L234
train
Make a sequence logo plot.
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9622), nzTpIcepk0o8(chr(48) + chr(0b101100 + 0o103) + chr(0b110011) + '\x36' + chr(52), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101100 + 0o3) + '\x31' + '\x33' + chr(53), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(151 - 102) + chr(0b110001) + '\060', 0b1000), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(0b1011000 + 0o27) + '\061' + '\066' + '\x32', 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\x33' + chr(53) + '\x32', 0b1000), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(0b1101111) + '\x33' + chr(692 - 642) + '\x34', 0o10), nzTpIcepk0o8(chr(2216 - 2168) + chr(111) + chr(49) + '\061' + '\067', ord("\x08")), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(7888 - 7777) + chr(1497 - 1446) + chr(0b110010) + '\063', ord("\x08")), nzTpIcepk0o8(chr(363 - 315) + '\157' + '\x32' + '\x36' + '\x31', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + chr(48) + chr(1819 - 1771), ord("\x08")), nzTpIcepk0o8(chr(1195 - 1147) + chr(111) + '\x37', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(55) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b11001 + 0o126) + '\x35', 0o10), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(10731 - 10620) + chr(0b110001) + chr(1974 - 1921) + chr(2385 - 2332), 0b1000), nzTpIcepk0o8(chr(1748 - 1700) + chr(111) + chr(0b110001) + chr(433 - 379) + chr(54), 0o10), nzTpIcepk0o8('\x30' + '\157' + '\061' + '\061' + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(1275 - 1227) + chr(0b1101111) + '\x32' + chr(72 - 23), 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\062' + '\066' + '\x32', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(525 - 476) + chr(0b101110 + 0o4) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b10010 + 0o36) + '\157' + chr(0b100110 + 0o14) + chr(52) + '\061', 0o10), nzTpIcepk0o8(chr(436 - 388) + '\x6f' + chr(0b101110 + 0o7), 8), nzTpIcepk0o8(chr(629 - 581) + chr(0b1101111) + chr(2072 - 2022) + chr(0b11100 + 0o31) + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + chr(0b11010 + 0o35) + chr(0b1110 + 0o46), ord("\x08")), nzTpIcepk0o8('\060' + chr(10148 - 10037) + chr(49) + chr(1255 - 1206) + chr(0b100011 + 0o17), 8), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(1848 - 1737) + '\061' + '\061', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\062', 0b1000), nzTpIcepk0o8('\x30' + chr(0b100 + 0o153) + chr(1574 - 1524) + '\x37' + chr(1301 - 1251), 49071 - 49063), nzTpIcepk0o8(chr(48) + chr(11601 - 11490) + chr(0b110001) + '\062' + chr(55), 0b1000), nzTpIcepk0o8(chr(2179 - 2131) + '\157' + chr(251 - 200) + chr(2465 - 2414) + chr(0b11011 + 0o33), 0o10), nzTpIcepk0o8(chr(997 - 949) + chr(0b110110 + 0o71) + chr(0b10 + 0o61) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(2222 - 2174) + '\157' + '\x31' + chr(0b100111 + 0o17) + chr(1308 - 1254), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + chr(0b100001 + 0o23) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x31' + '\063' + chr(433 - 385), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(0b1001 + 0o51) + chr(1680 - 1625) + chr(0b11011 + 0o25), ord("\x08")), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(111) + '\063' + '\x37', ord("\x08")), nzTpIcepk0o8(chr(1736 - 1688) + chr(0b1 + 0o156) + chr(49) + '\066' + '\x31', 45364 - 45356), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110010) + '\064' + '\065', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(111) + '\065' + '\x30', 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'i'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(0b1101111) + chr(0b10001 + 0o123) + '\145')(chr(2753 - 2636) + chr(0b11101 + 0o127) + '\146' + '\055' + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def I2tlHqdmSV6r(zB9Sx7fQrPIT, Gco8Sd5Rk1TP=roI3spqORKae(ES5oEprVxulp(b'\x03ma'), chr(0b110110 + 0o56) + '\x65' + chr(0b101111 + 0o64) + chr(111) + chr(0b1100100) + chr(9481 - 9380))(chr(3078 - 2961) + '\164' + '\x66' + '\055' + '\070'), ZtB7KOLCW2Hk=None): ZtB7KOLCW2Hk = ZtB7KOLCW2Hk or Z7HGgmIyegqz.RloBOY1J4XEQ() assert roI3spqORKae(zB9Sx7fQrPIT, roI3spqORKae(ES5oEprVxulp(b'+KB\xb9mq@\xab\x92\x18\xeb\xd7'), chr(0b10010 + 0o122) + chr(0b1100101) + '\x63' + chr(6852 - 6741) + chr(3944 - 3844) + chr(0b1100101))(chr(117) + '\164' + chr(102) + chr(45) + chr(56)))[nzTpIcepk0o8('\060' + chr(111) + chr(0b100100 + 0o15), 0b1000)] == ftfygxgFas5X(HHcyzfzotlIG[Gco8Sd5Rk1TP]) JaCQ4qLK_usJ = [nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(111) + chr(1075 - 1026), 8), zB9Sx7fQrPIT.lhbM092AFW8f[nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(1218 - 1107) + chr(48), 4468 - 4460)]] lJWLTgPXpqCU = nDF4gVNx0u9Q.copy(zB9Sx7fQrPIT) lJWLTgPXpqCU[zB9Sx7fQrPIT < nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(111) + chr(48), 8)] = nzTpIcepk0o8(chr(115 - 67) + '\x6f' + chr(0b110 + 0o52), 8) oyUDRuNculHF = nDF4gVNx0u9Q.copy(zB9Sx7fQrPIT) oyUDRuNculHF[zB9Sx7fQrPIT > nzTpIcepk0o8('\060' + '\157' + '\060', 8)] = nzTpIcepk0o8(chr(1094 - 1046) + '\x6f' + '\060', 8) for (AebICV7mjKiw, UeGhsBYrab9C) in _kV_Bomx8PZ4(zB9Sx7fQrPIT): lTJoKTy4nwLN = V3OlOVg98A85(TxMFWa_Xzviv(UeGhsBYrab9C, H4NoA26ON7iG(HHcyzfzotlIG[Gco8Sd5Rk1TP].keys()))) tNBOM75KRh3T = 0.0 rWJynlLuT0gm = 0.0 for (PaEBmun9J0YJ, ZJXdHGT7fNTC) in lTJoKTy4nwLN: s93qyRHd7l1y = HHcyzfzotlIG[Gco8Sd5Rk1TP][ZJXdHGT7fNTC] LqUzidcSkAja = mTwcbTQqpC6s[ZJXdHGT7fNTC] if PaEBmun9J0YJ > nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(0b1101111) + chr(48), 8): b946JCbIBeBg(ZtB7KOLCW2Hk, LqUzidcSkAja, s93qyRHd7l1y, 0.5 + AebICV7mjKiw, tNBOM75KRh3T, PaEBmun9J0YJ) tNBOM75KRh3T += PaEBmun9J0YJ else: b946JCbIBeBg(ZtB7KOLCW2Hk, LqUzidcSkAja, s93qyRHd7l1y, 0.5 + AebICV7mjKiw, rWJynlLuT0gm, PaEBmun9J0YJ) rWJynlLuT0gm += PaEBmun9J0YJ roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'4FT\xab%$\x1b\x87'), '\x64' + chr(101) + '\x63' + '\157' + chr(0b111110 + 0o46) + '\145')('\165' + chr(0b1110100) + chr(0b1000011 + 0o43) + chr(1606 - 1561) + '\070'))(JaCQ4qLK_usJ[nzTpIcepk0o8('\060' + '\157' + chr(0b110000), 8)] - nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(5923 - 5812) + chr(0b10101 + 0o34), 8), JaCQ4qLK_usJ[nzTpIcepk0o8(chr(0b110000) + chr(0b100101 + 0o112) + chr(49), 8)] + nzTpIcepk0o8(chr(0b110000) + chr(0b10101 + 0o132) + chr(420 - 371), 8)) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b' QI\x90'), '\144' + '\145' + '\x63' + chr(111) + chr(0b11011 + 0o111) + '\x65')(chr(0b1100001 + 0o24) + chr(116) + chr(620 - 518) + chr(0b11110 + 0o17) + chr(56)))(nzTpIcepk0o8(chr(710 - 662) + chr(0b1101111) + chr(48), 8)) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'4FT\xab%<\x1b\x89\xbf<'), '\144' + chr(6776 - 6675) + chr(99) + chr(10359 - 10248) + chr(8539 - 8439) + chr(0b100010 + 0o103))(chr(4858 - 4741) + chr(3546 - 3430) + chr(0b1100110) + chr(45) + chr(0b111000)))(H4NoA26ON7iG(bbT2xIe5pzk7(*JaCQ4qLK_usJ)) + [JaCQ4qLK_usJ[-nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x31', 8)]]) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'4FT\xab<;\x02\x8f\xb7;'), chr(0b1100100) + chr(101) + chr(9736 - 9637) + chr(111) + chr(0b1100100) + chr(0b1010000 + 0o25))(chr(117) + chr(2823 - 2707) + '\146' + chr(45) + chr(827 - 771)))(aspect=roI3spqORKae(ES5oEprVxulp(b'&VT\x9b'), chr(0b1011010 + 0o12) + chr(0b1100101) + chr(99) + chr(111) + chr(2944 - 2844) + chr(101))('\165' + '\164' + '\x66' + '\055' + chr(56)), adjustable=roI3spqORKae(ES5oEprVxulp(b'%LX'), chr(0b1001 + 0o133) + chr(101) + '\143' + chr(111) + '\144' + chr(0b1100101))('\x75' + chr(0b1110100) + chr(2820 - 2718) + '\055' + chr(0b1110 + 0o52))) roI3spqORKae(ZtB7KOLCW2Hk, roI3spqORKae(ES5oEprVxulp(b'&VT\x9b.+\x13\x86\xb1\x10\xa5\xd8\xe5p'), '\x64' + chr(0b1111 + 0o126) + chr(99) + '\x6f' + chr(0b1100100) + chr(7949 - 7848))(chr(0b1110101) + '\164' + '\x66' + chr(0b1101 + 0o40) + chr(595 - 539)))()
gagneurlab/concise
concise/legacy/analyze.py
get_cv_accuracy
def get_cv_accuracy(res): """ Extract the cv accuracy from the model """ ac_list = [(accuracy["train_acc_final"], accuracy["test_acc_final"] ) for accuracy, weights in res] ac = np.array(ac_list) perf = { "mean_train_acc": np.mean(ac[:, 0]), "std_train_acc": np.std(ac[:, 0]), "mean_test_acc": np.mean(ac[:, 1]), "std_test_acc": np.std(ac[:, 1]), } return perf
python
def get_cv_accuracy(res): """ Extract the cv accuracy from the model """ ac_list = [(accuracy["train_acc_final"], accuracy["test_acc_final"] ) for accuracy, weights in res] ac = np.array(ac_list) perf = { "mean_train_acc": np.mean(ac[:, 0]), "std_train_acc": np.std(ac[:, 0]), "mean_test_acc": np.mean(ac[:, 1]), "std_test_acc": np.std(ac[:, 1]), } return perf
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Extract the cv accuracy from the model
[ "Extract", "the", "cv", "accuracy", "from", "the", "model" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/analyze.py#L9-L26
train
Extract the cv accuracy from the model
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(616 - 505) + '\063' + chr(0b1 + 0o63) + chr(0b110100), 46412 - 46404), nzTpIcepk0o8(chr(1130 - 1082) + '\157' + chr(1152 - 1101) + chr(0b110100) + chr(52), 8), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x31' + chr(0b110001) + chr(1880 - 1826), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b110010) + '\066' + chr(0b110111), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(49) + '\x37' + chr(55), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1011110 + 0o21) + '\x31' + chr(1888 - 1836) + '\x31', 27467 - 27459), nzTpIcepk0o8('\x30' + '\157' + chr(0b100111 + 0o16) + '\064', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b10100 + 0o133) + chr(1002 - 951) + '\060' + chr(53), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1839 - 1789) + '\064' + chr(2387 - 2332), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1916 - 1865) + chr(0b100 + 0o54) + chr(53), 8), nzTpIcepk0o8(chr(1456 - 1408) + chr(0b1100100 + 0o13) + '\x32' + chr(0b110101) + chr(1141 - 1092), 0o10), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(0b1101111) + chr(0b101000 + 0o11) + '\064', 46530 - 46522), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(0b11001 + 0o126) + chr(0b110010) + chr(53) + chr(2026 - 1972), 17523 - 17515), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110011) + chr(0b110001) + '\067', 16241 - 16233), nzTpIcepk0o8('\x30' + chr(111) + chr(54) + chr(0b110101), 31051 - 31043), nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(2736 - 2625) + '\x33' + chr(2111 - 2058) + '\x32', 0o10), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(111) + '\061' + '\x34' + chr(1099 - 1050), 8), nzTpIcepk0o8('\x30' + '\157' + '\x32' + '\065' + chr(1425 - 1370), 12361 - 12353), nzTpIcepk0o8(chr(0b100010 + 0o16) + '\157' + chr(50) + chr(0b110000) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x31' + chr(54), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110001 + 0o4) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(1061 - 1008) + chr(49), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x31', 29078 - 29070), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(2364 - 2315) + '\x31' + chr(0b1000 + 0o52), 37825 - 37817), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\066' + chr(0b110101), 8), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(51) + chr(194 - 140) + '\x32', 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\x32' + chr(0b100 + 0o63) + '\062', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(0b110001) + '\065' + chr(0b110010 + 0o4), 57780 - 57772), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1768 - 1718) + chr(1236 - 1188) + chr(55), 0b1000), nzTpIcepk0o8('\x30' + '\157' + '\x31' + '\061', 0b1000), nzTpIcepk0o8(chr(0b1011 + 0o45) + '\157' + '\061' + '\060' + chr(0b10010 + 0o41), 21013 - 21005), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(7882 - 7771) + chr(2489 - 2439) + chr(54) + '\x37', 8), nzTpIcepk0o8('\060' + chr(0b1101111) + '\063' + '\x37' + chr(0b110010), 0o10), nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(3866 - 3755) + '\x31' + chr(0b1 + 0o66) + '\x32', 41535 - 41527), nzTpIcepk0o8('\x30' + '\157' + chr(51) + chr(53) + '\065', 3296 - 3288), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(54) + chr(0b10101 + 0o40), 8), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(0b1101111) + chr(49) + '\x35' + '\062', 517 - 509), nzTpIcepk0o8('\x30' + '\x6f' + '\x32' + chr(0b100011 + 0o17) + '\067', 26909 - 26901), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b1001 + 0o52) + '\060', 0o10), nzTpIcepk0o8(chr(0b100110 + 0o12) + '\157' + chr(0b110011) + '\063', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\x6f' + chr(2503 - 2450) + '\060', 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xca'), chr(7424 - 7324) + '\145' + chr(0b110011 + 0o60) + chr(0b1101111) + chr(0b1100100) + chr(5274 - 5173))('\165' + chr(116) + chr(0b1100001 + 0o5) + chr(1819 - 1774) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def L9JxgnDCPMma(_XdQFJpnzJor): rZLmDY9nkUbF = [(OLVDH7uo8Qkh[roI3spqORKae(ES5oEprVxulp(b'\x90\x96/\xde\x11>M\xa6\xc4\x9a\xcfe\xc0\xaeY'), chr(0b1100100) + chr(0b1100101) + chr(0b1100 + 0o127) + chr(3046 - 2935) + '\x64' + chr(0b1100101))('\165' + chr(0b1110100) + chr(8208 - 8106) + chr(45) + '\070')], OLVDH7uo8Qkh[roI3spqORKae(ES5oEprVxulp(b'\x90\x81=\xc3 \x00O\xa6\xf8\xa3\xc0b\xcf\xa3'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(0b11000 + 0o127) + '\x64' + '\x65')('\165' + chr(0b1001111 + 0o45) + '\x66' + '\055' + chr(0b1010 + 0o56))]) for (OLVDH7uo8Qkh, TtzqJLqe_ecy) in _XdQFJpnzJor] GpVwEzHnhx0a = nDF4gVNx0u9Q.Tn6rGr7XTM7t(rZLmDY9nkUbF) Ym1XiuV5kHsV = {roI3spqORKae(ES5oEprVxulp(b'\x89\x81/\xd9 \x15^\xa4\xce\xab\xf6m\xcd\xac'), chr(0b10100 + 0o120) + chr(4296 - 4195) + chr(99) + '\x6f' + chr(0b1100100) + '\145')('\x75' + chr(4498 - 4382) + chr(102) + chr(0b10010 + 0o33) + chr(0b111000)): nDF4gVNx0u9Q.JE1frtxECu3x(GpVwEzHnhx0a[:, nzTpIcepk0o8('\x30' + chr(956 - 845) + chr(1682 - 1634), 6371 - 6363)]), roI3spqORKae(ES5oEprVxulp(b'\x97\x90*\xe8\x0b\x13M\xac\xc9\x9a\xc8o\xcd'), chr(100) + chr(101) + chr(0b111110 + 0o45) + chr(111) + chr(0b110110 + 0o56) + chr(101))(chr(0b11 + 0o162) + chr(116) + chr(0b1010111 + 0o17) + '\055' + '\070'): nDF4gVNx0u9Q.AFfTx5xLlh3B(GpVwEzHnhx0a[:, nzTpIcepk0o8(chr(0b101 + 0o53) + chr(0b1101010 + 0o5) + chr(48), 8)]), roI3spqORKae(ES5oEprVxulp(b'\x89\x81/\xd9 \x15I\xb6\xd3\x9a\xc8o\xcd'), chr(100) + chr(2620 - 2519) + chr(2322 - 2223) + chr(0b10111 + 0o130) + chr(0b101101 + 0o67) + '\145')('\165' + chr(0b1101100 + 0o10) + '\146' + '\055' + '\070'): nDF4gVNx0u9Q.JE1frtxECu3x(GpVwEzHnhx0a[:, nzTpIcepk0o8(chr(1461 - 1413) + '\157' + '\061', 8)]), roI3spqORKae(ES5oEprVxulp(b'\x97\x90*\xe8\x0b\x04_\xb1\xf8\xa4\xcao'), chr(0b1100100) + chr(3920 - 3819) + '\143' + chr(0b1100101 + 0o12) + chr(100) + chr(101))(chr(0b1110101) + chr(116) + '\146' + chr(45) + '\070'): nDF4gVNx0u9Q.AFfTx5xLlh3B(GpVwEzHnhx0a[:, nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(111) + '\x31', 8)])} return Ym1XiuV5kHsV
gagneurlab/concise
concise/preprocessing/sequence.py
one_hot2string
def one_hot2string(arr, vocab): """Convert a one-hot encoded array back to string """ tokens = one_hot2token(arr) indexToLetter = _get_index_dict(vocab) return [''.join([indexToLetter[x] for x in row]) for row in tokens]
python
def one_hot2string(arr, vocab): """Convert a one-hot encoded array back to string """ tokens = one_hot2token(arr) indexToLetter = _get_index_dict(vocab) return [''.join([indexToLetter[x] for x in row]) for row in tokens]
[ "def", "one_hot2string", "(", "arr", ",", "vocab", ")", ":", "tokens", "=", "one_hot2token", "(", "arr", ")", "indexToLetter", "=", "_get_index_dict", "(", "vocab", ")", "return", "[", "''", ".", "join", "(", "[", "indexToLetter", "[", "x", "]", "for", "x", "in", "row", "]", ")", "for", "row", "in", "tokens", "]" ]
Convert a one-hot encoded array back to string
[ "Convert", "a", "one", "-", "hot", "encoded", "array", "back", "to", "string" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L32-L38
train
Convert a one - hot encoded array back to a string
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + chr(0b1101111) + chr(2244 - 2192) + chr(2073 - 2024), 13141 - 13133), nzTpIcepk0o8(chr(48) + chr(0b101110 + 0o101) + chr(0b1111 + 0o44) + chr(0b1010 + 0o46), 0o10), nzTpIcepk0o8(chr(2142 - 2094) + '\157' + chr(0b110 + 0o54) + '\061' + chr(1536 - 1487), 1732 - 1724), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(232 - 182) + '\x32' + '\063', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1001001 + 0o46) + chr(0b10011 + 0o37) + '\064', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(50) + '\066' + '\066', 0o10), nzTpIcepk0o8('\060' + chr(0b1110 + 0o141) + chr(618 - 569) + '\x34' + '\061', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b1100 + 0o46) + chr(52) + chr(2907 - 2852), 16793 - 16785), nzTpIcepk0o8(chr(828 - 780) + '\x6f' + chr(0b110011) + chr(48) + chr(2008 - 1956), ord("\x08")), nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(111) + chr(1798 - 1747) + chr(0b111 + 0o52) + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(591 - 543) + '\x6f' + chr(423 - 374) + '\x33' + '\x31', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(2229 - 2118) + chr(1698 - 1647) + '\061' + chr(88 - 40), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b111111 + 0o60) + chr(0b11000 + 0o32) + chr(0b100010 + 0o24) + chr(0b10010 + 0o44), 8), nzTpIcepk0o8('\060' + chr(111) + chr(0b110001) + chr(52) + chr(1894 - 1842), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(2134 - 2085) + chr(871 - 818) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + chr(1887 - 1832) + chr(0b11100 + 0o33), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + '\x32' + '\x36' + chr(0b101110 + 0o3), 27568 - 27560), nzTpIcepk0o8(chr(1644 - 1596) + chr(0b1101111) + chr(0b1011 + 0o46) + chr(49) + chr(2004 - 1955), 14617 - 14609), nzTpIcepk0o8(chr(1466 - 1418) + '\157' + chr(1970 - 1919) + chr(1880 - 1826) + chr(50), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + '\060' + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(701 - 653) + chr(0b1101111) + chr(0b11100 + 0o26) + chr(0b110110) + chr(0b110001), 8), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b101010 + 0o10) + chr(0b110010) + '\062', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1000001 + 0o56) + chr(0b110010) + chr(53) + chr(1127 - 1074), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1761 - 1711) + chr(0b11011 + 0o25), 0b1000), nzTpIcepk0o8('\x30' + chr(7373 - 7262) + chr(0b11110 + 0o26), 52488 - 52480), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(1475 - 1424) + chr(0b110101) + '\x36', 14721 - 14713), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\062' + '\x33' + chr(50), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x31' + chr(55) + chr(0b101111 + 0o5), 0o10), nzTpIcepk0o8('\060' + chr(0b110000 + 0o77) + chr(142 - 91) + chr(2083 - 2031) + '\064', 0b1000), nzTpIcepk0o8(chr(61 - 13) + '\x6f' + chr(131 - 77) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(560 - 510) + chr(52) + '\063', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(1981 - 1930) + chr(0b111 + 0o60) + chr(154 - 102), 56030 - 56022), nzTpIcepk0o8('\x30' + chr(111) + chr(50) + '\060' + chr(0b110100), 8), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + chr(54), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(51), 54337 - 54329), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b10101 + 0o34) + chr(54) + chr(0b100001 + 0o21), 52959 - 52951), nzTpIcepk0o8(chr(1952 - 1904) + chr(0b1000000 + 0o57) + chr(416 - 367) + chr(53) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\157' + '\x31' + '\061' + chr(2235 - 2180), 0o10), nzTpIcepk0o8(chr(1178 - 1130) + chr(0b1101111) + '\x37' + chr(2208 - 2156), ord("\x08")), nzTpIcepk0o8(chr(0b100010 + 0o16) + '\x6f' + chr(0b11101 + 0o26) + chr(0b110010) + chr(49), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(0b1101111) + chr(828 - 775) + '\x30', 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x0f'), chr(0b1100100) + chr(0b1110 + 0o127) + '\x63' + '\157' + chr(0b1010 + 0o132) + chr(0b10101 + 0o120))('\x75' + chr(0b1110100) + chr(102) + '\x2d' + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def xJYWq1PkmA8n(JaZEP80kXwoT, Gco8Sd5Rk1TP): ypL2nDLApKMy = GAhZCsx_k4DS(JaZEP80kXwoT) lMAuze55bVAr = XY4A33CCdOrZ(Gco8Sd5Rk1TP) return [roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b''), chr(0b1100100) + chr(0b1000011 + 0o42) + chr(4788 - 4689) + chr(111) + '\144' + chr(101))(chr(117) + chr(0b1110100) + chr(0b1010100 + 0o22) + chr(0b101101) + chr(2974 - 2918)), roI3spqORKae(ES5oEprVxulp(b'x,\xf0\xde-\xf4\x02\xc1\x90\x8c\x17\xb9'), '\x64' + '\x65' + chr(0b1010010 + 0o21) + chr(243 - 132) + chr(100) + '\145')(chr(0b1000100 + 0o61) + '\164' + chr(102) + chr(0b101101) + chr(0b111000)))([lMAuze55bVAr[bI5jsQ9OkQtj] for bI5jsQ9OkQtj in o6UWUO21mH25]) for o6UWUO21mH25 in ypL2nDLApKMy]
gagneurlab/concise
concise/preprocessing/sequence.py
tokenize
def tokenize(seq, vocab, neutral_vocab=[]): """Convert sequence to integers # Arguments seq: Sequence to encode vocab: Vocabulary to use neutral_vocab: Neutral vocabulary -> assign those values to -1 # Returns List of length `len(seq)` with integers from `-1` to `len(vocab) - 1` """ # Req: all vocabs have the same length if isinstance(neutral_vocab, str): neutral_vocab = [neutral_vocab] nchar = len(vocab[0]) for l in vocab + neutral_vocab: assert len(l) == nchar assert len(seq) % nchar == 0 # since we are using striding vocab_dict = _get_vocab_dict(vocab) for l in neutral_vocab: vocab_dict[l] = -1 # current performance bottleneck return [vocab_dict[seq[(i * nchar):((i + 1) * nchar)]] for i in range(len(seq) // nchar)]
python
def tokenize(seq, vocab, neutral_vocab=[]): """Convert sequence to integers # Arguments seq: Sequence to encode vocab: Vocabulary to use neutral_vocab: Neutral vocabulary -> assign those values to -1 # Returns List of length `len(seq)` with integers from `-1` to `len(vocab) - 1` """ # Req: all vocabs have the same length if isinstance(neutral_vocab, str): neutral_vocab = [neutral_vocab] nchar = len(vocab[0]) for l in vocab + neutral_vocab: assert len(l) == nchar assert len(seq) % nchar == 0 # since we are using striding vocab_dict = _get_vocab_dict(vocab) for l in neutral_vocab: vocab_dict[l] = -1 # current performance bottleneck return [vocab_dict[seq[(i * nchar):((i + 1) * nchar)]] for i in range(len(seq) // nchar)]
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Convert sequence to integers # Arguments seq: Sequence to encode vocab: Vocabulary to use neutral_vocab: Neutral vocabulary -> assign those values to -1 # Returns List of length `len(seq)` with integers from `-1` to `len(vocab) - 1`
[ "Convert", "sequence", "to", "integers" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L41-L66
train
Convert sequence to integers sgi
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1306) + chr(361 - 250) + chr(0b10100 + 0o37) + chr(0b10111 + 0o37) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1100100 + 0o13) + chr(0b110001) + chr(49) + chr(2099 - 2045), 0b1000), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b1101111) + '\x31' + chr(0b110001) + chr(461 - 406), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + chr(0b101100 + 0o11) + chr(0b10101 + 0o34), ord("\x08")), nzTpIcepk0o8(chr(0b10 + 0o56) + chr(817 - 706) + '\061' + '\063' + chr(54), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110001) + '\066' + chr(52), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(49) + chr(48) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\062' + chr(0b110100) + '\x37', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b100001 + 0o116) + '\062' + chr(152 - 97) + chr(94 - 43), 0o10), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b1101111) + '\x31' + chr(205 - 155) + '\063', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(50) + '\x33' + chr(48), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\061' + chr(51) + '\064', ord("\x08")), nzTpIcepk0o8(chr(1249 - 1201) + chr(1640 - 1529) + chr(49) + '\x34' + chr(0b11100 + 0o27), 224 - 216), nzTpIcepk0o8(chr(0b11101 + 0o23) + '\157' + '\067' + '\064', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + '\x32' + chr(0b1000 + 0o54) + '\067', 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b100110 + 0o13) + chr(51) + chr(0b110101), 0o10), nzTpIcepk0o8('\060' + '\157' + '\x33' + chr(0b1000 + 0o54) + chr(0b10000 + 0o42), 0b1000), nzTpIcepk0o8('\x30' + chr(11214 - 11103) + chr(49), 57013 - 57005), nzTpIcepk0o8('\060' + chr(0b1101110 + 0o1) + chr(451 - 402) + chr(0b101011 + 0o14) + chr(0b100000 + 0o23), 42244 - 42236), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110011) + chr(1450 - 1400) + chr(49), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(49) + '\x36', 0o10), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(111) + chr(49) + '\x35' + chr(0b110000), 35919 - 35911), nzTpIcepk0o8(chr(0b1011 + 0o45) + '\x6f' + '\x31' + chr(0b110 + 0o52) + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(53) + chr(1694 - 1646), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b101000 + 0o12) + chr(0b100011 + 0o23), 22912 - 22904), nzTpIcepk0o8(chr(809 - 761) + chr(0b1101101 + 0o2) + chr(51) + chr(0b10000 + 0o46), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(1957 - 1907) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b1011110 + 0o21) + '\x32' + chr(0b1000 + 0o55) + chr(2737 - 2683), 12265 - 12257), nzTpIcepk0o8(chr(856 - 808) + '\x6f' + chr(0b110111) + '\x35', 36537 - 36529), nzTpIcepk0o8('\x30' + '\157' + chr(0b11101 + 0o25) + '\063' + '\x32', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b100101 + 0o16) + chr(2750 - 2697) + chr(1347 - 1297), 0o10), nzTpIcepk0o8(chr(933 - 885) + chr(111) + '\x31' + chr(0b11110 + 0o25) + chr(53), 8), nzTpIcepk0o8('\060' + '\x6f' + chr(49) + '\x34' + chr(0b110 + 0o60), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + '\x33' + chr(0b110000) + '\060', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(79 - 30) + chr(0b110010 + 0o2) + chr(0b110001 + 0o4), 0o10), nzTpIcepk0o8('\x30' + chr(0b111010 + 0o65) + chr(1367 - 1318) + chr(0b110000) + chr(51), 0o10), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(0b1101111) + chr(0b110010) + chr(0b110000 + 0o1) + '\x30', 36701 - 36693), nzTpIcepk0o8(chr(1750 - 1702) + '\x6f' + chr(0b110001) + chr(49) + chr(0b110111), 8), nzTpIcepk0o8(chr(152 - 104) + chr(0b1101111) + '\063' + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + chr(0b110100), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1588 - 1535) + chr(76 - 28), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xd8'), chr(691 - 591) + chr(0b1100101) + '\x63' + chr(11354 - 11243) + chr(100) + chr(6626 - 6525))('\x75' + chr(7616 - 7500) + chr(0b110010 + 0o64) + chr(0b101101) + chr(0b101001 + 0o17)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def tQ48F56yHt7T(ftk9lc7G5FOo, Gco8Sd5Rk1TP, v3azMiWUiZRH=[]): if suIjIS24Zkqw(v3azMiWUiZRH, N9zlRy29S1SS): v3azMiWUiZRH = [v3azMiWUiZRH] ynH_7ocTE_Z8 = ftfygxgFas5X(Gco8Sd5Rk1TP[nzTpIcepk0o8(chr(0b11000 + 0o30) + chr(111) + chr(0b11111 + 0o21), 0o10)]) for fPrVrKACaFCC in Gco8Sd5Rk1TP + v3azMiWUiZRH: assert ftfygxgFas5X(fPrVrKACaFCC) == ynH_7ocTE_Z8 assert ftfygxgFas5X(ftk9lc7G5FOo) % ynH_7ocTE_Z8 == nzTpIcepk0o8(chr(0b100011 + 0o15) + '\157' + chr(1567 - 1519), 8) xQzPldY0n8sK = _XcwIt5Aa0rd(Gco8Sd5Rk1TP) for fPrVrKACaFCC in v3azMiWUiZRH: xQzPldY0n8sK[fPrVrKACaFCC] = -nzTpIcepk0o8(chr(0b110000) + chr(0b111101 + 0o62) + chr(0b110001), 8) return [xQzPldY0n8sK[ftk9lc7G5FOo[ZlbFMSG8gCoF * ynH_7ocTE_Z8:(ZlbFMSG8gCoF + nzTpIcepk0o8('\060' + chr(621 - 510) + '\061', 8)) * ynH_7ocTE_Z8]] for ZlbFMSG8gCoF in bbT2xIe5pzk7(ftfygxgFas5X(ftk9lc7G5FOo) // ynH_7ocTE_Z8)]
gagneurlab/concise
concise/preprocessing/sequence.py
token2one_hot
def token2one_hot(tvec, vocab_size): """ Note: everything out of the vucabulary is transformed into `np.zeros(vocab_size)` """ arr = np.zeros((len(tvec), vocab_size)) tvec_range = np.arange(len(tvec)) tvec = np.asarray(tvec) arr[tvec_range[tvec >= 0], tvec[tvec >= 0]] = 1 return arr
python
def token2one_hot(tvec, vocab_size): """ Note: everything out of the vucabulary is transformed into `np.zeros(vocab_size)` """ arr = np.zeros((len(tvec), vocab_size)) tvec_range = np.arange(len(tvec)) tvec = np.asarray(tvec) arr[tvec_range[tvec >= 0], tvec[tvec >= 0]] = 1 return arr
[ "def", "token2one_hot", "(", "tvec", ",", "vocab_size", ")", ":", "arr", "=", "np", ".", "zeros", "(", "(", "len", "(", "tvec", ")", ",", "vocab_size", ")", ")", "tvec_range", "=", "np", ".", "arange", "(", "len", "(", "tvec", ")", ")", "tvec", "=", "np", ".", "asarray", "(", "tvec", ")", "arr", "[", "tvec_range", "[", "tvec", ">=", "0", "]", ",", "tvec", "[", "tvec", ">=", "0", "]", "]", "=", "1", "return", "arr" ]
Note: everything out of the vucabulary is transformed into `np.zeros(vocab_size)`
[ "Note", ":", "everything", "out", "of", "the", "vucabulary", "is", "transformed", "into", "np", ".", "zeros", "(", "vocab_size", ")" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L82-L91
train
Convert a token vector into one - hot array.
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1370) + '\x34' + chr(53), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(2097 - 2047) + chr(0b110001) + chr(0b110110), 29896 - 29888), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(50) + chr(0b110010) + '\065', 0o10), nzTpIcepk0o8(chr(2127 - 2079) + chr(0b1010101 + 0o32) + '\062' + chr(48) + chr(945 - 891), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + '\063' + chr(0b110111) + chr(0b10110 + 0o35), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(51) + '\060' + chr(424 - 373), 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\x31' + '\x36' + chr(0b110011), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\062' + chr(0b10100 + 0o41) + '\060', 0b1000), nzTpIcepk0o8(chr(203 - 155) + chr(111) + chr(1772 - 1722) + '\064' + chr(53), ord("\x08")), nzTpIcepk0o8(chr(0b10110 + 0o32) + '\x6f' + chr(834 - 783) + chr(0b110011) + chr(48), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b11001 + 0o35) + chr(568 - 516), 29640 - 29632), nzTpIcepk0o8('\x30' + chr(111) + chr(1111 - 1060) + chr(0b11111 + 0o22) + chr(55), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(10530 - 10419) + chr(0b111 + 0o54) + '\x31' + '\x33', 0o10), nzTpIcepk0o8('\x30' + chr(11308 - 11197) + chr(2218 - 2169) + chr(49) + chr(0b1110 + 0o44), 569 - 561), nzTpIcepk0o8(chr(0b110000) + chr(0b1101 + 0o142) + chr(0b110010) + '\065' + '\x34', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(49) + chr(0b101101 + 0o6), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(587 - 537) + chr(51) + chr(54), 17456 - 17448), nzTpIcepk0o8(chr(48) + '\157' + chr(0b101101 + 0o12) + '\062', 35547 - 35539), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + '\067' + chr(303 - 254), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110010 + 0o0) + '\x34' + '\x31', 29490 - 29482), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + chr(0b100011 + 0o21) + chr(54), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1000001 + 0o56) + chr(1818 - 1767) + '\x33' + '\x32', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b111001 + 0o66) + '\062' + chr(0b110110) + chr(2492 - 2442), 1896 - 1888), nzTpIcepk0o8(chr(0b110000) + chr(2785 - 2674) + chr(51) + chr(0b110001) + chr(0b100110 + 0o12), ord("\x08")), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(111) + chr(1711 - 1662) + chr(487 - 439) + chr(54), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + '\063' + '\x33' + '\x37', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b111001 + 0o66) + chr(0b10 + 0o60) + chr(0b101101 + 0o10) + chr(591 - 537), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(1589 - 1539) + chr(0b11001 + 0o31), 42022 - 42014), nzTpIcepk0o8(chr(0b110 + 0o52) + chr(9129 - 9018) + chr(0b10001 + 0o42) + chr(60 - 10) + '\060', 34132 - 34124), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(49) + '\061' + chr(54), 5847 - 5839), nzTpIcepk0o8(chr(0b101100 + 0o4) + '\x6f' + chr(154 - 105) + '\063' + chr(2373 - 2321), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(1632 - 1578) + chr(0b10110 + 0o32), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b10000 + 0o43) + chr(52) + '\063', 45039 - 45031), nzTpIcepk0o8('\060' + chr(111) + chr(0b110010) + chr(0b110 + 0o54), 8), nzTpIcepk0o8('\060' + chr(111) + chr(0b11011 + 0o27) + chr(2976 - 2921) + chr(53), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + '\063' + '\065' + chr(50), 0o10), nzTpIcepk0o8('\x30' + chr(4493 - 4382) + '\x32' + chr(0b110110) + '\x32', 8), nzTpIcepk0o8('\060' + chr(8313 - 8202) + chr(768 - 717) + chr(53) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(53) + chr(559 - 511), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(111) + chr(0b100111 + 0o16) + chr(48), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x83'), '\144' + chr(0b1011111 + 0o6) + chr(1016 - 917) + chr(0b1101111) + chr(0b1100100) + chr(0b101111 + 0o66))(chr(0b10100 + 0o141) + chr(0b11110 + 0o126) + chr(0b1100110) + '\055' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def _PtyfAte3H_i(BwW_n7VlHnID, BGUFTzl9533l): JaZEP80kXwoT = nDF4gVNx0u9Q.UmwwEp7MzR6q((ftfygxgFas5X(BwW_n7VlHnID), BGUFTzl9533l)) V_FEhqi_LgtJ = nDF4gVNx0u9Q.chmI_GMU_sEi(ftfygxgFas5X(BwW_n7VlHnID)) BwW_n7VlHnID = nDF4gVNx0u9Q.asarray(BwW_n7VlHnID) JaZEP80kXwoT[V_FEhqi_LgtJ[BwW_n7VlHnID >= nzTpIcepk0o8(chr(0b110000) + '\157' + '\x30', 0o10)], BwW_n7VlHnID[BwW_n7VlHnID >= nzTpIcepk0o8(chr(1667 - 1619) + chr(9016 - 8905) + chr(1811 - 1763), 8)]] = nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b10111 + 0o32), 16236 - 16228) return JaZEP80kXwoT
gagneurlab/concise
concise/preprocessing/sequence.py
encodeSequence
def encodeSequence(seq_vec, vocab, neutral_vocab, maxlen=None, seq_align="start", pad_value="N", encode_type="one_hot"): """Convert a list of genetic sequences into one-hot-encoded array. # Arguments seq_vec: list of strings (genetic sequences) vocab: list of chars: List of "words" to use as the vocabulary. Can be strings of length>0, but all need to have the same length. For DNA, this is: ["A", "C", "G", "T"]. neutral_vocab: list of chars: Values used to pad the sequence or represent unknown-values. For DNA, this is: ["N"]. maxlen: int or None, Should we trim (subset) the resulting sequence. If None don't trim. Note that trims wrt the align parameter. It should be smaller than the longest sequence. seq_align: character; 'end' or 'start' To which end should we align sequences? encode_type: "one_hot" or "token". "token" represents each vocab element as a positive integer from 1 to len(vocab) + 1. neutral_vocab is represented with 0. # Returns Array with shape for encode_type: - "one_hot": `(len(seq_vec), maxlen, len(vocab))` - "token": `(len(seq_vec), maxlen)` If `maxlen=None`, it gets the value of the longest sequence length from `seq_vec`. """ if isinstance(neutral_vocab, str): neutral_vocab = [neutral_vocab] if isinstance(seq_vec, str): raise ValueError("seq_vec should be an iterable returning " + "strings not a string itself") assert len(vocab[0]) == len(pad_value) assert pad_value in neutral_vocab assert encode_type in ["one_hot", "token"] seq_vec = pad_sequences(seq_vec, maxlen=maxlen, align=seq_align, value=pad_value) if encode_type == "one_hot": arr_list = [token2one_hot(tokenize(seq, vocab, neutral_vocab), len(vocab)) for i, seq in enumerate(seq_vec)] elif encode_type == "token": arr_list = [1 + np.array(tokenize(seq, vocab, neutral_vocab)) for seq in seq_vec] # we add 1 to be compatible with keras: https://keras.io/layers/embeddings/ # indexes > 0, 0 = padding element return np.stack(arr_list)
python
def encodeSequence(seq_vec, vocab, neutral_vocab, maxlen=None, seq_align="start", pad_value="N", encode_type="one_hot"): """Convert a list of genetic sequences into one-hot-encoded array. # Arguments seq_vec: list of strings (genetic sequences) vocab: list of chars: List of "words" to use as the vocabulary. Can be strings of length>0, but all need to have the same length. For DNA, this is: ["A", "C", "G", "T"]. neutral_vocab: list of chars: Values used to pad the sequence or represent unknown-values. For DNA, this is: ["N"]. maxlen: int or None, Should we trim (subset) the resulting sequence. If None don't trim. Note that trims wrt the align parameter. It should be smaller than the longest sequence. seq_align: character; 'end' or 'start' To which end should we align sequences? encode_type: "one_hot" or "token". "token" represents each vocab element as a positive integer from 1 to len(vocab) + 1. neutral_vocab is represented with 0. # Returns Array with shape for encode_type: - "one_hot": `(len(seq_vec), maxlen, len(vocab))` - "token": `(len(seq_vec), maxlen)` If `maxlen=None`, it gets the value of the longest sequence length from `seq_vec`. """ if isinstance(neutral_vocab, str): neutral_vocab = [neutral_vocab] if isinstance(seq_vec, str): raise ValueError("seq_vec should be an iterable returning " + "strings not a string itself") assert len(vocab[0]) == len(pad_value) assert pad_value in neutral_vocab assert encode_type in ["one_hot", "token"] seq_vec = pad_sequences(seq_vec, maxlen=maxlen, align=seq_align, value=pad_value) if encode_type == "one_hot": arr_list = [token2one_hot(tokenize(seq, vocab, neutral_vocab), len(vocab)) for i, seq in enumerate(seq_vec)] elif encode_type == "token": arr_list = [1 + np.array(tokenize(seq, vocab, neutral_vocab)) for seq in seq_vec] # we add 1 to be compatible with keras: https://keras.io/layers/embeddings/ # indexes > 0, 0 = padding element return np.stack(arr_list)
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Convert a list of genetic sequences into one-hot-encoded array. # Arguments seq_vec: list of strings (genetic sequences) vocab: list of chars: List of "words" to use as the vocabulary. Can be strings of length>0, but all need to have the same length. For DNA, this is: ["A", "C", "G", "T"]. neutral_vocab: list of chars: Values used to pad the sequence or represent unknown-values. For DNA, this is: ["N"]. maxlen: int or None, Should we trim (subset) the resulting sequence. If None don't trim. Note that trims wrt the align parameter. It should be smaller than the longest sequence. seq_align: character; 'end' or 'start' To which end should we align sequences? encode_type: "one_hot" or "token". "token" represents each vocab element as a positive integer from 1 to len(vocab) + 1. neutral_vocab is represented with 0. # Returns Array with shape for encode_type: - "one_hot": `(len(seq_vec), maxlen, len(vocab))` - "token": `(len(seq_vec), maxlen)` If `maxlen=None`, it gets the value of the longest sequence length from `seq_vec`.
[ "Convert", "a", "list", "of", "genetic", "sequences", "into", "one", "-", "hot", "-", "encoded", "array", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L94-L141
train
Convert a list of genetic sequences into one - hot - encoded array.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + chr(0b10000 + 0o137) + chr(52) + chr(2296 - 2248), 6448 - 6440), nzTpIcepk0o8('\x30' + chr(6577 - 6466) + chr(50) + '\x31' + chr(1998 - 1949), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(2116 - 2065) + chr(50) + '\x36', 10888 - 10880), nzTpIcepk0o8(chr(0b0 + 0o60) + '\157' + chr(0b100110 + 0o15) + chr(0b110001) + chr(0b1 + 0o62), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + '\x32' + chr(0b110001) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b101111 + 0o1) + '\157' + chr(0b110001) + chr(53) + '\065', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b111000 + 0o67) + chr(0b110010) + chr(0b110001) + chr(54), 8), nzTpIcepk0o8(chr(427 - 379) + chr(0b1001100 + 0o43) + chr(51) + chr(0b1001 + 0o51) + chr(710 - 655), 2883 - 2875), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(1117 - 1064) + chr(53), 0o10), nzTpIcepk0o8(chr(48) + '\157' + '\063' + '\063' + '\x34', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\064' + chr(51), 5509 - 5501), nzTpIcepk0o8('\060' + chr(3962 - 3851) + '\067' + chr(0b110011), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(0b1 + 0o63) + chr(0b110 + 0o53), 0b1000), nzTpIcepk0o8(chr(48) + chr(169 - 58) + chr(49) + '\x30' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(1815 - 1767) + '\157' + chr(644 - 595) + chr(53) + '\062', 0b1000), nzTpIcepk0o8('\060' + chr(9928 - 9817) + '\063' + chr(2578 - 2524) + chr(1800 - 1748), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1001000 + 0o47) + chr(362 - 313) + '\x30' + '\x36', 12536 - 12528), nzTpIcepk0o8(chr(48) + '\x6f' + '\x33' + chr(2327 - 2278) + chr(0b110001), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + '\x32' + chr(2323 - 2273), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110001) + '\060' + chr(1870 - 1819), 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\061' + chr(51) + '\x31', 9328 - 9320), nzTpIcepk0o8(chr(240 - 192) + '\x6f' + chr(1233 - 1184) + chr(1523 - 1472) + chr(51), ord("\x08")), nzTpIcepk0o8('\060' + chr(4018 - 3907) + chr(1755 - 1706) + '\x37' + chr(237 - 188), ord("\x08")), nzTpIcepk0o8('\x30' + chr(6110 - 5999) + chr(50) + chr(0b10111 + 0o34) + '\x31', 64260 - 64252), nzTpIcepk0o8(chr(48) + '\x6f' + chr(2059 - 2008) + '\x33' + chr(1295 - 1242), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + '\062' + chr(0b110101) + chr(906 - 857), 17124 - 17116), nzTpIcepk0o8('\060' + chr(0b1000111 + 0o50) + chr(0b110010) + chr(0b110111), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b110001) + chr(49) + chr(1442 - 1390), 13436 - 13428), nzTpIcepk0o8(chr(60 - 12) + '\157' + chr(133 - 84) + chr(51) + '\x31', 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110011) + '\x35' + '\x32', 0b1000), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(111) + '\063' + '\x36' + chr(55), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1011100 + 0o23) + '\062' + '\061' + '\062', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(0b110011) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110100), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + '\062' + chr(54) + '\x34', 4388 - 4380), nzTpIcepk0o8('\x30' + chr(2315 - 2204) + chr(0b11011 + 0o26) + chr(0b110100) + chr(52), 0b1000), nzTpIcepk0o8('\060' + chr(7577 - 7466) + '\x32' + chr(921 - 873) + chr(54), 60439 - 60431), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b11100 + 0o25) + chr(55), ord("\x08")), nzTpIcepk0o8(chr(1248 - 1200) + '\x6f' + '\066' + chr(0b110100), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1100 + 0o143) + chr(0b101000 + 0o11) + '\x34' + chr(0b1011 + 0o51), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(1051 - 940) + chr(0b1101 + 0o50) + '\x30', 47581 - 47573)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x0e'), chr(899 - 799) + chr(0b11010 + 0o113) + chr(99) + chr(0b1101111) + chr(0b1100100) + '\x65')(chr(8350 - 8233) + chr(0b1110100) + chr(6859 - 6757) + chr(0b101101) + chr(2155 - 2099)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def kahTBpGmSB1X(uHp4AmKWEZ_K, Gco8Sd5Rk1TP, v3azMiWUiZRH, bkEe14a1B30s=None, TmBGUpmSiJjm=roI3spqORKae(ES5oEprVxulp(b'S\xfd\xb7\xb9\xfa'), chr(0b10 + 0o142) + chr(0b1100101) + chr(99) + chr(0b1101111) + chr(0b1100100) + chr(101))('\x75' + chr(0b1110000 + 0o4) + chr(0b1100110) + '\x2d' + '\070'), yte3jnL_LirP=roI3spqORKae(ES5oEprVxulp(b'n'), chr(0b1100100) + chr(101) + '\x63' + '\157' + '\144' + chr(0b111100 + 0o51))(chr(117) + chr(6935 - 6819) + chr(4341 - 4239) + '\x2d' + chr(1016 - 960)), R0jVFoJ5H4Lo=roI3spqORKae(ES5oEprVxulp(b'O\xe7\xb3\x94\xe6\x02\xfa'), '\144' + chr(101) + chr(0b1100011 + 0o0) + chr(0b11000 + 0o127) + '\144' + chr(101))(chr(117) + chr(0b1110100) + chr(10307 - 10205) + chr(0b101101) + chr(687 - 631))): if suIjIS24Zkqw(v3azMiWUiZRH, N9zlRy29S1SS): v3azMiWUiZRH = [v3azMiWUiZRH] if suIjIS24Zkqw(uHp4AmKWEZ_K, N9zlRy29S1SS): raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b'S\xec\xa7\x94\xf8\x08\xed\xf7^\xb4LNM!J\x96#\xe9s-y2\r\xfc\xaf\xc8u <\xca\x85\xefoq\xc6\n\xefaSD'), '\x64' + chr(0b1100101) + chr(99) + '\157' + chr(0b1100100) + chr(0b1100010 + 0o3))('\x75' + chr(0b1110100) + chr(0b110101 + 0o61) + chr(45) + chr(0b10101 + 0o43)) + roI3spqORKae(ES5oEprVxulp(b'S\xfd\xa4\xa2\xe0\n\xfd\xf7C\xb3W\x1b@e\x19\x804\xa0|$y2\r\xea\xb8\xc5q'), chr(100) + '\x65' + '\x63' + chr(111) + '\x64' + chr(101))(chr(117) + '\x74' + chr(0b1110 + 0o130) + chr(0b10110 + 0o27) + '\x38')) assert ftfygxgFas5X(Gco8Sd5Rk1TP[nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(7580 - 7469) + '\060', ord("\x08"))]) == ftfygxgFas5X(yte3jnL_LirP) assert yte3jnL_LirP in v3azMiWUiZRH assert R0jVFoJ5H4Lo in [roI3spqORKae(ES5oEprVxulp(b'O\xe7\xb3\x94\xe6\x02\xfa'), chr(4203 - 4103) + chr(101) + '\143' + chr(111) + '\144' + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(0b1100110) + '\055' + '\070'), roI3spqORKae(ES5oEprVxulp(b'T\xe6\xbd\xae\xe0'), chr(5498 - 5398) + chr(0b1100101) + '\143' + '\157' + '\x64' + chr(0b1100101))(chr(117) + chr(0b1110000 + 0o4) + '\x66' + chr(0b101101) + chr(0b100110 + 0o22))] uHp4AmKWEZ_K = mkEpJ4h5YYWA(uHp4AmKWEZ_K, maxlen=bkEe14a1B30s, align=TmBGUpmSiJjm, value=yte3jnL_LirP) if R0jVFoJ5H4Lo == roI3spqORKae(ES5oEprVxulp(b'O\xe7\xb3\x94\xe6\x02\xfa'), chr(0b1100100) + '\145' + '\143' + chr(8834 - 8723) + chr(0b111111 + 0o45) + chr(8437 - 8336))(chr(117) + chr(0b101000 + 0o114) + '\x66' + '\055' + chr(1523 - 1467)): vhkIg8KTYzai = [_PtyfAte3H_i(tQ48F56yHt7T(ftk9lc7G5FOo, Gco8Sd5Rk1TP, v3azMiWUiZRH), ftfygxgFas5X(Gco8Sd5Rk1TP)) for (ZlbFMSG8gCoF, ftk9lc7G5FOo) in _kV_Bomx8PZ4(uHp4AmKWEZ_K)] elif R0jVFoJ5H4Lo == roI3spqORKae(ES5oEprVxulp(b'T\xe6\xbd\xae\xe0'), chr(0b1100100) + chr(9875 - 9774) + chr(0b1100011) + '\x6f' + chr(100) + '\145')('\x75' + '\164' + chr(102) + '\055' + chr(0b100000 + 0o30)): vhkIg8KTYzai = [nzTpIcepk0o8(chr(2275 - 2227) + chr(2027 - 1916) + chr(49), 23823 - 23815) + nDF4gVNx0u9Q.Tn6rGr7XTM7t(tQ48F56yHt7T(ftk9lc7G5FOo, Gco8Sd5Rk1TP, v3azMiWUiZRH)) for ftk9lc7G5FOo in uHp4AmKWEZ_K] return roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'g\xe4\x9c\x92\xf7\x17\xd6\xb6|\x9dYx'), chr(100) + '\145' + '\x63' + '\157' + chr(100) + '\145')(chr(0b1110101) + chr(116) + chr(9553 - 9451) + '\055' + '\x38'))(vhkIg8KTYzai)
gagneurlab/concise
concise/preprocessing/sequence.py
encodeDNA
def encodeDNA(seq_vec, maxlen=None, seq_align="start"): """Convert the DNA sequence into 1-hot-encoding numpy array # Arguments seq_vec: list of chars List of sequences that can have different lengths maxlen: int or None, Should we trim (subset) the resulting sequence. If None don't trim. Note that trims wrt the align parameter. It should be smaller than the longest sequence. seq_align: character; 'end' or 'start' To which end should we align sequences? # Returns 3D numpy array of shape (len(seq_vec), trim_seq_len(or maximal sequence length if None), 4) # Example ```python >>> sequence_vec = ['CTTACTCAGA', 'TCTTTA'] >>> X_seq = encodeDNA(sequence_vec, seq_align="end", maxlen=8) >>> X_seq.shape (2, 8, 4) >>> print(X_seq) [[[0 0 0 1] [1 0 0 0] [0 1 0 0] [0 0 0 1] [0 1 0 0] [1 0 0 0] [0 0 1 0] [1 0 0 0]] [[0 0 0 0] [0 0 0 0] [0 0 0 1] [0 1 0 0] [0 0 0 1] [0 0 0 1] [0 0 0 1] [1 0 0 0]]] ``` """ return encodeSequence(seq_vec, vocab=DNA, neutral_vocab="N", maxlen=maxlen, seq_align=seq_align, pad_value="N", encode_type="one_hot")
python
def encodeDNA(seq_vec, maxlen=None, seq_align="start"): """Convert the DNA sequence into 1-hot-encoding numpy array # Arguments seq_vec: list of chars List of sequences that can have different lengths maxlen: int or None, Should we trim (subset) the resulting sequence. If None don't trim. Note that trims wrt the align parameter. It should be smaller than the longest sequence. seq_align: character; 'end' or 'start' To which end should we align sequences? # Returns 3D numpy array of shape (len(seq_vec), trim_seq_len(or maximal sequence length if None), 4) # Example ```python >>> sequence_vec = ['CTTACTCAGA', 'TCTTTA'] >>> X_seq = encodeDNA(sequence_vec, seq_align="end", maxlen=8) >>> X_seq.shape (2, 8, 4) >>> print(X_seq) [[[0 0 0 1] [1 0 0 0] [0 1 0 0] [0 0 0 1] [0 1 0 0] [1 0 0 0] [0 0 1 0] [1 0 0 0]] [[0 0 0 0] [0 0 0 0] [0 0 0 1] [0 1 0 0] [0 0 0 1] [0 0 0 1] [0 0 0 1] [1 0 0 0]]] ``` """ return encodeSequence(seq_vec, vocab=DNA, neutral_vocab="N", maxlen=maxlen, seq_align=seq_align, pad_value="N", encode_type="one_hot")
[ "def", "encodeDNA", "(", "seq_vec", ",", "maxlen", "=", "None", ",", "seq_align", "=", "\"start\"", ")", ":", "return", "encodeSequence", "(", "seq_vec", ",", "vocab", "=", "DNA", ",", "neutral_vocab", "=", "\"N\"", ",", "maxlen", "=", "maxlen", ",", "seq_align", "=", "seq_align", ",", "pad_value", "=", "\"N\"", ",", "encode_type", "=", "\"one_hot\"", ")" ]
Convert the DNA sequence into 1-hot-encoding numpy array # Arguments seq_vec: list of chars List of sequences that can have different lengths maxlen: int or None, Should we trim (subset) the resulting sequence. If None don't trim. Note that trims wrt the align parameter. It should be smaller than the longest sequence. seq_align: character; 'end' or 'start' To which end should we align sequences? # Returns 3D numpy array of shape (len(seq_vec), trim_seq_len(or maximal sequence length if None), 4) # Example ```python >>> sequence_vec = ['CTTACTCAGA', 'TCTTTA'] >>> X_seq = encodeDNA(sequence_vec, seq_align="end", maxlen=8) >>> X_seq.shape (2, 8, 4) >>> print(X_seq) [[[0 0 0 1] [1 0 0 0] [0 1 0 0] [0 0 0 1] [0 1 0 0] [1 0 0 0] [0 0 1 0] [1 0 0 0]] [[0 0 0 0] [0 0 0 0] [0 0 0 1] [0 1 0 0] [0 0 0 1] [0 0 0 1] [0 0 0 1] [1 0 0 0]]] ```
[ "Convert", "the", "DNA", "sequence", "into", "1", "-", "hot", "-", "encoding", "numpy", "array" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L144-L196
train
Convert the DNA sequence into 1 - hot - encoding numpy array
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(724 - 613) + chr(2032 - 1983) + chr(638 - 584) + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b10110 + 0o131) + chr(50) + '\061' + '\065', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(517 - 466) + chr(0b110 + 0o55) + chr(0b110000 + 0o2), 0o10), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\x6f' + chr(0b100 + 0o57) + '\067' + chr(0b0 + 0o64), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b110001) + '\x37' + chr(0b110000), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b1 + 0o62) + chr(0b110010 + 0o1) + '\x31', 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(51) + chr(54) + '\x34', 0o10), nzTpIcepk0o8(chr(1023 - 975) + '\x6f' + chr(0b11101 + 0o25) + chr(0b110001) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(1815 - 1767) + chr(0b1101111) + chr(892 - 843) + chr(0b1010 + 0o50) + chr(0b10001 + 0o44), ord("\x08")), nzTpIcepk0o8(chr(0b11010 + 0o26) + '\157' + chr(0b110001) + chr(52) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(930 - 882) + '\x6f' + chr(0b110010) + chr(0b110101) + chr(0b110000), 34719 - 34711), nzTpIcepk0o8('\x30' + '\x6f' + chr(755 - 706) + chr(1130 - 1075) + chr(0b110100), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(0b10001 + 0o42) + chr(51) + chr(0b110110), 47263 - 47255), nzTpIcepk0o8(chr(48) + chr(111) + chr(903 - 853) + '\x33' + '\x32', ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + '\065' + chr(55), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(49) + chr(0b110100) + chr(0b110000), 8), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(111) + '\061' + '\x34' + chr(0b10110 + 0o35), ord("\x08")), nzTpIcepk0o8(chr(1532 - 1484) + chr(0b1101111) + chr(0b101 + 0o56) + '\065' + chr(0b110001), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1820 - 1769) + '\x37' + chr(184 - 135), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110 + 0o54) + chr(50) + chr(55), ord("\x08")), nzTpIcepk0o8('\x30' + chr(4994 - 4883) + '\063' + '\061' + chr(54), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110001) + chr(0b110011), 36057 - 36049), nzTpIcepk0o8(chr(0b110000) + chr(3494 - 3383) + chr(55) + '\x30', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x31' + chr(53) + '\063', 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + chr(48) + chr(54), 0o10), nzTpIcepk0o8(chr(2231 - 2183) + '\x6f' + '\067' + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(50) + chr(55) + '\061', ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110101) + '\x37', 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1482 - 1433) + chr(1445 - 1391) + chr(0b10010 + 0o42), 0o10), nzTpIcepk0o8(chr(0b1010 + 0o46) + chr(406 - 295) + chr(1825 - 1775) + chr(0b110111) + '\065', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(50) + chr(0b110000) + '\065', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\065' + '\x33', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b101001 + 0o106) + '\061' + chr(0b110001) + '\060', 0o10), nzTpIcepk0o8(chr(1003 - 955) + chr(111) + chr(274 - 220) + chr(2624 - 2572), 0o10), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(0b1101111) + chr(54) + chr(54), 0o10), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(1644 - 1533) + '\065' + chr(1568 - 1514), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x33' + chr(52) + chr(2501 - 2448), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(308 - 258) + chr(0b110101 + 0o1) + chr(0b11100 + 0o30), 58479 - 58471), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\063' + chr(0b110001) + '\067', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1011111 + 0o20) + chr(0b100100 + 0o17) + chr(52) + '\061', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b100000 + 0o20) + '\x6f' + chr(421 - 368) + chr(48), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'_'), '\144' + chr(7928 - 7827) + '\x63' + chr(5284 - 5173) + chr(0b1100100) + chr(0b1100101))(chr(0b1001101 + 0o50) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def bnJjX7ArEoH1(uHp4AmKWEZ_K, bkEe14a1B30s=None, TmBGUpmSiJjm=roI3spqORKae(ES5oEprVxulp(b'\x02\xf9\xbb\x8e\x0c'), chr(9118 - 9018) + chr(0b1100101) + '\143' + '\157' + chr(0b1000100 + 0o40) + '\x65')(chr(558 - 441) + chr(116) + chr(0b1100110) + chr(45) + chr(0b11 + 0o65))): return kahTBpGmSB1X(uHp4AmKWEZ_K, vocab=hh7_ZcYT0ayK, neutral_vocab=roI3spqORKae(ES5oEprVxulp(b'?'), chr(100) + chr(0b101010 + 0o73) + '\x63' + chr(111) + '\144' + '\145')('\x75' + '\x74' + '\x66' + chr(0b101 + 0o50) + chr(0b110000 + 0o10)), maxlen=bkEe14a1B30s, seq_align=TmBGUpmSiJjm, pad_value=roI3spqORKae(ES5oEprVxulp(b'?'), '\x64' + '\145' + chr(0b110110 + 0o55) + chr(111) + chr(0b1000010 + 0o42) + chr(0b1100101))(chr(0b1101011 + 0o12) + '\x74' + chr(1431 - 1329) + '\055' + '\070'), encode_type=roI3spqORKae(ES5oEprVxulp(b'\x1e\xe3\xbf\xa3\x10\xb6\x80'), chr(0b1100100) + chr(0b1100101) + '\x63' + chr(9754 - 9643) + '\x64' + chr(4303 - 4202))(chr(0b1000011 + 0o62) + chr(0b100010 + 0o122) + chr(1931 - 1829) + chr(45) + '\070'))
gagneurlab/concise
concise/preprocessing/sequence.py
encodeRNA
def encodeRNA(seq_vec, maxlen=None, seq_align="start"): """Convert the RNA sequence into 1-hot-encoding numpy array as for encodeDNA """ return encodeSequence(seq_vec, vocab=RNA, neutral_vocab="N", maxlen=maxlen, seq_align=seq_align, pad_value="N", encode_type="one_hot")
python
def encodeRNA(seq_vec, maxlen=None, seq_align="start"): """Convert the RNA sequence into 1-hot-encoding numpy array as for encodeDNA """ return encodeSequence(seq_vec, vocab=RNA, neutral_vocab="N", maxlen=maxlen, seq_align=seq_align, pad_value="N", encode_type="one_hot")
[ "def", "encodeRNA", "(", "seq_vec", ",", "maxlen", "=", "None", ",", "seq_align", "=", "\"start\"", ")", ":", "return", "encodeSequence", "(", "seq_vec", ",", "vocab", "=", "RNA", ",", "neutral_vocab", "=", "\"N\"", ",", "maxlen", "=", "maxlen", ",", "seq_align", "=", "seq_align", ",", "pad_value", "=", "\"N\"", ",", "encode_type", "=", "\"one_hot\"", ")" ]
Convert the RNA sequence into 1-hot-encoding numpy array as for encodeDNA
[ "Convert", "the", "RNA", "sequence", "into", "1", "-", "hot", "-", "encoding", "numpy", "array", "as", "for", "encodeDNA" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L199-L208
train
Convert the RNA sequence into 1 - hot - encoding numpy array as for encodeDNA
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1734) + chr(541 - 487) + chr(2083 - 2028), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + '\x30' + chr(1685 - 1633), ord("\x08")), nzTpIcepk0o8(chr(0b100 + 0o54) + '\x6f' + chr(49) + '\065' + chr(0b110011), 0o10), nzTpIcepk0o8('\060' + chr(0b1001 + 0o146) + chr(0b100000 + 0o27) + chr(0b110001), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(0b101100 + 0o7) + chr(0b110011) + '\066', 0b1000), nzTpIcepk0o8(chr(0b110000 + 0o0) + chr(2933 - 2822) + '\061' + chr(48) + '\x32', 0o10), nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(7149 - 7038) + chr(2240 - 2189) + chr(52) + chr(50), 13944 - 13936), nzTpIcepk0o8(chr(68 - 20) + chr(0b1101111) + chr(668 - 618) + '\060' + chr(0b10100 + 0o43), 0o10), nzTpIcepk0o8(chr(1854 - 1806) + chr(111) + chr(0b1100 + 0o46) + chr(0b110100) + chr(51), 46429 - 46421), nzTpIcepk0o8(chr(0b1010 + 0o46) + chr(0b1101001 + 0o6) + chr(0b110010) + chr(48) + chr(0b110111), 8), nzTpIcepk0o8(chr(48) + chr(10853 - 10742) + chr(51) + chr(51) + chr(2506 - 2453), 23845 - 23837), nzTpIcepk0o8('\060' + chr(8023 - 7912) + chr(50) + '\x30' + chr(0b110101), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(51) + '\065' + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(3207 - 3096) + chr(51) + '\x30', 0o10), nzTpIcepk0o8('\060' + '\157' + '\x33' + chr(52) + chr(0b110010), 8), nzTpIcepk0o8('\060' + chr(10276 - 10165) + '\067' + chr(0b110010), 21964 - 21956), nzTpIcepk0o8(chr(990 - 942) + '\x6f' + chr(50) + chr(0b110010), 0b1000), nzTpIcepk0o8('\x30' + chr(0b111010 + 0o65) + '\061' + chr(0b101000 + 0o12) + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x32' + chr(899 - 849) + chr(0b11010 + 0o33), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001) + chr(0b110100) + '\x36', 7438 - 7430), nzTpIcepk0o8(chr(1283 - 1235) + chr(0b1101111) + '\061' + chr(0b110011 + 0o0) + '\x36', 0b1000), nzTpIcepk0o8(chr(48) + chr(12050 - 11939) + chr(0b100010 + 0o21) + '\066' + '\064', ord("\x08")), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b1100011 + 0o14) + chr(1474 - 1424) + chr(253 - 198) + chr(0b110101), 47100 - 47092), nzTpIcepk0o8(chr(0b110000) + chr(0b11011 + 0o124) + chr(0b110011) + '\x32' + '\x35', 53562 - 53554), nzTpIcepk0o8(chr(358 - 310) + chr(111) + '\x31' + chr(0b110011 + 0o0) + chr(0b110010), 48296 - 48288), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(573 - 524) + '\065' + chr(2484 - 2429), 47877 - 47869), nzTpIcepk0o8(chr(0b100001 + 0o17) + '\x6f' + '\x33' + '\x34' + chr(0b110010), 8), nzTpIcepk0o8(chr(48) + chr(5345 - 5234) + chr(0b110011) + chr(0b101111 + 0o4) + '\x37', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(1692 - 1643) + chr(0b110110), 65274 - 65266), nzTpIcepk0o8('\x30' + '\x6f' + chr(51) + chr(0b110010) + chr(0b110100), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1100000 + 0o17) + '\x31' + chr(0b110110) + chr(2654 - 2601), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1712 - 1658), 0o10), nzTpIcepk0o8(chr(48) + chr(11133 - 11022) + chr(0b110001) + '\x35' + chr(0b110000), 22306 - 22298), nzTpIcepk0o8('\x30' + '\157' + chr(0b1110 + 0o43) + chr(0b10011 + 0o35) + '\x36', 10206 - 10198), nzTpIcepk0o8(chr(48) + chr(0b11111 + 0o120) + chr(0b110011) + chr(48) + chr(2377 - 2326), 0b1000), nzTpIcepk0o8(chr(914 - 866) + chr(111) + chr(0b110011) + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b1101 + 0o142) + chr(0b110001) + '\x34' + chr(0b101011 + 0o13), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1001111 + 0o40) + '\x31' + chr(0b110000) + '\x30', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b110010) + '\x36' + '\x34', ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\157' + chr(0b110101) + chr(1320 - 1272), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x89'), chr(100) + '\x65' + chr(7222 - 7123) + chr(9883 - 9772) + '\x64' + '\x65')(chr(0b1110101) + '\x74' + chr(0b1100110) + chr(45) + chr(0b110100 + 0o4)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ISdzk07CD4Uk(uHp4AmKWEZ_K, bkEe14a1B30s=None, TmBGUpmSiJjm=roI3spqORKae(ES5oEprVxulp(b'\xd4\xc3\xe5\x19M'), chr(4844 - 4744) + '\x65' + chr(0b1010101 + 0o16) + '\x6f' + chr(0b1100100) + '\x65')(chr(0b1 + 0o164) + chr(6818 - 6702) + '\146' + chr(0b101101) + '\x38')): return kahTBpGmSB1X(uHp4AmKWEZ_K, vocab=BJO_Orb0FnnU, neutral_vocab=roI3spqORKae(ES5oEprVxulp(b'\xe9'), chr(0b1100100) + chr(7717 - 7616) + chr(0b1100011) + '\x6f' + chr(0b1001011 + 0o31) + '\145')(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(56)), maxlen=bkEe14a1B30s, seq_align=TmBGUpmSiJjm, pad_value=roI3spqORKae(ES5oEprVxulp(b'\xe9'), chr(0b1000 + 0o134) + chr(0b11001 + 0o114) + '\x63' + '\157' + chr(0b1001100 + 0o30) + chr(0b1100101))(chr(5078 - 4961) + '\x74' + chr(0b101101 + 0o71) + chr(0b101101) + chr(0b111000)), encode_type=roI3spqORKae(ES5oEprVxulp(b'\xc8\xd9\xe14Q\xb16'), chr(0b1111 + 0o125) + '\x65' + chr(0b1100011) + '\157' + chr(0b10001 + 0o123) + '\x65')(chr(0b1110101) + '\164' + chr(0b1100110) + '\055' + chr(0b1110 + 0o52)))
gagneurlab/concise
concise/preprocessing/sequence.py
encodeCodon
def encodeCodon(seq_vec, ignore_stop_codons=True, maxlen=None, seq_align="start", encode_type="one_hot"): """Convert the Codon sequence into 1-hot-encoding numpy array # Arguments seq_vec: List of strings/DNA sequences ignore_stop_codons: boolean; if True, STOP_CODONS are omitted from one-hot encoding. maxlen: Maximum sequence length. See `pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `pad_sequences` for more detail encode_type: can be `"one_hot"` or `token` for token encoding of codons (incremental integer ). # Returns numpy.ndarray of shape `(len(seq_vec), maxlen / 3, 61 if ignore_stop_codons else 64)` """ if ignore_stop_codons: vocab = CODONS neutral_vocab = STOP_CODONS + ["NNN"] else: vocab = CODONS + STOP_CODONS neutral_vocab = ["NNN"] # replace all U's with A's? seq_vec = [str(seq).replace("U", "T") for seq in seq_vec] return encodeSequence(seq_vec, vocab=vocab, neutral_vocab=neutral_vocab, maxlen=maxlen, seq_align=seq_align, pad_value="NNN", encode_type=encode_type)
python
def encodeCodon(seq_vec, ignore_stop_codons=True, maxlen=None, seq_align="start", encode_type="one_hot"): """Convert the Codon sequence into 1-hot-encoding numpy array # Arguments seq_vec: List of strings/DNA sequences ignore_stop_codons: boolean; if True, STOP_CODONS are omitted from one-hot encoding. maxlen: Maximum sequence length. See `pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `pad_sequences` for more detail encode_type: can be `"one_hot"` or `token` for token encoding of codons (incremental integer ). # Returns numpy.ndarray of shape `(len(seq_vec), maxlen / 3, 61 if ignore_stop_codons else 64)` """ if ignore_stop_codons: vocab = CODONS neutral_vocab = STOP_CODONS + ["NNN"] else: vocab = CODONS + STOP_CODONS neutral_vocab = ["NNN"] # replace all U's with A's? seq_vec = [str(seq).replace("U", "T") for seq in seq_vec] return encodeSequence(seq_vec, vocab=vocab, neutral_vocab=neutral_vocab, maxlen=maxlen, seq_align=seq_align, pad_value="NNN", encode_type=encode_type)
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Convert the Codon sequence into 1-hot-encoding numpy array # Arguments seq_vec: List of strings/DNA sequences ignore_stop_codons: boolean; if True, STOP_CODONS are omitted from one-hot encoding. maxlen: Maximum sequence length. See `pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `pad_sequences` for more detail encode_type: can be `"one_hot"` or `token` for token encoding of codons (incremental integer ). # Returns numpy.ndarray of shape `(len(seq_vec), maxlen / 3, 61 if ignore_stop_codons else 64)`
[ "Convert", "the", "Codon", "sequence", "into", "1", "-", "hot", "-", "encoding", "numpy", "array" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L211-L240
train
Convert the Codon sequence into 1 - hot - encoding numpy array.
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8611) + '\062' + '\x37' + '\062', 59039 - 59031), nzTpIcepk0o8('\x30' + chr(0b1101110 + 0o1) + chr(0b110011) + '\x34' + '\060', ord("\x08")), nzTpIcepk0o8('\060' + chr(11538 - 11427) + '\x33' + '\064', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1726 - 1676) + chr(53) + chr(53), 0o10), nzTpIcepk0o8(chr(1929 - 1881) + '\x6f' + '\062' + '\x35' + chr(2297 - 2242), ord("\x08")), nzTpIcepk0o8(chr(1825 - 1777) + chr(642 - 531) + chr(1015 - 964) + chr(55) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(1686 - 1638) + '\157' + chr(0b1 + 0o62) + '\x31' + chr(54), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(51) + chr(0b110011) + chr(0b110001), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(341 - 292) + chr(49) + chr(1164 - 1110), 0b1000), nzTpIcepk0o8(chr(48) + chr(8088 - 7977) + chr(0b101 + 0o56) + '\x32' + chr(49), 0o10), nzTpIcepk0o8(chr(972 - 924) + '\157' + chr(1921 - 1870) + '\063' + chr(0b110011), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(2298 - 2249) + chr(52) + chr(0b110110), 53543 - 53535), nzTpIcepk0o8(chr(1561 - 1513) + '\157' + '\063' + chr(2344 - 2294) + chr(50), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(49) + chr(1227 - 1179) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b1001 + 0o47) + chr(111) + chr(0b110010) + chr(51) + '\064', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1100001 + 0o16) + chr(0b1111 + 0o43) + chr(2426 - 2376) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b10101 + 0o34) + '\x33' + '\x35', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101011 + 0o4) + chr(0b110011) + chr(0b110111) + chr(0b110001), 8), nzTpIcepk0o8(chr(1233 - 1185) + chr(11954 - 11843) + '\x32' + chr(48) + '\065', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110011) + chr(173 - 120) + chr(0b110001 + 0o1), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101 + 0o142) + '\062' + '\066' + '\x30', 0o10), nzTpIcepk0o8('\060' + chr(4835 - 4724) + chr(0b101100 + 0o12) + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b110011 + 0o74) + chr(442 - 393) + '\062' + '\x33', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + '\x33' + chr(498 - 450) + chr(55), 10823 - 10815), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110011) + chr(1530 - 1475) + chr(2101 - 2053), 56510 - 56502), nzTpIcepk0o8(chr(0b110000) + chr(0b1010111 + 0o30) + '\063' + chr(52) + chr(0b110101), 19103 - 19095), nzTpIcepk0o8(chr(0b110000) + chr(0b10011 + 0o134) + chr(0b100 + 0o62) + chr(0b100011 + 0o22), 46027 - 46019), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b101110 + 0o3) + '\061' + '\064', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b10101 + 0o132) + chr(49) + chr(0b110001) + '\064', 8), nzTpIcepk0o8(chr(748 - 700) + chr(0b1101111) + chr(0b110010) + chr(0b101010 + 0o6) + chr(2478 - 2428), 0b1000), nzTpIcepk0o8(chr(48) + chr(3046 - 2935) + '\x36' + '\x34', 45313 - 45305), nzTpIcepk0o8('\060' + chr(8486 - 8375) + '\x31' + '\061', 46251 - 46243), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\062' + chr(51), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(7430 - 7319) + '\x32' + '\065', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(3363 - 3252) + '\x32' + chr(252 - 203) + chr(0b1 + 0o66), ord("\x08")), nzTpIcepk0o8(chr(1632 - 1584) + chr(0b11000 + 0o127) + chr(0b100101 + 0o13), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(1705 - 1655) + '\x37' + chr(2603 - 2551), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(50) + chr(0b10110 + 0o34) + chr(0b1101 + 0o46), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110011) + '\066' + chr(0b11101 + 0o25), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110110) + '\x30', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(111) + '\065' + '\x30', ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x94'), chr(0b1100100) + '\x65' + chr(1807 - 1708) + chr(0b1010100 + 0o33) + '\144' + '\x65')(chr(117) + chr(0b10010 + 0o142) + chr(102) + chr(0b101101) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def KkqCHknNVtLX(uHp4AmKWEZ_K, MbWiSSoO4UY0=nzTpIcepk0o8('\060' + '\157' + '\061', 19427 - 19419), bkEe14a1B30s=None, TmBGUpmSiJjm=roI3spqORKae(ES5oEprVxulp(b'\xc9\x94}\xdf\xdb'), chr(0b11011 + 0o111) + chr(0b1100101) + chr(99) + '\x6f' + chr(6912 - 6812) + chr(8418 - 8317))(chr(117) + chr(116) + '\x66' + chr(1837 - 1792) + chr(0b111000)), R0jVFoJ5H4Lo=roI3spqORKae(ES5oEprVxulp(b'\xd5\x8ey\xf2\xc7\x96\xba'), chr(0b1001 + 0o133) + chr(101) + '\143' + '\157' + '\144' + '\145')(chr(0b1110101) + chr(0b1110100) + '\146' + '\x2d' + chr(1890 - 1834))): if MbWiSSoO4UY0: Gco8Sd5Rk1TP = gsbapyBqOhDG v3azMiWUiZRH = ZS18Y5wC3SIq + [roI3spqORKae(ES5oEprVxulp(b'\xf4\xaeR'), chr(100) + chr(101) + chr(99) + '\157' + chr(1905 - 1805) + chr(1079 - 978))(chr(8915 - 8798) + '\164' + '\146' + chr(45) + '\070')] else: Gco8Sd5Rk1TP = gsbapyBqOhDG + ZS18Y5wC3SIq v3azMiWUiZRH = [roI3spqORKae(ES5oEprVxulp(b'\xf4\xaeR'), chr(5003 - 4903) + chr(2796 - 2695) + '\x63' + chr(0b1101111) + chr(100) + chr(101))(chr(117) + '\x74' + chr(102) + chr(722 - 677) + '\070')] uHp4AmKWEZ_K = [N9zlRy29S1SS(ftk9lc7G5FOo).E91dbqOZXBpJ(roI3spqORKae(ES5oEprVxulp(b'\xef'), chr(717 - 617) + chr(6106 - 6005) + chr(0b1100011) + chr(111) + '\144' + '\145')(chr(0b1110101) + chr(116) + chr(0b1100110) + chr(0b101101) + '\070'), roI3spqORKae(ES5oEprVxulp(b'\xee'), chr(4409 - 4309) + '\x65' + '\x63' + chr(0b10100 + 0o133) + chr(0b101011 + 0o71) + chr(0b1100101))(chr(0b1110101) + '\164' + chr(0b10001 + 0o125) + chr(1314 - 1269) + '\x38')) for ftk9lc7G5FOo in uHp4AmKWEZ_K] return kahTBpGmSB1X(uHp4AmKWEZ_K, vocab=Gco8Sd5Rk1TP, neutral_vocab=v3azMiWUiZRH, maxlen=bkEe14a1B30s, seq_align=TmBGUpmSiJjm, pad_value=roI3spqORKae(ES5oEprVxulp(b'\xf4\xaeR'), chr(0b1010010 + 0o22) + '\145' + chr(99) + chr(11008 - 10897) + '\144' + chr(101))(chr(9882 - 9765) + chr(8634 - 8518) + '\146' + chr(569 - 524) + chr(2873 - 2817)), encode_type=R0jVFoJ5H4Lo)
gagneurlab/concise
concise/preprocessing/sequence.py
encodeAA
def encodeAA(seq_vec, maxlen=None, seq_align="start", encode_type="one_hot"): """Convert the Amino-acid sequence into 1-hot-encoding numpy array # Arguments seq_vec: List of strings/amino-acid sequences maxlen: Maximum sequence length. See `pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `pad_sequences` for more detail encode_type: can be `"one_hot"` or `token` for token encoding of codons (incremental integer ). # Returns numpy.ndarray of shape `(len(seq_vec), maxlen, 22)` """ return encodeSequence(seq_vec, vocab=AMINO_ACIDS, neutral_vocab="_", maxlen=maxlen, seq_align=seq_align, pad_value="_", encode_type=encode_type)
python
def encodeAA(seq_vec, maxlen=None, seq_align="start", encode_type="one_hot"): """Convert the Amino-acid sequence into 1-hot-encoding numpy array # Arguments seq_vec: List of strings/amino-acid sequences maxlen: Maximum sequence length. See `pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `pad_sequences` for more detail encode_type: can be `"one_hot"` or `token` for token encoding of codons (incremental integer ). # Returns numpy.ndarray of shape `(len(seq_vec), maxlen, 22)` """ return encodeSequence(seq_vec, vocab=AMINO_ACIDS, neutral_vocab="_", maxlen=maxlen, seq_align=seq_align, pad_value="_", encode_type=encode_type)
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Convert the Amino-acid sequence into 1-hot-encoding numpy array # Arguments seq_vec: List of strings/amino-acid sequences maxlen: Maximum sequence length. See `pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `pad_sequences` for more detail encode_type: can be `"one_hot"` or `token` for token encoding of codons (incremental integer ). # Returns numpy.ndarray of shape `(len(seq_vec), maxlen, 22)`
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L243-L261
train
Convert the Amino - acid sequence into 1 - hot - encoding numpy array.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + '\x6f' + '\062' + chr(0b110111) + chr(53), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + '\x33' + chr(52) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(1559 - 1448) + '\x35', 0b1000), nzTpIcepk0o8('\060' + chr(2258 - 2147) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b111010 + 0o65) + '\061' + '\x31', 0o10), nzTpIcepk0o8(chr(651 - 603) + '\x6f' + chr(51) + chr(0b11000 + 0o36) + chr(0b110110 + 0o1), 0b1000), nzTpIcepk0o8(chr(1032 - 984) + chr(5006 - 4895) + chr(614 - 564) + chr(1727 - 1675) + chr(1232 - 1179), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\x33' + '\x33' + chr(54), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + chr(0b1011 + 0o51), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(2092 - 2041) + chr(50), ord("\x08")), nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(111) + chr(0b1101 + 0o44) + chr(54) + chr(48), 37111 - 37103), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b1000 + 0o51) + chr(1972 - 1920) + chr(0b101011 + 0o13), 27832 - 27824), nzTpIcepk0o8('\060' + chr(8735 - 8624) + '\063' + '\067' + chr(50), ord("\x08")), nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(0b1 + 0o156) + chr(298 - 247) + chr(0b110010) + '\060', 0b1000), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(111) + chr(0b110011) + chr(0b10000 + 0o40) + chr(0b1100 + 0o47), 1917 - 1909), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(111) + '\060', 0o10), nzTpIcepk0o8('\x30' + chr(0b101110 + 0o101) + chr(0b110010) + chr(1669 - 1616) + chr(2338 - 2288), ord("\x08")), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(4092 - 3981) + chr(0b110001 + 0o6), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1094 - 1043) + chr(1391 - 1339) + chr(48), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\x31', ord("\x08")), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b10011 + 0o134) + '\061' + chr(0b1000 + 0o56) + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + '\063' + '\067' + '\067', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x32' + chr(1203 - 1151), 8), nzTpIcepk0o8(chr(0b111 + 0o51) + '\157' + chr(0b110010) + chr(0b110110) + '\063', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b11001 + 0o126) + '\063' + chr(55) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110010) + chr(0b110000) + chr(0b110100), 22903 - 22895), nzTpIcepk0o8(chr(0b11000 + 0o30) + chr(111) + chr(0b110010) + '\062' + chr(0b10111 + 0o36), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(55) + chr(1876 - 1828), 13696 - 13688), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(51) + '\063', ord("\x08")), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(0b11110 + 0o121) + chr(2526 - 2475) + chr(53) + chr(0b110111), 4219 - 4211), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(50) + chr(0b110010) + chr(55), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(1648 - 1594), 0o10), nzTpIcepk0o8(chr(48) + chr(0b111011 + 0o64) + chr(0b110001) + chr(0b110000), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(49) + chr(0b110100) + chr(0b10110 + 0o36), 788 - 780), nzTpIcepk0o8('\060' + '\157' + chr(49) + '\063' + chr(0b110000), 40507 - 40499), nzTpIcepk0o8(chr(761 - 713) + '\x6f' + '\x31' + chr(2202 - 2151), ord("\x08")), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(111) + chr(51) + '\x37' + chr(49), ord("\x08")), nzTpIcepk0o8(chr(1579 - 1531) + chr(5870 - 5759) + chr(0b101 + 0o56) + '\x32' + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(0b110110 + 0o71) + '\x32' + chr(1637 - 1584) + chr(53), 27866 - 27858), nzTpIcepk0o8(chr(1318 - 1270) + '\x6f' + chr(2222 - 2172) + chr(0b110101) + chr(0b110001), 36765 - 36757)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x35' + chr(1224 - 1176), 50061 - 50053)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x93'), '\144' + chr(0b110100 + 0o61) + chr(0b1100011) + '\157' + chr(100) + '\x65')('\x75' + chr(116) + '\x66' + '\x2d' + chr(821 - 765)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def xAyt8dDgdtFG(uHp4AmKWEZ_K, bkEe14a1B30s=None, TmBGUpmSiJjm=roI3spqORKae(ES5oEprVxulp(b'\xce\x92dq}'), chr(0b1 + 0o143) + '\x65' + chr(99) + chr(111) + '\144' + chr(5864 - 5763))(chr(9145 - 9028) + '\164' + '\x66' + chr(1672 - 1627) + chr(0b111000)), R0jVFoJ5H4Lo=roI3spqORKae(ES5oEprVxulp(b'\xd2\x88`\\a\x98\xd1'), '\x64' + '\145' + chr(0b11 + 0o140) + chr(0b1101111) + chr(2322 - 2222) + '\x65')(chr(0b1110101) + chr(0b1110100) + '\146' + chr(0b100110 + 0o7) + '\070')): return kahTBpGmSB1X(uHp4AmKWEZ_K, vocab=EbYn3vXGF5QX, neutral_vocab=roI3spqORKae(ES5oEprVxulp(b'\xe2'), chr(100) + '\x65' + chr(0b1100011) + chr(111) + '\x64' + chr(0b110 + 0o137))(chr(8430 - 8313) + '\164' + chr(0b1011110 + 0o10) + chr(45) + chr(0b11001 + 0o37)), maxlen=bkEe14a1B30s, seq_align=TmBGUpmSiJjm, pad_value=roI3spqORKae(ES5oEprVxulp(b'\xe2'), '\x64' + chr(0b1100101) + chr(9373 - 9274) + chr(6766 - 6655) + chr(0b1010110 + 0o16) + chr(5386 - 5285))(chr(0b1110101) + '\x74' + chr(102) + chr(0b101101) + '\070'), encode_type=R0jVFoJ5H4Lo)
gagneurlab/concise
concise/preprocessing/sequence.py
pad_sequences
def pad_sequences(sequence_vec, maxlen=None, align="end", value="N"): """Pad and/or trim a list of sequences to have common length. Procedure: 1. Pad the sequence with N's or any other string or list element (`value`) 2. Subset the sequence # Note See also: https://keras.io/preprocessing/sequence/ Aplicable also for lists of characters # Arguments sequence_vec: list of chars or lists List of sequences that can have various lengths value: Neutral element to pad the sequence with. Can be `str` or `list`. maxlen: int or None; Final lenght of sequences. If None, maxlen is set to the longest sequence length. align: character; 'start', 'end' or 'center' To which end to align the sequences when triming/padding. See examples bellow. # Returns List of sequences of the same class as sequence_vec # Example ```python >>> sequence_vec = ['CTTACTCAGA', 'TCTTTA'] >>> pad_sequences(sequence_vec, 10, align="start", value="N") ['CTTACTCAGA', 'TCTTTANNNN'] >>> pad_sequences(sequence_vec, 10, align="end", value="N") ['CTTACTCAGA', 'NNNNTCTTTA'] >>> pad_sequences(sequence_vec, 4, align="center", value="N") ['ACTC', 'CTTT'] ``` """ # neutral element type checking assert isinstance(value, list) or isinstance(value, str) assert isinstance(value, type(sequence_vec[0])) assert not isinstance(sequence_vec, str) assert isinstance(sequence_vec[0], list) or isinstance(sequence_vec[0], str) max_seq_len = max([len(seq) for seq in sequence_vec]) if maxlen is None: maxlen = max_seq_len else: maxlen = int(maxlen) if max_seq_len < maxlen: print("WARNING: Maximum sequence length (%s) is less than maxlen (%s)" % (max_seq_len, maxlen)) max_seq_len = maxlen # check the case when len > 1 for seq in sequence_vec: if not len(seq) % len(value) == 0: raise ValueError("All sequences need to be dividable by len(value)") if not maxlen % len(value) == 0: raise ValueError("maxlen needs to be dividable by len(value)") # pad and subset def pad(seq, max_seq_len, value="N", align="end"): seq_len = len(seq) assert max_seq_len >= seq_len if align is "end": n_left = max_seq_len - seq_len n_right = 0 elif align is "start": n_right = max_seq_len - seq_len n_left = 0 elif align is "center": n_left = (max_seq_len - seq_len) // 2 + (max_seq_len - seq_len) % 2 n_right = (max_seq_len - seq_len) // 2 else: raise ValueError("align can be of: end, start or center") # normalize for the length n_left = n_left // len(value) n_right = n_right // len(value) return value * n_left + seq + value * n_right def trim(seq, maxlen, align="end"): seq_len = len(seq) assert maxlen <= seq_len if align is "end": return seq[-maxlen:] elif align is "start": return seq[0:maxlen] elif align is "center": dl = seq_len - maxlen n_left = dl // 2 + dl % 2 n_right = seq_len - dl // 2 return seq[n_left:n_right] else: raise ValueError("align can be of: end, start or center") padded_sequence_vec = [pad(seq, max(max_seq_len, maxlen), value=value, align=align) for seq in sequence_vec] padded_sequence_vec = [trim(seq, maxlen, align=align) for seq in padded_sequence_vec] return padded_sequence_vec
python
def pad_sequences(sequence_vec, maxlen=None, align="end", value="N"): """Pad and/or trim a list of sequences to have common length. Procedure: 1. Pad the sequence with N's or any other string or list element (`value`) 2. Subset the sequence # Note See also: https://keras.io/preprocessing/sequence/ Aplicable also for lists of characters # Arguments sequence_vec: list of chars or lists List of sequences that can have various lengths value: Neutral element to pad the sequence with. Can be `str` or `list`. maxlen: int or None; Final lenght of sequences. If None, maxlen is set to the longest sequence length. align: character; 'start', 'end' or 'center' To which end to align the sequences when triming/padding. See examples bellow. # Returns List of sequences of the same class as sequence_vec # Example ```python >>> sequence_vec = ['CTTACTCAGA', 'TCTTTA'] >>> pad_sequences(sequence_vec, 10, align="start", value="N") ['CTTACTCAGA', 'TCTTTANNNN'] >>> pad_sequences(sequence_vec, 10, align="end", value="N") ['CTTACTCAGA', 'NNNNTCTTTA'] >>> pad_sequences(sequence_vec, 4, align="center", value="N") ['ACTC', 'CTTT'] ``` """ # neutral element type checking assert isinstance(value, list) or isinstance(value, str) assert isinstance(value, type(sequence_vec[0])) assert not isinstance(sequence_vec, str) assert isinstance(sequence_vec[0], list) or isinstance(sequence_vec[0], str) max_seq_len = max([len(seq) for seq in sequence_vec]) if maxlen is None: maxlen = max_seq_len else: maxlen = int(maxlen) if max_seq_len < maxlen: print("WARNING: Maximum sequence length (%s) is less than maxlen (%s)" % (max_seq_len, maxlen)) max_seq_len = maxlen # check the case when len > 1 for seq in sequence_vec: if not len(seq) % len(value) == 0: raise ValueError("All sequences need to be dividable by len(value)") if not maxlen % len(value) == 0: raise ValueError("maxlen needs to be dividable by len(value)") # pad and subset def pad(seq, max_seq_len, value="N", align="end"): seq_len = len(seq) assert max_seq_len >= seq_len if align is "end": n_left = max_seq_len - seq_len n_right = 0 elif align is "start": n_right = max_seq_len - seq_len n_left = 0 elif align is "center": n_left = (max_seq_len - seq_len) // 2 + (max_seq_len - seq_len) % 2 n_right = (max_seq_len - seq_len) // 2 else: raise ValueError("align can be of: end, start or center") # normalize for the length n_left = n_left // len(value) n_right = n_right // len(value) return value * n_left + seq + value * n_right def trim(seq, maxlen, align="end"): seq_len = len(seq) assert maxlen <= seq_len if align is "end": return seq[-maxlen:] elif align is "start": return seq[0:maxlen] elif align is "center": dl = seq_len - maxlen n_left = dl // 2 + dl % 2 n_right = seq_len - dl // 2 return seq[n_left:n_right] else: raise ValueError("align can be of: end, start or center") padded_sequence_vec = [pad(seq, max(max_seq_len, maxlen), value=value, align=align) for seq in sequence_vec] padded_sequence_vec = [trim(seq, maxlen, align=align) for seq in padded_sequence_vec] return padded_sequence_vec
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Pad and/or trim a list of sequences to have common length. Procedure: 1. Pad the sequence with N's or any other string or list element (`value`) 2. Subset the sequence # Note See also: https://keras.io/preprocessing/sequence/ Aplicable also for lists of characters # Arguments sequence_vec: list of chars or lists List of sequences that can have various lengths value: Neutral element to pad the sequence with. Can be `str` or `list`. maxlen: int or None; Final lenght of sequences. If None, maxlen is set to the longest sequence length. align: character; 'start', 'end' or 'center' To which end to align the sequences when triming/padding. See examples bellow. # Returns List of sequences of the same class as sequence_vec # Example ```python >>> sequence_vec = ['CTTACTCAGA', 'TCTTTA'] >>> pad_sequences(sequence_vec, 10, align="start", value="N") ['CTTACTCAGA', 'TCTTTANNNN'] >>> pad_sequences(sequence_vec, 10, align="end", value="N") ['CTTACTCAGA', 'NNNNTCTTTA'] >>> pad_sequences(sequence_vec, 4, align="center", value="N") ['ACTC', 'CTTT'] ```
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/sequence.py#L264-L365
train
Returns a list of sequences with common length.
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2424), 0o10), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(0b110001 + 0o76) + '\063' + chr(0b11001 + 0o31) + '\x37', 0b1000), nzTpIcepk0o8(chr(2158 - 2110) + chr(111) + chr(1176 - 1127) + chr(55) + chr(51), 8), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(111) + chr(0b110011) + '\063' + chr(2718 - 2663), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b110010 + 0o75) + '\x32' + '\062' + chr(0b110000), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\061' + chr(2585 - 2532) + '\062', 53672 - 53664), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110010) + chr(1338 - 1290) + chr(0b110110), 4012 - 4004), nzTpIcepk0o8(chr(0b11101 + 0o23) + '\x6f' + chr(51) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b101100 + 0o4) + '\157' + chr(49), 0o10), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(0b1101111) + chr(0b110010) + chr(0b110101) + chr(1965 - 1914), 0o10), nzTpIcepk0o8(chr(48) + chr(0b111100 + 0o63) + '\063' + chr(0b1000 + 0o54) + '\065', 41585 - 41577), nzTpIcepk0o8(chr(48) + chr(111) + '\x35' + '\065', 10973 - 10965), nzTpIcepk0o8(chr(593 - 545) + '\157' + chr(0b101010 + 0o11) + '\065' + chr(391 - 339), 43786 - 43778), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b1111 + 0o42) + chr(0b101101 + 0o10), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(0b101 + 0o56) + chr(0b1010 + 0o46), 12301 - 12293), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(9022 - 8911) + chr(2543 - 2492) + chr(0b110001) + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(0b100100 + 0o15) + '\065' + '\060', 0o10), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(4176 - 4065) + chr(0b110000 + 0o2) + chr(266 - 216) + chr(0b101101 + 0o5), ord("\x08")), nzTpIcepk0o8('\x30' + chr(8498 - 8387) + '\x37' + '\x35', 0o10), nzTpIcepk0o8(chr(1823 - 1775) + chr(0b1 + 0o156) + chr(2076 - 2027) + chr(0b100111 + 0o13) + '\x30', 61517 - 61509), nzTpIcepk0o8('\x30' + '\x6f' + '\061' + chr(0b101100 + 0o7) + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(2057 - 2009) + '\157' + chr(0b1001 + 0o51) + chr(48) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(1922 - 1874) + chr(1466 - 1355) + '\063' + '\x36' + '\x31', 29046 - 29038), nzTpIcepk0o8('\x30' + chr(0b111 + 0o150) + chr(0b110010) + chr(0b110100) + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\x31' + chr(0b110111) + chr(52), 43545 - 43537), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(0b1101111) + '\x33' + chr(400 - 347) + chr(1444 - 1396), 52243 - 52235), nzTpIcepk0o8('\060' + chr(5463 - 5352) + chr(0b110011) + '\x31' + '\062', 12511 - 12503), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b101001 + 0o12) + chr(1436 - 1385) + chr(0b110111), 8), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(0b1101111) + chr(476 - 427) + chr(0b110110) + chr(2375 - 2326), 0o10), nzTpIcepk0o8('\x30' + chr(0b101011 + 0o104) + '\064' + '\064', 0b1000), nzTpIcepk0o8(chr(1477 - 1429) + chr(0b1101111) + chr(49) + chr(0b110101) + chr(0b1110 + 0o44), 8), nzTpIcepk0o8(chr(48) + chr(11562 - 11451) + chr(0b11100 + 0o27) + '\067', 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(51) + '\064', 8), nzTpIcepk0o8(chr(1793 - 1745) + chr(111) + chr(1183 - 1133) + '\x37' + chr(1343 - 1295), 0o10), nzTpIcepk0o8('\x30' + chr(4521 - 4410) + chr(0b110011) + chr(0b110101), 0b1000), nzTpIcepk0o8('\060' + '\157' + '\x33' + chr(0b100011 + 0o20) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b11 + 0o55) + '\157' + '\062' + '\x34' + chr(0b110111), 0o10), nzTpIcepk0o8('\x30' + chr(8253 - 8142) + chr(0b110001) + '\061' + '\x33', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(966 - 912) + '\062', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(10329 - 10218) + '\065' + '\x30', 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xd4'), chr(100) + chr(0b110110 + 0o57) + chr(0b110010 + 0o61) + chr(0b1010000 + 0o37) + chr(0b1010 + 0o132) + chr(0b110010 + 0o63))(chr(0b1101100 + 0o11) + '\164' + chr(0b1100110) + '\x2d' + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def mkEpJ4h5YYWA(MonElaVK7ow9, bkEe14a1B30s=None, taxpT0xL_owm=roI3spqORKae(ES5oEprVxulp(b'\x9f\x15\xb3'), '\144' + chr(0b1001 + 0o134) + '\143' + chr(9024 - 8913) + '\144' + chr(0b1100101))('\165' + '\164' + chr(191 - 89) + chr(0b101101) + '\070'), uV9iBiw0y_Mp=roI3spqORKae(ES5oEprVxulp(b'\xb4'), '\144' + chr(0b1010001 + 0o24) + chr(0b110000 + 0o63) + chr(111) + chr(3101 - 3001) + chr(101))(chr(0b1110101) + chr(116) + chr(3928 - 3826) + chr(1685 - 1640) + chr(56))): assert suIjIS24Zkqw(uV9iBiw0y_Mp, H4NoA26ON7iG) or suIjIS24Zkqw(uV9iBiw0y_Mp, N9zlRy29S1SS) assert suIjIS24Zkqw(uV9iBiw0y_Mp, MJ07XsN5uFgW(MonElaVK7ow9[nzTpIcepk0o8(chr(48) + chr(0b1000010 + 0o55) + '\x30', 0b1000)])) assert not suIjIS24Zkqw(MonElaVK7ow9, N9zlRy29S1SS) assert suIjIS24Zkqw(MonElaVK7ow9[nzTpIcepk0o8('\060' + chr(7652 - 7541) + '\x30', 8)], H4NoA26ON7iG) or suIjIS24Zkqw(MonElaVK7ow9[nzTpIcepk0o8(chr(0b10000 + 0o40) + '\x6f' + chr(0b110000), 8)], N9zlRy29S1SS) uAsUZUVC983X = KV9ckIhroIia([ftfygxgFas5X(ftk9lc7G5FOo) for ftk9lc7G5FOo in MonElaVK7ow9]) if bkEe14a1B30s is None: bkEe14a1B30s = uAsUZUVC983X else: bkEe14a1B30s = nzTpIcepk0o8(bkEe14a1B30s) if uAsUZUVC983X < bkEe14a1B30s: v8jsMqaYV6U2(roI3spqORKae(ES5oEprVxulp(b'\xad:\x855\x96\xde-\xbc<L\xca\x9dD\x81xu\xed\x1b\xf7L%:\xed\x92\xc4\\\x84\xaf\xb1\x16P\x02?4\x9dn\xf3\x87"A\xda\x17\xb2\x08\xac\xb0\x1e\xee}o\x8b\x88L\x94a}\xa3H\xba\x18#v'), chr(8178 - 8078) + chr(101) + chr(0b1000110 + 0o35) + '\x6f' + chr(0b10010 + 0o122) + chr(752 - 651))(chr(0b1010 + 0o153) + chr(0b110001 + 0o103) + '\146' + '\055' + '\x38') % (uAsUZUVC983X, bkEe14a1B30s)) uAsUZUVC983X = bkEe14a1B30s for ftk9lc7G5FOo in MonElaVK7ow9: if not ftfygxgFas5X(ftk9lc7G5FOo) % ftfygxgFas5X(uV9iBiw0y_Mp) == nzTpIcepk0o8('\x30' + '\157' + '\x30', 8): raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b"\xbb\x17\xbb[\xac\xf5\x1b\xf3yo\xc8\x80^\xccc}\xa8\x0c\xb2I?\x7f\xe1\x94\x81\x18\x81\xbc\xb6\x15E\x08sy\x98\x7f\xa3\x87'W\x94S\xa1\x1a\xb3\xe5\x0f\xaf"), chr(0b1100100) + '\145' + chr(6000 - 5901) + chr(111) + '\x64' + chr(6749 - 6648))('\x75' + '\164' + chr(102) + chr(1843 - 1798) + chr(0b100011 + 0o25))) if not bkEe14a1B30s % ftfygxgFas5X(uV9iBiw0y_Mp) == nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110000), 8): raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b"\x97\x1a\xaf\x17\xba\xfeJ\xe8yd\xcf\x96\r\x98b8\xaf\r\xb2Y9)\xea\x95\xc0\x1e\x84\xaf\xff\x13]Jsy\xd65\xac\xc6'G\x9fR"), '\144' + chr(0b11111 + 0o106) + chr(1326 - 1227) + chr(6295 - 6184) + '\x64' + '\x65')(chr(0b1110101) + chr(116) + chr(0b1010010 + 0o24) + chr(45) + '\070')) def UHQQhh8SbxNs(ftk9lc7G5FOo, uAsUZUVC983X, uV9iBiw0y_Mp=roI3spqORKae(ES5oEprVxulp(b'\xb4'), '\144' + chr(0b1100101) + chr(0b101110 + 0o65) + chr(0b1010001 + 0o36) + '\144' + chr(101))(chr(0b1001101 + 0o50) + chr(0b1101000 + 0o14) + '\x66' + '\055' + chr(56)), taxpT0xL_owm=roI3spqORKae(ES5oEprVxulp(b'\x9f\x15\xb3'), chr(100) + chr(0b1011 + 0o132) + chr(9442 - 9343) + chr(0b1100100 + 0o13) + chr(100) + chr(101))(chr(117) + chr(0b101101 + 0o107) + chr(102) + chr(0b111 + 0o46) + chr(56))): ZLuOM9Oj71hE = ftfygxgFas5X(ftk9lc7G5FOo) assert uAsUZUVC983X >= ZLuOM9Oj71hE if taxpT0xL_owm is roI3spqORKae(ES5oEprVxulp(b'\x9f\x15\xb3'), chr(100) + chr(547 - 446) + chr(0b1100011) + chr(6854 - 6743) + chr(0b1100100) + chr(0b11101 + 0o110))(chr(117) + chr(0b1110100) + chr(2580 - 2478) + chr(1749 - 1704) + chr(56)): jKQnklF5qgdx = uAsUZUVC983X - ZLuOM9Oj71hE jOYq3Pp1KNox = nzTpIcepk0o8(chr(278 - 230) + chr(3510 - 3399) + chr(48), 8) elif taxpT0xL_owm is roI3spqORKae(ES5oEprVxulp(b'\x89\x0f\xb6\t\xab'), chr(100) + chr(101) + '\143' + chr(0b1101111) + chr(100) + chr(0b10010 + 0o123))('\x75' + chr(0b1110100) + chr(0b1100110) + chr(0b101011 + 0o2) + chr(0b110 + 0o62)): jOYq3Pp1KNox = uAsUZUVC983X - ZLuOM9Oj71hE jKQnklF5qgdx = nzTpIcepk0o8(chr(0b110000) + '\157' + '\060', 8) elif taxpT0xL_owm is roI3spqORKae(ES5oEprVxulp(b'\x99\x1e\xb9\x0f\xba\xe2'), '\144' + chr(101) + '\143' + '\157' + chr(0b1100100) + '\x65')('\x75' + chr(0b100 + 0o160) + '\146' + chr(0b101101) + chr(56)): jKQnklF5qgdx = (uAsUZUVC983X - ZLuOM9Oj71hE) // nzTpIcepk0o8('\x30' + chr(111) + chr(0b110010), 0o10) + (uAsUZUVC983X - ZLuOM9Oj71hE) % nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x32', 8) jOYq3Pp1KNox = (uAsUZUVC983X - ZLuOM9Oj71hE) // nzTpIcepk0o8(chr(48) + '\x6f' + chr(50), 8) else: raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b'\x9b\x17\xbe\x1c\xb1\xb0\t\xe7r!\xc9\x80\r\x83k"\xed\r\xfcY|\x7f\xf0\x85\xc0\x0e\x9c\xea\xb0\x03\x04\tzr\xccx\xa8'), chr(100) + chr(920 - 819) + chr(99) + chr(0b1101111) + '\144' + chr(9817 - 9716))(chr(0b1110101) + '\x74' + '\146' + '\055' + chr(56))) jKQnklF5qgdx = jKQnklF5qgdx // ftfygxgFas5X(uV9iBiw0y_Mp) jOYq3Pp1KNox = jOYq3Pp1KNox // ftfygxgFas5X(uV9iBiw0y_Mp) return uV9iBiw0y_Mp * jKQnklF5qgdx + ftk9lc7G5FOo + uV9iBiw0y_Mp * jOYq3Pp1KNox def hLBgCHmhfSlI(ftk9lc7G5FOo, bkEe14a1B30s, taxpT0xL_owm=roI3spqORKae(ES5oEprVxulp(b'\x9f\x15\xb3'), chr(0b1100100) + chr(8556 - 8455) + chr(99) + '\x6f' + '\144' + chr(0b1100101))(chr(4020 - 3903) + chr(5676 - 5560) + '\x66' + chr(45) + chr(225 - 169))): ZLuOM9Oj71hE = ftfygxgFas5X(ftk9lc7G5FOo) assert bkEe14a1B30s <= ZLuOM9Oj71hE if taxpT0xL_owm is roI3spqORKae(ES5oEprVxulp(b'\x9f\x15\xb3'), '\x64' + chr(101) + chr(0b1100011) + '\157' + '\x64' + chr(0b1010011 + 0o22))('\x75' + '\x74' + chr(0b1001100 + 0o32) + chr(0b101101) + '\x38'): return ftk9lc7G5FOo[-bkEe14a1B30s:] elif taxpT0xL_owm is roI3spqORKae(ES5oEprVxulp(b'\x89\x0f\xb6\t\xab'), '\144' + '\x65' + '\143' + chr(0b1001010 + 0o45) + chr(3694 - 3594) + chr(0b1100101))(chr(0b1010001 + 0o44) + chr(116) + chr(1696 - 1594) + '\x2d' + chr(2990 - 2934)): return ftk9lc7G5FOo[nzTpIcepk0o8('\x30' + '\157' + chr(48), 8):bkEe14a1B30s] elif taxpT0xL_owm is roI3spqORKae(ES5oEprVxulp(b'\x99\x1e\xb9\x0f\xba\xe2'), '\144' + '\145' + chr(0b1100011) + '\157' + chr(100) + chr(101))(chr(0b1110101) + chr(1168 - 1052) + chr(102) + '\x2d' + chr(0b111000)): KNVAgN1SSicY = ZLuOM9Oj71hE - bkEe14a1B30s jKQnklF5qgdx = KNVAgN1SSicY // nzTpIcepk0o8(chr(0b11101 + 0o23) + '\157' + chr(0b100110 + 0o14), 8) + KNVAgN1SSicY % nzTpIcepk0o8(chr(1339 - 1291) + '\157' + chr(0b10110 + 0o34), 8) jOYq3Pp1KNox = ZLuOM9Oj71hE - KNVAgN1SSicY // nzTpIcepk0o8(chr(48) + chr(2836 - 2725) + '\062', 8) return ftk9lc7G5FOo[jKQnklF5qgdx:jOYq3Pp1KNox] else: raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b'\x9b\x17\xbe\x1c\xb1\xb0\t\xe7r!\xc9\x80\r\x83k"\xed\r\xfcY|\x7f\xf0\x85\xc0\x0e\x9c\xea\xb0\x03\x04\tzr\xccx\xa8'), '\x64' + chr(2538 - 2437) + chr(99) + chr(111) + chr(0b1010011 + 0o21) + chr(101))(chr(0b111000 + 0o75) + chr(116) + chr(102) + chr(1793 - 1748) + '\070')) Vz8YUlq_mFwQ = [UHQQhh8SbxNs(ftk9lc7G5FOo, KV9ckIhroIia(uAsUZUVC983X, bkEe14a1B30s), value=uV9iBiw0y_Mp, align=taxpT0xL_owm) for ftk9lc7G5FOo in MonElaVK7ow9] Vz8YUlq_mFwQ = [hLBgCHmhfSlI(ftk9lc7G5FOo, bkEe14a1B30s, align=taxpT0xL_owm) for ftk9lc7G5FOo in Vz8YUlq_mFwQ] return Vz8YUlq_mFwQ
gagneurlab/concise
concise/utils/position.py
extract_landmarks
def extract_landmarks(gtf, landmarks=ALL_LANDMARKS): """Given an gene annotation GFF/GTF file, # Arguments gtf: File path or a loaded `pd.DataFrame` with columns: seqname, feature, start, end, strand landmarks: list or a dictionary of landmark extractors (function or name) # Note When landmark extractor names are used, they have to be implemented in the module `concise.preprocessing.position` # Returns Dictionary of pd.DataFrames with landmark positions (columns: seqname, position, strand) """ if isinstance(gtf, str): _logger.info("Reading gtf file..") gtf = read_gtf(gtf) _logger.info("Done") _logger.info("Running landmark extractors..") # landmarks to a dictionary with a function assert isinstance(landmarks, (list, tuple, set, dict)) if isinstance(landmarks, dict): landmarks = {k: _get_fun(v) for k, v in landmarks.items()} else: landmarks = {_to_string(fn_str): _get_fun(fn_str) for fn_str in landmarks} r = {k: _validate_pos(v(gtf)) for k, v in landmarks.items()} _logger.info("Done!") return r
python
def extract_landmarks(gtf, landmarks=ALL_LANDMARKS): """Given an gene annotation GFF/GTF file, # Arguments gtf: File path or a loaded `pd.DataFrame` with columns: seqname, feature, start, end, strand landmarks: list or a dictionary of landmark extractors (function or name) # Note When landmark extractor names are used, they have to be implemented in the module `concise.preprocessing.position` # Returns Dictionary of pd.DataFrames with landmark positions (columns: seqname, position, strand) """ if isinstance(gtf, str): _logger.info("Reading gtf file..") gtf = read_gtf(gtf) _logger.info("Done") _logger.info("Running landmark extractors..") # landmarks to a dictionary with a function assert isinstance(landmarks, (list, tuple, set, dict)) if isinstance(landmarks, dict): landmarks = {k: _get_fun(v) for k, v in landmarks.items()} else: landmarks = {_to_string(fn_str): _get_fun(fn_str) for fn_str in landmarks} r = {k: _validate_pos(v(gtf)) for k, v in landmarks.items()} _logger.info("Done!") return r
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Given an gene annotation GFF/GTF file, # Arguments gtf: File path or a loaded `pd.DataFrame` with columns: seqname, feature, start, end, strand landmarks: list or a dictionary of landmark extractors (function or name) # Note When landmark extractor names are used, they have to be implemented in the module `concise.preprocessing.position` # Returns Dictionary of pd.DataFrames with landmark positions (columns: seqname, position, strand)
[ "Given", "an", "gene", "annotation", "GFF", "/", "GTF", "file" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/position.py#L16-L48
train
Given a GFF file and a dictionary of landmarks extract the positions of the sequence in that file.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(111) + chr(236 - 186) + chr(54) + '\064', 0b1000), nzTpIcepk0o8(chr(0b101 + 0o53) + '\x6f' + '\x32' + '\x34' + chr(0b110110 + 0o1), 26186 - 26178), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(111) + chr(2002 - 1952), 23099 - 23091), nzTpIcepk0o8(chr(48) + chr(111) + chr(1088 - 1038) + '\x32' + chr(0b11101 + 0o27), 8892 - 8884), nzTpIcepk0o8(chr(1158 - 1110) + '\x6f' + chr(0b110011) + '\061' + chr(0b101101 + 0o7), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + '\064', 53732 - 53724), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(838 - 787) + chr(0b110011) + '\062', 0o10), nzTpIcepk0o8(chr(1699 - 1651) + chr(111) + chr(460 - 409) + '\062' + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b101001 + 0o11) + chr(635 - 585) + chr(1088 - 1039), 0b1000), nzTpIcepk0o8(chr(875 - 827) + chr(0b111010 + 0o65) + chr(0b110001) + '\x32' + chr(2188 - 2135), 0b1000), nzTpIcepk0o8('\060' + chr(2284 - 2173) + chr(0b110011) + chr(0b110101) + '\065', 0b1000), nzTpIcepk0o8(chr(908 - 860) + chr(111) + chr(318 - 268) + chr(0b110110) + chr(48), 0b1000), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(111) + chr(0b110010) + chr(1003 - 952) + '\065', 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(50) + '\x35' + chr(0b110011), 26723 - 26715), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(49) + '\062' + chr(370 - 316), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b110 + 0o151) + chr(0b100001 + 0o21) + chr(0b110100) + '\x37', 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110011) + chr(635 - 587) + '\067', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(50) + '\063' + chr(0b110001), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(50) + chr(54) + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(1377 - 1329) + chr(0b1100001 + 0o16) + chr(0b0 + 0o62) + '\x32' + chr(54), 16377 - 16369), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110001) + chr(0b110110) + chr(0b1111 + 0o41), 0b1000), nzTpIcepk0o8('\x30' + chr(11664 - 11553) + chr(0b11101 + 0o25) + chr(2418 - 2366) + '\064', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001) + chr(0b11110 + 0o25) + chr(0b110111), 39089 - 39081), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\157' + chr(0b101110 + 0o3) + chr(52) + '\063', 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\x33' + chr(0b11110 + 0o27) + '\061', 0b1000), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(111) + chr(0b10100 + 0o36) + '\x36' + chr(927 - 878), 0o10), nzTpIcepk0o8(chr(1522 - 1474) + chr(8827 - 8716) + '\064', 8), nzTpIcepk0o8('\x30' + chr(5856 - 5745) + chr(51) + chr(51) + chr(55), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(1958 - 1908) + chr(0b110011) + chr(0b110110), 4023 - 4015), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b110001) + chr(2177 - 2129), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(7562 - 7451) + '\x33' + '\x37' + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\x31' + chr(0b110101) + chr(0b100110 + 0o12), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(50) + chr(55) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(6428 - 6317) + chr(0b111 + 0o53) + '\062' + chr(0b110000), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b1010 + 0o50) + chr(0b110000) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(1667 - 1619) + chr(111) + '\x32' + chr(1684 - 1635), 9222 - 9214), nzTpIcepk0o8(chr(0b111 + 0o51) + chr(2512 - 2401) + '\x32' + '\067' + '\x37', 0b1000), nzTpIcepk0o8('\x30' + chr(0b100101 + 0o112) + '\x32' + chr(54) + chr(135 - 80), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001) + chr(2426 - 2372) + chr(54), 6940 - 6932), nzTpIcepk0o8(chr(48) + chr(111) + '\063' + '\x31' + chr(0b110000), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(979 - 931) + chr(111) + '\x35' + chr(0b110000), 59631 - 59623)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x9a'), chr(100) + chr(0b1010111 + 0o16) + chr(397 - 298) + chr(111) + '\x64' + chr(101))(chr(0b1110101) + chr(0b1100010 + 0o22) + '\146' + chr(45) + chr(0b101110 + 0o12)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def YMExKyscpFsP(Zxo2z2q3gY34, FTnKg4chQf3m=tGx3kVQbAISF): if suIjIS24Zkqw(Zxo2z2q3gY34, N9zlRy29S1SS): roI3spqORKae(xDaRFG__qcx4, roI3spqORKae(ES5oEprVxulp(b'\xdd\xdfL\xec\xf5H\xad\x89\xa02\x9f\xff'), chr(8758 - 8658) + chr(2942 - 2841) + chr(99) + '\x6f' + '\144' + chr(3754 - 3653))('\165' + chr(0b1001 + 0o153) + '\x66' + '\055' + chr(56)))(roI3spqORKae(ES5oEprVxulp(b'\xe6\xc2c\xf0\xa5j\xbd\xf6\xf6!\x8b\x90\xfb\xc2:\xc2\xe9\xb7'), chr(100) + '\145' + chr(9056 - 8957) + '\x6f' + chr(0b1100100) + chr(0b11100 + 0o111))(chr(117) + '\164' + '\146' + chr(689 - 644) + '\070')) Zxo2z2q3gY34 = vlriGSJFjSns(Zxo2z2q3gY34) roI3spqORKae(xDaRFG__qcx4, roI3spqORKae(ES5oEprVxulp(b'\xdd\xdfL\xec\xf5H\xad\x89\xa02\x9f\xff'), chr(100) + chr(4783 - 4682) + '\143' + chr(0b1101111) + chr(100) + chr(0b1001110 + 0o27))(chr(0b1001100 + 0o51) + chr(116) + chr(0b1100110) + '\055' + chr(107 - 51)))(roI3spqORKae(ES5oEprVxulp(b'\xf0\xc8l\xf1'), chr(0b1000001 + 0o43) + chr(8742 - 8641) + chr(0b100001 + 0o102) + chr(6212 - 6101) + chr(0b110110 + 0o56) + chr(0b11111 + 0o106))('\x75' + chr(0b1110100) + '\146' + '\x2d' + '\x38')) roI3spqORKae(xDaRFG__qcx4, roI3spqORKae(ES5oEprVxulp(b'\xdd\xdfL\xec\xf5H\xad\x89\xa02\x9f\xff'), chr(0b1100100) + chr(0b0 + 0o145) + chr(2723 - 2624) + '\157' + chr(4765 - 4665) + chr(0b1100101))(chr(0b1001100 + 0o51) + '\x74' + chr(0b111100 + 0o52) + '\x2d' + chr(0b101000 + 0o20)))(roI3spqORKae(ES5oEprVxulp(b'\xe6\xd2l\xfa\xa5j\xbd\xf6\xfd4\x83\xd4\xf0\xca$\xcc\xe7\xfc\xcb\xe2\x02\xc5<\x17\x86\xc3w\xf1\xb0'), chr(0b1100100) + '\x65' + chr(4045 - 3946) + '\x6f' + chr(0b100010 + 0o102) + chr(2796 - 2695))('\x75' + chr(2202 - 2086) + chr(0b1100110) + chr(45) + '\x38')) assert suIjIS24Zkqw(FTnKg4chQf3m, (H4NoA26ON7iG, nfNqtJL5aRaY, Bvi71nNyvlqO, znjnJWK64FDT)) if suIjIS24Zkqw(FTnKg4chQf3m, znjnJWK64FDT): FTnKg4chQf3m = {B6UAF1zReOyJ: dcTznVtJ9_9T(r7AA1pbLjb44) for (B6UAF1zReOyJ, r7AA1pbLjb44) in FTnKg4chQf3m.Y_nNEzH43vXi()} else: FTnKg4chQf3m = {mlN2IQrovAFu(ddOVKG2dvUXb): dcTznVtJ9_9T(ddOVKG2dvUXb) for ddOVKG2dvUXb in FTnKg4chQf3m} LCrwg7lcbmU9 = {B6UAF1zReOyJ: mojeA3ePdBHm(r7AA1pbLjb44(Zxo2z2q3gY34)) for (B6UAF1zReOyJ, r7AA1pbLjb44) in FTnKg4chQf3m.Y_nNEzH43vXi()} roI3spqORKae(xDaRFG__qcx4, roI3spqORKae(ES5oEprVxulp(b'\xdd\xdfL\xec\xf5H\xad\x89\xa02\x9f\xff'), chr(0b1100100) + chr(0b1100101) + '\x63' + '\x6f' + '\144' + '\145')(chr(0b100001 + 0o124) + chr(116) + chr(0b1100110) + chr(0b101101) + '\070'))(roI3spqORKae(ES5oEprVxulp(b'\xf0\xc8l\xf1\xed'), chr(100) + chr(101) + chr(0b1100011) + '\157' + chr(1352 - 1252) + chr(9373 - 9272))('\x75' + '\164' + '\x66' + chr(45) + chr(0b1111 + 0o51))) return LCrwg7lcbmU9
gagneurlab/concise
concise/utils/position.py
_validate_pos
def _validate_pos(df): """Validates the returned positional object """ assert isinstance(df, pd.DataFrame) assert ["seqname", "position", "strand"] == df.columns.tolist() assert df.position.dtype == np.dtype("int64") assert df.strand.dtype == np.dtype("O") assert df.seqname.dtype == np.dtype("O") return df
python
def _validate_pos(df): """Validates the returned positional object """ assert isinstance(df, pd.DataFrame) assert ["seqname", "position", "strand"] == df.columns.tolist() assert df.position.dtype == np.dtype("int64") assert df.strand.dtype == np.dtype("O") assert df.seqname.dtype == np.dtype("O") return df
[ "def", "_validate_pos", "(", "df", ")", ":", "assert", "isinstance", "(", "df", ",", "pd", ".", "DataFrame", ")", "assert", "[", "\"seqname\"", ",", "\"position\"", ",", "\"strand\"", "]", "==", "df", ".", "columns", ".", "tolist", "(", ")", "assert", "df", ".", "position", ".", "dtype", "==", "np", ".", "dtype", "(", "\"int64\"", ")", "assert", "df", ".", "strand", ".", "dtype", "==", "np", ".", "dtype", "(", "\"O\"", ")", "assert", "df", ".", "seqname", ".", "dtype", "==", "np", ".", "dtype", "(", "\"O\"", ")", "return", "df" ]
Validates the returned positional object
[ "Validates", "the", "returned", "positional", "object" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/position.py#L131-L139
train
Validates the returned positional object
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x32' + chr(48) + '\x33', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(2154 - 2100) + chr(0b10101 + 0o33), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(49) + '\x36' + chr(0b10 + 0o63), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110 + 0o55) + '\066', 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(1088 - 1037) + chr(0b110110), 8), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(51) + '\x32' + chr(54), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1000101 + 0o52) + chr(0b100100 + 0o16) + '\x37' + chr(0b1101 + 0o46), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b110111 + 0o70) + chr(571 - 521) + chr(0b110010) + '\x37', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + chr(1162 - 1114), 0o10), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(0b111000 + 0o67) + '\061' + '\x37' + chr(0b101000 + 0o11), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(2133 - 2083) + chr(0b11 + 0o55) + chr(1162 - 1112), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b101111 + 0o2) + chr(52) + chr(1757 - 1707), 41525 - 41517), nzTpIcepk0o8(chr(1804 - 1756) + '\157' + chr(0b100010 + 0o20) + chr(1919 - 1864) + '\064', 0o10), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(111) + '\062' + chr(0b110001) + '\064', 0o10), nzTpIcepk0o8('\x30' + chr(6963 - 6852) + chr(0b110001) + chr(0b110110) + chr(0b10 + 0o62), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110001) + chr(0b1100 + 0o44) + '\065', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1010101 + 0o32) + '\x36' + chr(0b110010), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b11001 + 0o32) + chr(48) + chr(0b101100 + 0o10), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1011111 + 0o20) + chr(54) + chr(51), ord("\x08")), nzTpIcepk0o8('\060' + chr(7826 - 7715) + '\061' + chr(1240 - 1185) + chr(1330 - 1279), 55279 - 55271), nzTpIcepk0o8('\060' + '\157' + '\x31' + chr(0b110110) + '\060', 3407 - 3399), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(775 - 726) + '\060' + chr(50), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(49) + '\x34' + '\x37', ord("\x08")), nzTpIcepk0o8('\060' + chr(6207 - 6096) + chr(50) + chr(49) + '\x37', 0b1000), nzTpIcepk0o8(chr(390 - 342) + chr(111) + '\061' + '\063' + '\x31', 11860 - 11852), nzTpIcepk0o8('\x30' + chr(1271 - 1160) + chr(49) + '\062' + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\063' + chr(48) + '\060', 0b1000), nzTpIcepk0o8(chr(48) + chr(312 - 201) + chr(0b100010 + 0o21) + chr(0b110011 + 0o2) + chr(1273 - 1218), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x31' + chr(0b10100 + 0o36), 21377 - 21369), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110011) + chr(0b101100 + 0o7) + chr(529 - 481), 0o10), nzTpIcepk0o8(chr(756 - 708) + '\x6f' + '\x31' + chr(640 - 587), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b11111 + 0o23) + chr(52) + chr(0b110110), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(51) + chr(1248 - 1199) + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(111) + chr(0b10110 + 0o34) + '\064' + chr(1875 - 1824), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b10000 + 0o43) + chr(728 - 675) + chr(440 - 391), 30246 - 30238), nzTpIcepk0o8(chr(1553 - 1505) + '\157' + '\x32' + chr(0b110001), 49346 - 49338), nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(111) + chr(120 - 70) + chr(0b100111 + 0o17) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\062' + chr(0b11110 + 0o22) + chr(0b110100), 8412 - 8404), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110011) + '\063' + chr(49), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x32' + chr(0b110010) + '\061', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + '\x6f' + chr(53) + chr(0b110000), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xad'), chr(0b100001 + 0o103) + '\145' + chr(99) + chr(0b1101111) + '\x64' + chr(5371 - 5270))(chr(0b1110101) + chr(0b1110100) + chr(0b1001101 + 0o31) + chr(45) + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def mojeA3ePdBHm(jpOn8DNZxbbx): assert suIjIS24Zkqw(jpOn8DNZxbbx, roI3spqORKae(HLKt4sa1j9hm, roI3spqORKae(ES5oEprVxulp(b'\xc7Q\x01\x7fX\xa4\xda\xfam'), '\x64' + chr(101) + chr(99) + chr(111) + chr(2866 - 2766) + '\145')(chr(0b1011100 + 0o31) + '\x74' + '\x66' + chr(226 - 181) + '\070'))) assert [roI3spqORKae(ES5oEprVxulp(b'\xf0U\x04p\x7f\xbb\xde'), '\144' + '\145' + chr(99) + chr(8491 - 8380) + chr(0b11 + 0o141) + chr(101))('\165' + chr(0b100100 + 0o120) + '\x66' + chr(0b10101 + 0o30) + chr(2023 - 1967)), roI3spqORKae(ES5oEprVxulp(b'\xf3_\x06wj\xbf\xd4\xf9'), chr(0b110010 + 0o62) + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(0b1100100) + chr(101))(chr(117) + '\164' + chr(0b1100110) + chr(0b101101) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\xf0D\x07\x7fp\xb2'), chr(0b1011000 + 0o14) + chr(101) + chr(1325 - 1226) + chr(111) + chr(0b101010 + 0o72) + chr(0b1100101))('\165' + '\164' + '\x66' + '\x2d' + chr(56))] == roI3spqORKae(jpOn8DNZxbbx.columns, roI3spqORKae(ES5oEprVxulp(b'\xf7_\x19wm\xa2'), chr(3899 - 3799) + chr(0b1100101) + '\143' + '\x6f' + chr(100) + chr(276 - 175))(chr(0b1110101) + chr(116) + chr(102) + chr(715 - 670) + chr(56)))() assert roI3spqORKae(jpOn8DNZxbbx.position, roI3spqORKae(ES5oEprVxulp(b"\xd1S-'|\xb4\xce\xd8r\x11\xb7."), chr(0b1100 + 0o130) + chr(0b10000 + 0o125) + chr(8160 - 8061) + '\157' + chr(2460 - 2360) + chr(101))('\x75' + chr(5631 - 5515) + chr(1228 - 1126) + chr(45) + chr(2668 - 2612))) == roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b"\xd1S-'|\xb4\xce\xd8r\x11\xb7."), chr(0b111101 + 0o47) + '\145' + chr(99) + '\157' + chr(100) + '\x65')(chr(0b1110101) + chr(0b100011 + 0o121) + '\146' + '\055' + chr(0b10100 + 0o44)))(roI3spqORKae(ES5oEprVxulp(b'\xea^\x01(*'), chr(3322 - 3222) + '\x65' + chr(0b1100011) + chr(111) + chr(9950 - 9850) + chr(0b1010110 + 0o17))(chr(117) + chr(116) + chr(0b1100110) + '\055' + chr(56))) assert roI3spqORKae(jpOn8DNZxbbx.strand, roI3spqORKae(ES5oEprVxulp(b"\xd1S-'|\xb4\xce\xd8r\x11\xb7."), chr(0b1010001 + 0o23) + chr(101) + '\143' + chr(111) + '\144' + chr(8212 - 8111))('\x75' + chr(116) + chr(6337 - 6235) + chr(45) + '\x38')) == roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b"\xd1S-'|\xb4\xce\xd8r\x11\xb7."), chr(1069 - 969) + '\x65' + '\143' + '\157' + '\144' + '\145')(chr(0b111110 + 0o67) + '\x74' + '\146' + chr(0b101101) + '\x38'))(roI3spqORKae(ES5oEprVxulp(b'\xcc'), chr(100) + chr(0b1001011 + 0o32) + chr(5038 - 4939) + chr(787 - 676) + '\144' + chr(101))('\165' + '\x74' + chr(0b101110 + 0o70) + chr(0b1011 + 0o42) + chr(56))) assert roI3spqORKae(jpOn8DNZxbbx.seqname, roI3spqORKae(ES5oEprVxulp(b"\xd1S-'|\xb4\xce\xd8r\x11\xb7."), chr(0b1100100) + '\145' + chr(99) + chr(0b10 + 0o155) + chr(5258 - 5158) + chr(0b1100101))(chr(0b10101 + 0o140) + '\164' + chr(0b1100110) + '\x2d' + '\070')) == roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b"\xd1S-'|\xb4\xce\xd8r\x11\xb7."), chr(100) + chr(101) + '\x63' + chr(0b0 + 0o157) + chr(0b1100100) + chr(0b1100101))('\x75' + '\x74' + chr(102) + chr(0b0 + 0o55) + '\070'))(roI3spqORKae(ES5oEprVxulp(b'\xcc'), '\144' + chr(0b100011 + 0o102) + '\143' + chr(4358 - 4247) + chr(0b1011101 + 0o7) + chr(101))(chr(0b1101111 + 0o6) + chr(1009 - 893) + '\146' + chr(0b101101) + chr(0b100010 + 0o26))) return jpOn8DNZxbbx
gagneurlab/concise
concise/utils/tf_helper.py
huber_loss
def huber_loss(tensor, k=1, scope=None): """Define a huber loss https://en.wikipedia.org/wiki/Huber_loss tensor: tensor to regularize. k: value of k in the huber loss scope: Optional scope for op_scope. Huber loss: f(x) = if |x| <= k: 0.5 * x^2 else: k * |x| - 0.5 * k^2 Returns: the L1 loss op. """ # assert k >= 0 with tf.name_scope(scope, 'L1Loss', [tensor]): loss = tf.reduce_mean(tf.select(tf.abs(tensor) < k, 0.5 * tf.square(tensor), k * tf.abs(tensor) - 0.5 * k ^ 2) ) return loss
python
def huber_loss(tensor, k=1, scope=None): """Define a huber loss https://en.wikipedia.org/wiki/Huber_loss tensor: tensor to regularize. k: value of k in the huber loss scope: Optional scope for op_scope. Huber loss: f(x) = if |x| <= k: 0.5 * x^2 else: k * |x| - 0.5 * k^2 Returns: the L1 loss op. """ # assert k >= 0 with tf.name_scope(scope, 'L1Loss', [tensor]): loss = tf.reduce_mean(tf.select(tf.abs(tensor) < k, 0.5 * tf.square(tensor), k * tf.abs(tensor) - 0.5 * k ^ 2) ) return loss
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Define a huber loss https://en.wikipedia.org/wiki/Huber_loss tensor: tensor to regularize. k: value of k in the huber loss scope: Optional scope for op_scope. Huber loss: f(x) = if |x| <= k: 0.5 * x^2 else: k * |x| - 0.5 * k^2 Returns: the L1 loss op.
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/tf_helper.py#L26-L47
train
Define a huber loss for the current time step.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + '\x6f' + '\x33' + chr(0b110011) + '\066', ord("\x08")), nzTpIcepk0o8(chr(0b100010 + 0o16) + '\x6f' + chr(49) + '\067' + chr(138 - 87), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x33' + chr(0b110111) + chr(0b10 + 0o57), 0o10), nzTpIcepk0o8('\060' + chr(732 - 621) + chr(0b110101 + 0o2) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b101001 + 0o12), 0b1000), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(4831 - 4720) + chr(0b10111 + 0o32) + chr(0b110101) + '\060', 0b1000), nzTpIcepk0o8(chr(48) + chr(919 - 808) + chr(1921 - 1869) + '\x34', 0o10), nzTpIcepk0o8(chr(48) + chr(1698 - 1587) + chr(49) + '\062' + '\066', 0o10), nzTpIcepk0o8(chr(973 - 925) + chr(0b10011 + 0o134) + chr(0b110010) + '\x30' + chr(50), 0b1000), nzTpIcepk0o8(chr(0b10001 + 0o37) + '\157' + chr(51) + chr(0b110011) + chr(0b101001 + 0o10), 0o10), nzTpIcepk0o8('\060' + chr(0b1100101 + 0o12) + chr(2544 - 2493) + '\x37' + chr(53), 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\x6f' + chr(1560 - 1510) + '\x37' + chr(54), ord("\x08")), nzTpIcepk0o8(chr(599 - 551) + chr(0b1101111) + chr(0b110001) + chr(0b110010) + chr(2400 - 2350), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111 + 0o0) + chr(0b101111 + 0o4) + '\x31' + chr(0b101110 + 0o7), 0o10), nzTpIcepk0o8('\060' + chr(0b1101 + 0o142) + '\x30', 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110011) + '\063' + chr(49), 8), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110100) + chr(49), 0o10), nzTpIcepk0o8(chr(1104 - 1056) + chr(111) + chr(49) + chr(0b1101 + 0o46) + chr(0b1101 + 0o46), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(937 - 886) + '\060' + '\060', 0o10), nzTpIcepk0o8('\060' + '\157' + chr(0b100110 + 0o17), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1100 + 0o143) + chr(0b110100) + chr(1916 - 1868), 13471 - 13463), nzTpIcepk0o8(chr(48) + '\157' + '\x31' + chr(48) + chr(135 - 82), 24689 - 24681), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b10 + 0o61) + '\066' + chr(50), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110010) + chr(0b110101) + chr(0b1001 + 0o50), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b10111 + 0o130) + chr(0b110001) + chr(0b110011) + chr(53), 0o10), nzTpIcepk0o8(chr(1127 - 1079) + '\157' + chr(55) + '\061', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110001) + '\062' + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\x31' + chr(48) + chr(2632 - 2578), ord("\x08")), nzTpIcepk0o8(chr(0b101100 + 0o4) + '\157' + '\065' + chr(0b100111 + 0o16), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + '\062' + chr(53), 58694 - 58686), nzTpIcepk0o8(chr(0b110000) + chr(4091 - 3980) + chr(0b110011) + chr(49) + chr(55), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b11111 + 0o24) + chr(0b110001) + '\062', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(772 - 661) + '\x33' + chr(0b110011) + chr(0b100000 + 0o23), ord("\x08")), nzTpIcepk0o8(chr(1416 - 1368) + chr(0b1101111) + chr(771 - 721) + '\064' + '\x34', 0o10), nzTpIcepk0o8(chr(48) + chr(0b10011 + 0o134) + chr(272 - 221) + chr(2338 - 2288) + '\x37', 0b1000), nzTpIcepk0o8(chr(49 - 1) + '\x6f' + chr(1913 - 1862) + '\x36' + chr(1400 - 1349), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110010) + chr(711 - 662) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x37' + '\x30', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b10111 + 0o32) + '\062' + chr(0b110101), 0o10), nzTpIcepk0o8(chr(48) + chr(0b10111 + 0o130) + chr(0b110011) + chr(1020 - 971) + chr(0b101111 + 0o7), 30868 - 30860)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110 + 0o52) + '\x6f' + chr(1377 - 1324) + chr(0b0 + 0o60), 10609 - 10601)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xf0'), chr(5368 - 5268) + chr(101) + '\x63' + chr(111) + '\144' + chr(101))(chr(0b100110 + 0o117) + chr(0b1110100) + chr(102) + chr(0b11111 + 0o16) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def mSbq9CggO487(n9yoX_9kssQQ, B6UAF1zReOyJ=nzTpIcepk0o8(chr(48) + '\x6f' + '\061', ord("\x08")), ERdjTlfUQNHy=None): with roI3spqORKae(FyZE4zrPCXjA, roI3spqORKae(ES5oEprVxulp(b'\xb0\x1a\x94^\\\x1bG9\xf2\xbc'), '\144' + '\145' + '\143' + chr(111) + chr(6018 - 5918) + chr(6436 - 6335))(chr(0b10100 + 0o141) + chr(116) + chr(102) + '\055' + chr(0b110010 + 0o6)))(ERdjTlfUQNHy, roI3spqORKae(ES5oEprVxulp(b'\x92J\xb5Tp\x1b'), chr(562 - 462) + chr(0b0 + 0o145) + '\143' + chr(0b1101111) + '\144' + '\145')(chr(117) + '\164' + chr(0b1100110) + '\x2d' + chr(1634 - 1578)), [n9yoX_9kssQQ]): meIyXH9Ur8Xk = FyZE4zrPCXjA.reduce_mean(FyZE4zrPCXjA.ioyOAbFuCaaE(FyZE4zrPCXjA.zQBGwUT7UU8L(n9yoX_9kssQQ) < B6UAF1zReOyJ, 0.5 * FyZE4zrPCXjA.square(n9yoX_9kssQQ), B6UAF1zReOyJ * FyZE4zrPCXjA.zQBGwUT7UU8L(n9yoX_9kssQQ) - 0.5 * B6UAF1zReOyJ ^ nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(50), 0o10))) return meIyXH9Ur8Xk
gagneurlab/concise
concise/data/attract.py
get_metadata
def get_metadata(): """ Get pandas.DataFrame with metadata about the Attract PWM's. Columns: - PWM_id (id of the PWM - pass to get_pwm_list() for getting the pwm - Gene_name - Gene_id - Mutated (if the target gene is mutated) - Organism - Motif (concsensus motif) - Len (lenght of the motif) - Experiment_description(when available) - Database (Database from where the motifs were extracted PDB: Protein data bank, C: Cisbp-RNA, R:RBPDB, S: Spliceaid-F, AEDB:ASD) - Pubmed (pubmed ID) - Experiment (type of experiment; short description) - Family (domain) - Score (Qscore refer to the paper) """ dt = pd.read_table(ATTRACT_METADTA) dt.rename(columns={"Matrix_id": "PWM_id"}, inplace=True) # put to firt place cols = ['PWM_id'] + [col for col in dt if col != 'PWM_id'] # rename Matrix_id to PWM_id return dt[cols]
python
def get_metadata(): """ Get pandas.DataFrame with metadata about the Attract PWM's. Columns: - PWM_id (id of the PWM - pass to get_pwm_list() for getting the pwm - Gene_name - Gene_id - Mutated (if the target gene is mutated) - Organism - Motif (concsensus motif) - Len (lenght of the motif) - Experiment_description(when available) - Database (Database from where the motifs were extracted PDB: Protein data bank, C: Cisbp-RNA, R:RBPDB, S: Spliceaid-F, AEDB:ASD) - Pubmed (pubmed ID) - Experiment (type of experiment; short description) - Family (domain) - Score (Qscore refer to the paper) """ dt = pd.read_table(ATTRACT_METADTA) dt.rename(columns={"Matrix_id": "PWM_id"}, inplace=True) # put to firt place cols = ['PWM_id'] + [col for col in dt if col != 'PWM_id'] # rename Matrix_id to PWM_id return dt[cols]
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Get pandas.DataFrame with metadata about the Attract PWM's. Columns: - PWM_id (id of the PWM - pass to get_pwm_list() for getting the pwm - Gene_name - Gene_id - Mutated (if the target gene is mutated) - Organism - Motif (concsensus motif) - Len (lenght of the motif) - Experiment_description(when available) - Database (Database from where the motifs were extracted PDB: Protein data bank, C: Cisbp-RNA, R:RBPDB, S: Spliceaid-F, AEDB:ASD) - Pubmed (pubmed ID) - Experiment (type of experiment; short description) - Family (domain) - Score (Qscore refer to the paper)
[ "Get", "pandas", ".", "DataFrame", "with", "metadata", "about", "the", "Attract", "PWM", "s", ".", "Columns", ":" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/data/attract.py#L11-L35
train
Get pandas. DataFrame with metadata about the Attract PWM s.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b10110 + 0o32) + '\x6f' + chr(2063 - 2012) + '\x35' + chr(525 - 475), 61898 - 61890), nzTpIcepk0o8(chr(582 - 534) + '\x6f' + chr(0b110001) + chr(55) + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b1 + 0o57) + '\157' + '\x33' + chr(0b110010), 23278 - 23270), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\061' + '\063' + chr(0b110010), 0b1000), nzTpIcepk0o8('\x30' + '\157' + '\x33', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(49) + '\x31' + chr(0b100010 + 0o25), 54024 - 54016), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + chr(53) + chr(0b100001 + 0o25), 14707 - 14699), nzTpIcepk0o8(chr(901 - 853) + '\157' + chr(51) + chr(0b110 + 0o52) + chr(55), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(1430 - 1381) + chr(0b110001) + chr(1248 - 1200), 41216 - 41208), nzTpIcepk0o8('\060' + chr(111) + '\064' + chr(49), 41630 - 41622), nzTpIcepk0o8('\060' + chr(111) + '\061' + chr(54) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(49), 0b1000), nzTpIcepk0o8(chr(48) + chr(5755 - 5644) + chr(0b100110 + 0o13) + chr(949 - 900) + '\x37', 8), nzTpIcepk0o8('\060' + chr(111) + chr(50) + '\060' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1000011 + 0o54) + chr(0b110110) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(3570 - 3459) + '\065' + chr(2724 - 2670), 19145 - 19137), nzTpIcepk0o8('\x30' + chr(11673 - 11562) + '\062' + '\064' + chr(0b110101 + 0o1), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1989 - 1939) + chr(0b110011) + chr(51), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(0b110111) + '\x37', ord("\x08")), nzTpIcepk0o8('\060' + chr(497 - 386) + chr(51) + chr(0b110101) + chr(53), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\061' + chr(0b10011 + 0o37) + '\x31', 60431 - 60423), nzTpIcepk0o8(chr(0b110000) + chr(5896 - 5785) + '\x34' + chr(2018 - 1970), 0o10), nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(0b101011 + 0o104) + chr(1321 - 1271) + '\x35' + chr(0b110010), 64082 - 64074), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(6155 - 6044) + chr(0b11101 + 0o26) + chr(547 - 495) + chr(0b11100 + 0o33), 39198 - 39190), nzTpIcepk0o8('\x30' + chr(111) + chr(49) + chr(0b10100 + 0o40) + chr(53), 0b1000), nzTpIcepk0o8('\060' + chr(8838 - 8727) + '\061' + chr(0b101010 + 0o15) + '\x35', 38150 - 38142), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(1498 - 1449) + chr(0b110111) + chr(0b110101), 8), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(111) + chr(49) + chr(54) + chr(52), 47481 - 47473), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(514 - 465) + chr(0b110111) + chr(0b110001), 5083 - 5075), nzTpIcepk0o8('\060' + chr(0b1101111) + '\063' + '\x30' + chr(49), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(6340 - 6229) + '\066' + chr(0b101001 + 0o11), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110100) + chr(0b101011 + 0o14), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110100) + chr(0b101100 + 0o11), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(5026 - 4915) + '\x32' + chr(0b10 + 0o61) + chr(2121 - 2071), 46313 - 46305), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(0b1010011 + 0o34) + chr(49) + '\061' + chr(0b11 + 0o55), 8), nzTpIcepk0o8('\x30' + chr(0b1101101 + 0o2) + '\066', 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b100011 + 0o17) + chr(2082 - 2031) + chr(0b101100 + 0o5), ord("\x08")), nzTpIcepk0o8('\x30' + chr(7795 - 7684) + chr(0b10111 + 0o33) + chr(48) + '\060', 40814 - 40806), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x32' + '\061' + chr(0b11000 + 0o34), 41408 - 41400), nzTpIcepk0o8('\060' + '\x6f' + chr(50) + '\x32' + chr(0b110100), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(2227 - 2179) + chr(111) + chr(2547 - 2494) + chr(48), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xc4'), '\x64' + '\145' + chr(0b1100011) + '\x6f' + chr(0b1100100) + chr(101))('\x75' + chr(116) + chr(0b11110 + 0o110) + chr(1259 - 1214) + chr(0b110011 + 0o5)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def o4w5pEudLyGN(): Aj8t_xDa_j45 = HLKt4sa1j9hm.read_table(OfrlJEHXQkb2) roI3spqORKae(Aj8t_xDa_j45, roI3spqORKae(ES5oEprVxulp(b'\x98\x1ft;n*'), chr(0b1000100 + 0o40) + '\x65' + '\143' + chr(0b10100 + 0o133) + chr(0b101111 + 0o65) + chr(101))(chr(2697 - 2580) + '\x74' + chr(102) + chr(0b101011 + 0o2) + chr(496 - 440)))(columns={roI3spqORKae(ES5oEprVxulp(b'\xa7\x1bn(j7\xb1\xae,'), chr(0b1100100) + chr(0b1100101) + chr(0b1000 + 0o133) + chr(6504 - 6393) + chr(100) + '\x65')(chr(13217 - 13100) + '\164' + '\146' + '\x2d' + '\x38'): roI3spqORKae(ES5oEprVxulp(b'\xba-W\x05j+'), chr(7718 - 7618) + chr(0b1100101) + chr(9309 - 9210) + chr(0b1101111) + '\144' + chr(0b1 + 0o144))('\x75' + '\x74' + chr(102) + chr(1443 - 1398) + '\070')}, inplace=nzTpIcepk0o8('\x30' + '\x6f' + chr(49), 6104 - 6096)) Y2QfnnvVOo8E = [roI3spqORKae(ES5oEprVxulp(b'\xba-W\x05j+'), '\x64' + chr(0b11000 + 0o115) + chr(0b1100011) + '\157' + '\x64' + '\x65')('\x75' + chr(1404 - 1288) + chr(9837 - 9735) + '\x2d' + chr(0b111000))] + [hRTUxJgvuslu for hRTUxJgvuslu in Aj8t_xDa_j45 if hRTUxJgvuslu != roI3spqORKae(ES5oEprVxulp(b'\xba-W\x05j+'), '\x64' + chr(7498 - 7397) + chr(0b111111 + 0o44) + chr(111) + '\144' + chr(0b1100101))(chr(0b1110101) + '\x74' + '\146' + chr(0b11111 + 0o16) + '\x38')] return Aj8t_xDa_j45[Y2QfnnvVOo8E]
gagneurlab/concise
concise/data/attract.py
get_pwm_list
def get_pwm_list(pwm_id_list, pseudocountProb=0.0001): """Get a list of Attract PWM's. # Arguments pwm_id_list: List of id's from the `PWM_id` column in `get_metadata()` table pseudocountProb: Added pseudocount probabilities to the PWM # Returns List of `concise.utils.pwm.PWM` instances. """ l = load_motif_db(ATTRACT_PWM) l = {k.split()[0]: v for k, v in l.items()} pwm_list = [PWM(l[str(m)] + pseudocountProb, name=m) for m in pwm_id_list] return pwm_list
python
def get_pwm_list(pwm_id_list, pseudocountProb=0.0001): """Get a list of Attract PWM's. # Arguments pwm_id_list: List of id's from the `PWM_id` column in `get_metadata()` table pseudocountProb: Added pseudocount probabilities to the PWM # Returns List of `concise.utils.pwm.PWM` instances. """ l = load_motif_db(ATTRACT_PWM) l = {k.split()[0]: v for k, v in l.items()} pwm_list = [PWM(l[str(m)] + pseudocountProb, name=m) for m in pwm_id_list] return pwm_list
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Get a list of Attract PWM's. # Arguments pwm_id_list: List of id's from the `PWM_id` column in `get_metadata()` table pseudocountProb: Added pseudocount probabilities to the PWM # Returns List of `concise.utils.pwm.PWM` instances.
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/data/attract.py#L38-L51
train
Get a list of Attract PWM s.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110110) + '\066', 0b1000), nzTpIcepk0o8(chr(1413 - 1365) + chr(111) + chr(0b11111 + 0o24) + chr(0b110000) + chr(0b110110 + 0o1), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x33' + chr(0b110100) + '\x37', 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(51) + chr(0b11000 + 0o33) + chr(1537 - 1488), 0b1000), nzTpIcepk0o8('\x30' + chr(7431 - 7320) + chr(0b10100 + 0o37) + '\064' + chr(55), 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x31' + chr(1304 - 1255) + chr(0b100011 + 0o24), 12902 - 12894), nzTpIcepk0o8('\060' + chr(111) + '\x33' + '\064' + chr(0b110010 + 0o1), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b100000 + 0o117) + chr(50) + chr(0b11011 + 0o31), 0b1000), nzTpIcepk0o8(chr(0b11101 + 0o23) + '\x6f' + chr(0b110010 + 0o2) + chr(54), 42842 - 42834), nzTpIcepk0o8(chr(393 - 345) + chr(2925 - 2814) + '\x32' + chr(1208 - 1160) + chr(906 - 852), ord("\x08")), nzTpIcepk0o8('\x30' + chr(745 - 634) + chr(0b110001) + chr(1280 - 1226) + '\067', ord("\x08")), nzTpIcepk0o8(chr(2185 - 2137) + '\157' + '\x32' + chr(55) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b111 + 0o53) + '\x34' + chr(339 - 287), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(51) + chr(210 - 159) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(50) + chr(0b110101 + 0o0) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b10000 + 0o40) + '\x6f' + chr(0b11010 + 0o30) + '\x30' + chr(52), ord("\x08")), nzTpIcepk0o8('\x30' + chr(10948 - 10837) + chr(49) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + '\x35' + chr(0b11010 + 0o32), 8), nzTpIcepk0o8('\x30' + '\157' + chr(1140 - 1091) + chr(0b1000 + 0o54) + chr(0b1 + 0o64), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + '\x37' + '\065', 16304 - 16296), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(111) + chr(0b100100 + 0o15) + chr(55) + '\x34', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110101) + chr(0b10010 + 0o36), 0b1000), nzTpIcepk0o8(chr(0b101101 + 0o3) + '\x6f' + chr(0b10010 + 0o41) + '\064' + chr(0b10100 + 0o43), 8), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110011) + chr(0b1111 + 0o42) + '\065', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b11011 + 0o124) + '\063' + '\063' + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(50) + '\067' + chr(1220 - 1169), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(2185 - 2136) + chr(0b110001) + '\066', 0b1000), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(0b1011 + 0o144) + '\061' + '\x33' + chr(50), 44640 - 44632), nzTpIcepk0o8(chr(48) + chr(2162 - 2051) + chr(0b11 + 0o60) + '\x32' + chr(0b101000 + 0o13), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1789 - 1739) + chr(0b110111) + chr(0b11100 + 0o30), 8), nzTpIcepk0o8(chr(0b110000 + 0o0) + chr(0b1101111) + '\x34' + '\063', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1110 + 0o141) + '\x32' + chr(50) + chr(0b1 + 0o66), ord("\x08")), nzTpIcepk0o8(chr(1654 - 1606) + '\x6f' + chr(0b110111) + chr(0b110100), 43949 - 43941), nzTpIcepk0o8('\060' + chr(0b1101100 + 0o3) + '\x33' + '\061' + chr(0b101011 + 0o14), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b10111 + 0o33) + chr(0b100110 + 0o17) + chr(52), 8), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1066 - 1016) + '\066' + '\x34', 0o10), nzTpIcepk0o8('\x30' + chr(10876 - 10765) + chr(0b110110) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(839 - 791) + chr(0b100110 + 0o111) + chr(0b1000 + 0o53) + '\065' + chr(0b11001 + 0o30), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\062' + '\x34', 8), nzTpIcepk0o8('\060' + chr(111) + chr(1850 - 1799) + chr(0b10101 + 0o40) + '\064', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\157' + '\x35' + chr(0b110000), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x18'), chr(0b1100100) + chr(0b11011 + 0o112) + chr(0b111100 + 0o47) + chr(111) + '\144' + chr(101))(chr(117) + chr(8097 - 7981) + chr(0b1000101 + 0o41) + chr(0b101101) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def xesY0jbQHd9x(M5LRsP8iVIUN, rcuqX0hqSJnv=0.0001): fPrVrKACaFCC = TgztFWYuthrl(ToWk6PcNU67w) fPrVrKACaFCC = {B6UAF1zReOyJ.LfRrQOxuDvnC()[nzTpIcepk0o8(chr(0b110000) + chr(11874 - 11763) + chr(211 - 163), ord("\x08"))]: r7AA1pbLjb44 for (B6UAF1zReOyJ, r7AA1pbLjb44) in fPrVrKACaFCC.Y_nNEzH43vXi()} Qi3yXkMLCBoV = [xLAFWC4Kqjb0(fPrVrKACaFCC[N9zlRy29S1SS(tF75nqoNENFL)] + rcuqX0hqSJnv, name=tF75nqoNENFL) for tF75nqoNENFL in M5LRsP8iVIUN] return Qi3yXkMLCBoV
gagneurlab/concise
concise/losses.py
mask_loss
def mask_loss(loss, mask_value=MASK_VALUE): """Generates a new loss function that ignores values where `y_true == mask_value`. # Arguments loss: str; name of the keras loss function from `keras.losses` mask_value: int; which values should be masked # Returns function; Masked version of the `loss` # Example ```python categorical_crossentropy_masked = mask_loss("categorical_crossentropy") ``` """ loss_fn = kloss.deserialize(loss) def masked_loss_fn(y_true, y_pred): # currently not suppoerd with NA's: # - there is no K.is_nan impolementation in keras.backend # - https://github.com/fchollet/keras/issues/1628 mask = K.cast(K.not_equal(y_true, mask_value), K.floatx()) # we divide by the mean to correct for the number of done loss evaluations return loss_fn(y_true * mask, y_pred * mask) / K.mean(mask) masked_loss_fn.__name__ = loss + "_masked" return masked_loss_fn
python
def mask_loss(loss, mask_value=MASK_VALUE): """Generates a new loss function that ignores values where `y_true == mask_value`. # Arguments loss: str; name of the keras loss function from `keras.losses` mask_value: int; which values should be masked # Returns function; Masked version of the `loss` # Example ```python categorical_crossentropy_masked = mask_loss("categorical_crossentropy") ``` """ loss_fn = kloss.deserialize(loss) def masked_loss_fn(y_true, y_pred): # currently not suppoerd with NA's: # - there is no K.is_nan impolementation in keras.backend # - https://github.com/fchollet/keras/issues/1628 mask = K.cast(K.not_equal(y_true, mask_value), K.floatx()) # we divide by the mean to correct for the number of done loss evaluations return loss_fn(y_true * mask, y_pred * mask) / K.mean(mask) masked_loss_fn.__name__ = loss + "_masked" return masked_loss_fn
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Generates a new loss function that ignores values where `y_true == mask_value`. # Arguments loss: str; name of the keras loss function from `keras.losses` mask_value: int; which values should be masked # Returns function; Masked version of the `loss` # Example ```python categorical_crossentropy_masked = mask_loss("categorical_crossentropy") ```
[ "Generates", "a", "new", "loss", "function", "that", "ignores", "values", "where", "y_true", "==", "mask_value", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/losses.py#L9-L36
train
Generates a new keras loss function that ignores values where y_true == mask_value
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + '\x6f' + chr(657 - 608) + chr(1464 - 1410) + chr(2815 - 2760), 0o10), nzTpIcepk0o8(chr(0b110000 + 0o0) + chr(0b1101111) + '\x37' + '\x31', 0o10), nzTpIcepk0o8(chr(1760 - 1712) + chr(2779 - 2668) + chr(49) + '\x34' + '\061', 36447 - 36439), nzTpIcepk0o8(chr(1922 - 1874) + chr(0b1101111) + chr(2601 - 2550) + chr(0b110 + 0o57) + chr(0b1000 + 0o53), 0o10), nzTpIcepk0o8(chr(0b111 + 0o51) + chr(0b1001011 + 0o44) + chr(0b110011) + chr(349 - 297), 0b1000), nzTpIcepk0o8(chr(702 - 654) + chr(0b1101111) + '\x33' + chr(50) + chr(0b110010), 42497 - 42489), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(111) + chr(2211 - 2162) + chr(1826 - 1777) + chr(0b10011 + 0o42), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b101100 + 0o5) + chr(49) + '\x32', 0o10), nzTpIcepk0o8(chr(277 - 229) + chr(0b10111 + 0o130) + chr(678 - 629) + chr(0b110111) + chr(0b1010 + 0o53), 45575 - 45567), nzTpIcepk0o8('\x30' + '\x6f' + '\062' + chr(1706 - 1651) + '\061', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110001 + 0o2) + chr(0b110010) + chr(1520 - 1468), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(143 - 93) + '\x35' + '\x34', ord("\x08")), nzTpIcepk0o8(chr(0b100110 + 0o12) + '\x6f' + chr(1006 - 957) + '\x33' + chr(0b100011 + 0o20), 0o10), nzTpIcepk0o8(chr(48) + chr(0b111010 + 0o65) + '\x33' + chr(0b110111) + '\x34', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(49) + chr(0b11011 + 0o25) + chr(0b101001 + 0o14), 28516 - 28508), nzTpIcepk0o8(chr(791 - 743) + '\157' + '\x32' + chr(0b110011) + chr(0b11001 + 0o34), 0b1000), nzTpIcepk0o8(chr(1273 - 1225) + chr(0b1000110 + 0o51) + '\x31' + chr(0b101011 + 0o13) + '\x30', 0o10), nzTpIcepk0o8(chr(2257 - 2209) + chr(3255 - 3144) + chr(50) + chr(0b110011) + chr(0b110000), ord("\x08")), nzTpIcepk0o8(chr(0b0 + 0o60) + '\x6f' + chr(51) + '\x30' + chr(0b11 + 0o56), 51307 - 51299), nzTpIcepk0o8(chr(2240 - 2192) + '\x6f' + '\063' + '\x37' + chr(0b100000 + 0o27), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(0b110011) + chr(2080 - 2028) + '\061', 0o10), nzTpIcepk0o8(chr(0b100010 + 0o16) + '\x6f' + chr(0b110001) + '\x30' + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(51) + chr(1611 - 1556) + chr(53), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + '\061' + chr(0b101101 + 0o12) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\062' + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(49) + chr(0b110101) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b101 + 0o53) + '\157' + '\063' + chr(380 - 331), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + '\x37' + chr(0b1011 + 0o52), 3832 - 3824), nzTpIcepk0o8(chr(48) + chr(111) + chr(859 - 808) + '\063', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1003 - 952) + chr(670 - 620) + chr(0b110111 + 0o0), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(661 - 613), ord("\x08")), nzTpIcepk0o8(chr(418 - 370) + chr(0b110100 + 0o73) + chr(0b100111 + 0o13) + chr(49) + chr(1740 - 1692), 10858 - 10850), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\061' + '\x35' + '\x33', 0b1000), nzTpIcepk0o8(chr(966 - 918) + chr(111) + '\x37' + chr(0b100111 + 0o20), 16448 - 16440), nzTpIcepk0o8('\060' + chr(10800 - 10689) + chr(49) + chr(0b100000 + 0o27) + chr(1605 - 1556), ord("\x08")), nzTpIcepk0o8(chr(2008 - 1960) + '\157' + chr(0b110010) + '\066' + '\065', ord("\x08")), nzTpIcepk0o8('\060' + chr(2290 - 2179) + '\061' + '\x33' + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110011) + chr(0b100010 + 0o23) + '\x33', 8), nzTpIcepk0o8('\060' + chr(111) + chr(49) + '\066' + chr(1494 - 1441), ord("\x08")), nzTpIcepk0o8(chr(294 - 246) + chr(111) + '\063' + chr(0b110111) + chr(49), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b10001 + 0o37) + chr(111) + chr(53) + chr(48), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'Y'), chr(166 - 66) + '\145' + chr(0b101100 + 0o67) + chr(0b1101010 + 0o5) + chr(0b1100100) + chr(0b111010 + 0o53))('\x75' + '\164' + chr(102) + chr(45) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def QNGZyAt8A52o(meIyXH9Ur8Xk, Tj1Ah2SM6M71=vny61WFyer8i): les_mPhGHFn_ = oyTc54GHPb1X.deserialize(meIyXH9Ur8Xk) def vKKwsmeVDjtU(j2DlQ33rJfyT, PeElWa1LbkWP): BBM8dxm7YWge = tmj9o95fctlO.cast(tmj9o95fctlO.not_equal(j2DlQ33rJfyT, Tj1Ah2SM6M71), tmj9o95fctlO.floatx()) return les_mPhGHFn_(j2DlQ33rJfyT * BBM8dxm7YWge, PeElWa1LbkWP * BBM8dxm7YWge) / roI3spqORKae(tmj9o95fctlO, roI3spqORKae(ES5oEprVxulp(b'=|P\x8dn\xa65\x0f>\xcc\xe7\xd4'), '\x64' + chr(101) + '\143' + chr(0b101000 + 0o107) + '\x64' + '\145')(chr(6617 - 6500) + chr(0b11111 + 0o125) + '\146' + '\x2d' + '\070'))(BBM8dxm7YWge) vKKwsmeVDjtU.AYtDRlqeP0tq = meIyXH9Ur8Xk + roI3spqORKae(ES5oEprVxulp(b'(T\x00\x98w\xb7)'), chr(100) + chr(101) + chr(6740 - 6641) + chr(0b10100 + 0o133) + chr(100) + chr(3522 - 3421))(chr(0b111111 + 0o66) + chr(0b1110100) + chr(102) + '\x2d' + chr(56)) return vKKwsmeVDjtU
gagneurlab/concise
concise/effects/gradient.py
gradient_pred
def gradient_pred(model, ref, ref_rc, alt, alt_rc, mutation_positions, out_annotation_all_outputs, output_filter_mask=None, out_annotation=None): """Gradient-based (saliency) variant effect prediction Based on the idea of [saliency maps](https://arxiv.org/pdf/1312.6034.pdf) the gradient-based prediction of variant effects uses the `gradient` function of the Keras backend to estimate the importance of a variant for a given output. This value is then multiplied by the input, as recommended by [Shrikumar et al., 2017](https://arxiv.org/pdf/1605.01713.pdf). # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. # Returns Dictionary with three different entries: - ref: Gradient * input at the mutation position using the reference sequence. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference ('diff') - alt: Gradient * input at the mutation position using the alternative sequence. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference ('diff') - diff: 'alt' - 'ref'. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference. """ seqs = {"ref": ref, "ref_rc": ref_rc, "alt": alt, "alt_rc": alt_rc} for k in seqs: if not isinstance(seqs[k], (list, tuple, np.ndarray)): raise Exception("At the moment only models with list, tuple or np.ndarray inputs are supported.") assert np.all([np.array(get_seq_len(ref)) == np.array(get_seq_len(seqs[k])) for k in seqs.keys() if k != "ref"]) assert get_seq_len(ref)[0] == mutation_positions.shape[0] assert len(mutation_positions.shape) == 1 # determine which outputs should be selected if output_filter_mask is None: if out_annotation is None: output_filter_mask = np.arange(out_annotation_all_outputs.shape[0]) else: output_filter_mask = np.where(np.in1d(out_annotation_all_outputs, out_annotation))[0] # make sure the labels are assigned correctly out_annotation = out_annotation_all_outputs[output_filter_mask] # Generate the necessary gradient functions sal_funcs = __generate_direct_saliency_functions__(model, out_annotation_all_outputs, out_annotation) # ANALOGOUS TO ISM: # predict preds = {} for k in seqs: preds[k] = {} if "_rc" in k: mutated_positions_here = get_seq_len(ref)[1] - 1 - mutation_positions else: mutated_positions_here = mutation_positions for l in out_annotation: preds[k][l] = predict_vals(input_data=seqs[k], apply_function=__get_direct_saliencies__, score_func=sal_funcs[l], mutated_positions=mutated_positions_here, model = model) diff_ret_dGrad = {} pred_out = {"ref": {}, "alt": {}} for k in preds["ref"]: # TODO make list (and dict)-ready diff_fwd = general_diff(preds["alt"][k]["dGrad"], preds["ref"][k]["dGrad"]) diff_rc = general_diff(preds["alt_rc"][k]["dGrad"], preds["ref_rc"][k]["dGrad"]) sel = general_sel(diff_fwd, diff_rc) replace_by_sel(diff_fwd, diff_rc, sel) diff_ret_dGrad[k] = diff_fwd # Overwrite the fwd values with rc values if rc was selected replace_by_sel(preds["ref"][k]["dGrad"], preds["ref_rc"][k]["dGrad"], sel) replace_by_sel(preds["alt"][k]["dGrad"], preds["alt_rc"][k]["dGrad"], sel) pred_out["ref"][k] = preds["ref"][k]["dGrad"] pred_out["alt"][k] = preds["alt"][k]["dGrad"] return {"diff": pd.DataFrame(diff_ret_dGrad), "ref": pd.DataFrame(pred_out["ref"]), "alt": pd.DataFrame(pred_out["alt"])}
python
def gradient_pred(model, ref, ref_rc, alt, alt_rc, mutation_positions, out_annotation_all_outputs, output_filter_mask=None, out_annotation=None): """Gradient-based (saliency) variant effect prediction Based on the idea of [saliency maps](https://arxiv.org/pdf/1312.6034.pdf) the gradient-based prediction of variant effects uses the `gradient` function of the Keras backend to estimate the importance of a variant for a given output. This value is then multiplied by the input, as recommended by [Shrikumar et al., 2017](https://arxiv.org/pdf/1605.01713.pdf). # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. # Returns Dictionary with three different entries: - ref: Gradient * input at the mutation position using the reference sequence. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference ('diff') - alt: Gradient * input at the mutation position using the alternative sequence. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference ('diff') - diff: 'alt' - 'ref'. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference. """ seqs = {"ref": ref, "ref_rc": ref_rc, "alt": alt, "alt_rc": alt_rc} for k in seqs: if not isinstance(seqs[k], (list, tuple, np.ndarray)): raise Exception("At the moment only models with list, tuple or np.ndarray inputs are supported.") assert np.all([np.array(get_seq_len(ref)) == np.array(get_seq_len(seqs[k])) for k in seqs.keys() if k != "ref"]) assert get_seq_len(ref)[0] == mutation_positions.shape[0] assert len(mutation_positions.shape) == 1 # determine which outputs should be selected if output_filter_mask is None: if out_annotation is None: output_filter_mask = np.arange(out_annotation_all_outputs.shape[0]) else: output_filter_mask = np.where(np.in1d(out_annotation_all_outputs, out_annotation))[0] # make sure the labels are assigned correctly out_annotation = out_annotation_all_outputs[output_filter_mask] # Generate the necessary gradient functions sal_funcs = __generate_direct_saliency_functions__(model, out_annotation_all_outputs, out_annotation) # ANALOGOUS TO ISM: # predict preds = {} for k in seqs: preds[k] = {} if "_rc" in k: mutated_positions_here = get_seq_len(ref)[1] - 1 - mutation_positions else: mutated_positions_here = mutation_positions for l in out_annotation: preds[k][l] = predict_vals(input_data=seqs[k], apply_function=__get_direct_saliencies__, score_func=sal_funcs[l], mutated_positions=mutated_positions_here, model = model) diff_ret_dGrad = {} pred_out = {"ref": {}, "alt": {}} for k in preds["ref"]: # TODO make list (and dict)-ready diff_fwd = general_diff(preds["alt"][k]["dGrad"], preds["ref"][k]["dGrad"]) diff_rc = general_diff(preds["alt_rc"][k]["dGrad"], preds["ref_rc"][k]["dGrad"]) sel = general_sel(diff_fwd, diff_rc) replace_by_sel(diff_fwd, diff_rc, sel) diff_ret_dGrad[k] = diff_fwd # Overwrite the fwd values with rc values if rc was selected replace_by_sel(preds["ref"][k]["dGrad"], preds["ref_rc"][k]["dGrad"], sel) replace_by_sel(preds["alt"][k]["dGrad"], preds["alt_rc"][k]["dGrad"], sel) pred_out["ref"][k] = preds["ref"][k]["dGrad"] pred_out["alt"][k] = preds["alt"][k]["dGrad"] return {"diff": pd.DataFrame(diff_ret_dGrad), "ref": pd.DataFrame(pred_out["ref"]), "alt": pd.DataFrame(pred_out["alt"])}
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Gradient-based (saliency) variant effect prediction Based on the idea of [saliency maps](https://arxiv.org/pdf/1312.6034.pdf) the gradient-based prediction of variant effects uses the `gradient` function of the Keras backend to estimate the importance of a variant for a given output. This value is then multiplied by the input, as recommended by [Shrikumar et al., 2017](https://arxiv.org/pdf/1605.01713.pdf). # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. # Returns Dictionary with three different entries: - ref: Gradient * input at the mutation position using the reference sequence. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference ('diff') - alt: Gradient * input at the mutation position using the alternative sequence. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference ('diff') - diff: 'alt' - 'ref'. Forward or reverse-complement sequence is chose based on sequence direction caused the bigger absolute difference.
[ "Gradient", "-", "based", "(", "saliency", ")", "variant", "effect", "prediction" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/effects/gradient.py#L230-L319
train
Gradient - based prediction of a Keras model.
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705) + chr(0b1000011 + 0o54) + '\061' + chr(50) + chr(1806 - 1754), 14961 - 14953), nzTpIcepk0o8(chr(0b110000) + chr(7072 - 6961) + chr(0b110011) + chr(0b110000) + '\067', ord("\x08")), nzTpIcepk0o8('\x30' + chr(140 - 29) + chr(0b101 + 0o56) + chr(0b100100 + 0o21) + chr(886 - 835), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101101 + 0o2) + chr(53) + chr(0b110110), 34058 - 34050), nzTpIcepk0o8('\060' + chr(111) + chr(50) + chr(49) + chr(52), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(1282 - 1232) + chr(48) + chr(51), 63471 - 63463), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1711 - 1659) + '\066', 50247 - 50239), nzTpIcepk0o8('\060' + chr(0b111011 + 0o64) + chr(52) + chr(0b101111 + 0o10), 15624 - 15616), nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(1167 - 1056) + chr(49) + chr(0b110111) + chr(51), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + '\061' + chr(1937 - 1882) + '\x31', 0o10), nzTpIcepk0o8(chr(811 - 763) + chr(0b1101111) + '\x36' + chr(53), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b1100 + 0o45) + '\x34' + chr(0b110 + 0o52), 53030 - 53022), nzTpIcepk0o8(chr(48) + chr(2642 - 2531) + chr(52 - 2) + '\x34' + '\x35', 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(52) + chr(0b1011 + 0o45), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\x33' + '\x34' + chr(53), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1010111 + 0o30) + chr(0b1111 + 0o43) + chr(361 - 306) + chr(0b11011 + 0o27), 6749 - 6741), nzTpIcepk0o8('\x30' + '\157' + chr(0b110011) + chr(52) + '\x30', 0o10), nzTpIcepk0o8(chr(2005 - 1957) + chr(0b1010100 + 0o33) + chr(940 - 890) + '\065' + '\x37', 33204 - 33196), nzTpIcepk0o8(chr(48) + chr(8186 - 8075) + '\x32' + chr(0b110100) + '\x30', 0b1000), nzTpIcepk0o8('\060' + chr(7880 - 7769) + chr(0b0 + 0o61) + chr(1606 - 1554) + chr(0b110110), 20460 - 20452), nzTpIcepk0o8('\x30' + chr(0b100010 + 0o115) + '\062' + '\066' + chr(50), 0o10), nzTpIcepk0o8(chr(0b111 + 0o51) + chr(0b1101111) + chr(0b110010) + '\x34' + '\066', 0b1000), nzTpIcepk0o8(chr(48) + chr(11767 - 11656) + chr(51) + '\x36' + '\x35', 0b1000), nzTpIcepk0o8(chr(1545 - 1497) + chr(0b101100 + 0o103) + chr(0b11 + 0o56) + '\066' + chr(1255 - 1207), 0o10), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(0b11110 + 0o121) + chr(49) + chr(0b110011), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110010) + '\x31' + chr(55), 39427 - 39419), nzTpIcepk0o8(chr(48) + chr(0b1010001 + 0o36) + chr(51) + chr(1164 - 1114), 12416 - 12408), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\063' + chr(0b110010) + '\065', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(50) + '\x32' + chr(55), ord("\x08")), nzTpIcepk0o8(chr(140 - 92) + chr(0b100100 + 0o113) + chr(0b110011) + chr(0b10000 + 0o43) + chr(0b110111), 21300 - 21292), nzTpIcepk0o8('\060' + chr(111) + chr(0b101011 + 0o7) + chr(0b10101 + 0o42) + chr(0b110110), 0o10), nzTpIcepk0o8('\060' + chr(6978 - 6867) + chr(49) + chr(53) + chr(0b11000 + 0o35), 0o10), nzTpIcepk0o8(chr(400 - 352) + '\x6f' + '\061' + chr(1695 - 1645) + '\061', ord("\x08")), nzTpIcepk0o8(chr(1456 - 1408) + '\157' + '\x33' + '\x31' + chr(0b1 + 0o57), 7243 - 7235), nzTpIcepk0o8(chr(0b111 + 0o51) + chr(7916 - 7805) + chr(870 - 820) + chr(2069 - 2014), 0b1000), nzTpIcepk0o8('\x30' + chr(3717 - 3606) + chr(50) + chr(327 - 277) + chr(2575 - 2520), 8), nzTpIcepk0o8(chr(48) + chr(5585 - 5474) + chr(0b110011 + 0o3) + chr(0b11101 + 0o30), 8), nzTpIcepk0o8('\x30' + chr(0b100001 + 0o116) + '\062' + chr(48) + chr(0b0 + 0o61), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110001) + '\066' + '\060', 8), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110011) + chr(54) + chr(0b110101), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110101) + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'z'), chr(0b1100100) + chr(0b100001 + 0o104) + chr(7258 - 7159) + chr(111) + '\x64' + '\x65')(chr(0b1110101) + '\x74' + '\146' + '\x2d' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def oG6Jf4snZZEX(KW0sEfjlgNpM, CmNScfxJ1Uih, mPxBBmhtnfa5, YVIVvpvk_rzo, Qi4vzZ3jOuj1, VcOMQxUzLMoF, D_zWDgcSEwND, L5mwt8l_ntKw=None, pA8ISuln0_AH=None): LmTSN4iJgDMb = {roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), chr(5845 - 5745) + '\x65' + chr(0b100010 + 0o101) + chr(0b1000000 + 0o57) + chr(100) + chr(101))('\165' + '\164' + '\x66' + chr(0b101101) + chr(0b111000)): CmNScfxJ1Uih, roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8dq\xfe\xe0'), chr(0b1100100) + chr(101) + chr(0b11110 + 0o105) + '\x6f' + chr(0b1011010 + 0o12) + chr(2172 - 2071))(chr(0b1110101) + '\164' + '\x66' + chr(45) + chr(56)): mPxBBmhtnfa5, roI3spqORKae(ES5oEprVxulp(b'5\xab\x9f'), chr(8629 - 8529) + chr(0b111 + 0o136) + chr(0b10000 + 0o123) + '\157' + chr(0b1100100) + chr(0b1100101))('\x75' + chr(116) + '\146' + chr(895 - 850) + '\070'): YVIVvpvk_rzo, roI3spqORKae(ES5oEprVxulp(b'5\xab\x9fq\xfe\xe0'), chr(100) + chr(9600 - 9499) + chr(0b1100011) + chr(111) + chr(0b1100100) + chr(5206 - 5105))(chr(117) + chr(6096 - 5980) + chr(1976 - 1874) + '\x2d' + chr(0b100 + 0o64)): Qi4vzZ3jOuj1} for B6UAF1zReOyJ in LmTSN4iJgDMb: if not suIjIS24Zkqw(LmTSN4iJgDMb[B6UAF1zReOyJ], (H4NoA26ON7iG, nfNqtJL5aRaY, roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b':\xa3\x8a\\\xfe\xe2_'), '\x64' + chr(0b1100101) + chr(0b111010 + 0o51) + chr(0b1011000 + 0o27) + chr(100) + chr(7525 - 7424))(chr(11438 - 11321) + '\x74' + chr(0b1010100 + 0o22) + chr(74 - 29) + '\x38')))): raise zfo2Sgkz3IVJ(roI3spqORKae(ES5oEprVxulp(b'\x15\xb3\xcbZ\xe4\xe6\x06J\x14\x14P\x0e\xd1\x00\x8a\xd4\x8c\xd6\x80\x0b\xdd\xc2\x90\x1cx\xafm\xbc\xe3\xb7\x9e\x018\xbbc\xbb\x15\xf5\x05\x858\xa2\xcbA\xfe\xa3HWU\x17Q\x01\xd7R\x84\xc3\xc0\xc6\xce\x16\xc7\xd2\x86Pj\xfd\x7f\xf5\xe4\xaa\xce\x1d>\xbac\xf2Q\xaf'), '\x64' + '\145' + '\143' + chr(0b1101111) + chr(0b100011 + 0o101) + '\x65')('\165' + '\164' + '\x66' + '\x2d' + '\x38')) assert roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'%\x9f\xdd\x1e\xe0\xcc\x17K\x1c1tU'), chr(0b1000101 + 0o37) + '\145' + '\143' + chr(0b101100 + 0o103) + chr(0b1100100) + chr(0b101011 + 0o72))('\165' + chr(0b1101 + 0o147) + chr(7835 - 7733) + chr(0b110 + 0o47) + '\x38'))([roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\x00\xa9\xdd\\\xcb\xf1\x11\x7f/4\x02\x14'), chr(0b110101 + 0o57) + chr(0b1100101) + chr(0b1011110 + 0o5) + '\x6f' + '\144' + '\x65')('\165' + chr(6516 - 6400) + '\x66' + '\055' + chr(0b101111 + 0o11)))(XYc6TB8k_kZq(CmNScfxJ1Uih)) == roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\x00\xa9\xdd\\\xcb\xf1\x11\x7f/4\x02\x14'), chr(0b1100100) + chr(0b10010 + 0o123) + '\143' + '\x6f' + chr(0b1010101 + 0o17) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(0b111000)))(XYc6TB8k_kZq(LmTSN4iJgDMb[B6UAF1zReOyJ])) for B6UAF1zReOyJ in roI3spqORKae(LmTSN4iJgDMb, roI3spqORKae(ES5oEprVxulp(b'?\xa2\x92]'), '\x64' + '\145' + chr(0b101101 + 0o66) + chr(684 - 573) + chr(3982 - 3882) + '\145')('\165' + chr(0b1110100) + chr(0b1000 + 0o136) + chr(0b101000 + 0o5) + '\070'))() if B6UAF1zReOyJ != roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), chr(0b1100100) + chr(0b1100101) + '\143' + chr(531 - 420) + '\144' + '\145')(chr(13052 - 12935) + chr(0b1110100) + chr(9516 - 9414) + chr(1044 - 999) + chr(0b111000))]) assert XYc6TB8k_kZq(CmNScfxJ1Uih)[nzTpIcepk0o8('\060' + chr(111) + '\060', ord("\x08"))] == roI3spqORKae(VcOMQxUzLMoF, roI3spqORKae(ES5oEprVxulp(b'8\xaf\x89c\xbc\xba\x14f=.\r\x06'), chr(1938 - 1838) + chr(6783 - 6682) + '\143' + '\x6f' + chr(0b110011 + 0o61) + chr(101))(chr(117) + '\x74' + chr(102) + chr(0b101101) + '\070'))[nzTpIcepk0o8('\060' + '\x6f' + '\060', 8)] assert ftfygxgFas5X(roI3spqORKae(VcOMQxUzLMoF, roI3spqORKae(ES5oEprVxulp(b'8\xaf\x89c\xbc\xba\x14f=.\r\x06'), '\x64' + chr(101) + chr(0b1100011) + chr(111) + chr(4386 - 4286) + chr(0b1100101))(chr(545 - 428) + chr(0b1001011 + 0o51) + '\146' + chr(0b11011 + 0o22) + chr(0b10100 + 0o44)))) == nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110001), ord("\x08")) if L5mwt8l_ntKw is None: if pA8ISuln0_AH is None: L5mwt8l_ntKw = nDF4gVNx0u9Q.chmI_GMU_sEi(D_zWDgcSEwND.lhbM092AFW8f[nzTpIcepk0o8('\x30' + chr(11142 - 11031) + '\060', 8)]) else: L5mwt8l_ntKw = nDF4gVNx0u9Q.xWH4M7K6Qbd3(nDF4gVNx0u9Q.in1d(D_zWDgcSEwND, pA8ISuln0_AH))[nzTpIcepk0o8('\060' + chr(11617 - 11506) + '\060', 8)] pA8ISuln0_AH = D_zWDgcSEwND[L5mwt8l_ntKw] h8VZvRDdqAYP = hLWXCG5_H0f3(KW0sEfjlgNpM, D_zWDgcSEwND, pA8ISuln0_AH) CqFQFIEK_3me = {} for B6UAF1zReOyJ in LmTSN4iJgDMb: CqFQFIEK_3me[B6UAF1zReOyJ] = {} if roI3spqORKae(ES5oEprVxulp(b'\x0b\xb5\x88'), chr(0b100011 + 0o101) + chr(101) + '\143' + chr(5034 - 4923) + '\x64' + chr(101))('\165' + '\164' + '\146' + chr(959 - 914) + chr(2622 - 2566)) in B6UAF1zReOyJ: yW_X5BrhGUXf = XYc6TB8k_kZq(CmNScfxJ1Uih)[nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b1000 + 0o51), 8)] - nzTpIcepk0o8(chr(0b11101 + 0o23) + '\x6f' + chr(0b110001), 8) - VcOMQxUzLMoF else: yW_X5BrhGUXf = VcOMQxUzLMoF for fPrVrKACaFCC in pA8ISuln0_AH: CqFQFIEK_3me[B6UAF1zReOyJ][fPrVrKACaFCC] = yzexhVTHLACG(input_data=LmTSN4iJgDMb[B6UAF1zReOyJ], apply_function=t9bViFwCXydq, score_func=h8VZvRDdqAYP[fPrVrKACaFCC], mutated_positions=yW_X5BrhGUXf, model=KW0sEfjlgNpM) YCUqrR0QMqPf = {} GAet2G_uPIOr = {roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), chr(0b1100100) + chr(0b111111 + 0o46) + chr(99) + '\157' + chr(5104 - 5004) + chr(0b111010 + 0o53))('\165' + chr(6587 - 6471) + '\146' + '\x2d' + chr(445 - 389)): {}, roI3spqORKae(ES5oEprVxulp(b'5\xab\x9f'), '\144' + chr(5143 - 5042) + chr(0b101 + 0o136) + chr(0b1101001 + 0o6) + chr(100) + '\145')('\165' + '\x74' + chr(0b1100110) + chr(760 - 715) + '\x38'): {}} for B6UAF1zReOyJ in CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), chr(5042 - 4942) + chr(101) + chr(0b1100011 + 0o0) + '\x6f' + chr(0b1100100) + chr(0b1100101))('\x75' + chr(0b1110100) + chr(0b1001011 + 0o33) + chr(435 - 390) + '\070')]: weFmhLtBhERp = uQwwy8M5vnnX(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'5\xab\x9f'), chr(0b10000 + 0o124) + '\x65' + chr(99) + chr(111) + chr(0b1100100) + chr(0b1100101))('\x75' + chr(7899 - 7783) + chr(0b1100110) + chr(0b101101) + chr(0b111000))][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), chr(6914 - 6814) + chr(0b1001101 + 0o30) + chr(99) + chr(0b1100100 + 0o13) + chr(3692 - 3592) + chr(0b1100000 + 0o5))('\165' + chr(0b1110100) + chr(102) + chr(0b101101) + '\x38')], CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), chr(3275 - 3175) + '\145' + '\x63' + '\157' + '\144' + '\x65')(chr(0b110011 + 0o102) + chr(9220 - 9104) + chr(0b1100110) + '\055' + '\x38')][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), chr(0b1100100) + '\x65' + '\143' + chr(0b1101111) + chr(0b10011 + 0o121) + '\145')('\165' + '\x74' + chr(0b1100110) + chr(0b101101) + chr(440 - 384))]) YjpbpfoKIiNG = uQwwy8M5vnnX(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'5\xab\x9fq\xfe\xe0'), chr(0b1100100) + chr(0b1100101) + chr(0b1100011) + '\157' + chr(7553 - 7453) + chr(0b1100000 + 0o5))(chr(10998 - 10881) + '\x74' + '\146' + '\x2d' + '\x38')][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), '\x64' + '\x65' + chr(2170 - 2071) + chr(111) + chr(0b1100100) + '\x65')(chr(117) + '\164' + '\146' + chr(875 - 830) + chr(0b110110 + 0o2))], CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8dq\xfe\xe0'), '\x64' + chr(0b1100101) + chr(99) + '\x6f' + '\144' + '\x65')(chr(117) + chr(0b1110100) + chr(102) + chr(0b11101 + 0o20) + chr(56))][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), chr(0b110100 + 0o60) + '\145' + chr(0b1010111 + 0o14) + chr(0b1101111) + chr(100) + chr(0b101101 + 0o70))('\165' + '\x74' + chr(102) + chr(45) + chr(0b0 + 0o70))]) CDi4Ik7DuaGz = VwD7_4dAejYq(weFmhLtBhERp, YjpbpfoKIiNG) Uwkri0Be4Gx2(weFmhLtBhERp, YjpbpfoKIiNG, CDi4Ik7DuaGz) YCUqrR0QMqPf[B6UAF1zReOyJ] = weFmhLtBhERp Uwkri0Be4Gx2(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), '\x64' + '\x65' + chr(4525 - 4426) + chr(0b1000110 + 0o51) + '\144' + chr(0b1100000 + 0o5))(chr(10730 - 10613) + chr(0b1101111 + 0o5) + '\146' + chr(45) + chr(3050 - 2994))][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), '\x64' + chr(101) + chr(727 - 628) + chr(0b1101111) + '\x64' + '\145')('\165' + '\x74' + chr(9510 - 9408) + '\x2d' + chr(1432 - 1376))], CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8dq\xfe\xe0'), '\x64' + '\x65' + chr(9467 - 9368) + chr(0b1101111) + chr(0b1100100) + chr(0b10 + 0o143))('\165' + chr(0b101101 + 0o107) + chr(0b101011 + 0o73) + chr(0b10011 + 0o32) + '\070')][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), chr(0b1100100) + '\x65' + '\x63' + chr(9986 - 9875) + chr(0b1001000 + 0o34) + '\x65')(chr(0b1110101) + chr(116) + '\x66' + '\x2d' + chr(56))], CDi4Ik7DuaGz) Uwkri0Be4Gx2(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'5\xab\x9f'), chr(7087 - 6987) + chr(101) + '\143' + chr(111) + chr(100) + chr(0b1011100 + 0o11))(chr(117) + chr(116) + chr(0b1100110) + '\055' + chr(56))][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), chr(100) + chr(101) + chr(0b0 + 0o143) + chr(111) + chr(5131 - 5031) + chr(101))(chr(0b1110101) + '\164' + chr(0b1100110) + chr(45) + '\x38')], CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'5\xab\x9fq\xfe\xe0'), chr(3871 - 3771) + chr(0b1100010 + 0o3) + chr(0b1100010 + 0o1) + '\157' + chr(100) + chr(0b10000 + 0o125))(chr(0b1110101) + chr(10879 - 10763) + chr(0b10010 + 0o124) + chr(0b101101) + '\x38')][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), chr(5034 - 4934) + chr(117 - 16) + chr(99) + chr(3375 - 3264) + chr(100) + chr(101))('\x75' + chr(0b1011 + 0o151) + chr(0b1100110) + chr(0b110 + 0o47) + chr(0b111000))], CDi4Ik7DuaGz) GAet2G_uPIOr[roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), chr(0b101100 + 0o70) + '\x65' + '\143' + chr(0b1111 + 0o140) + chr(0b1001 + 0o133) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(102) + '\x2d' + chr(0b111000))][B6UAF1zReOyJ] = CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), chr(100) + chr(0b1001010 + 0o33) + chr(99) + chr(111) + chr(0b10010 + 0o122) + chr(101))(chr(0b111 + 0o156) + chr(116) + chr(102) + '\055' + '\x38')][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), chr(0b1100100) + '\145' + '\143' + '\157' + chr(0b1100100) + chr(5014 - 4913))(chr(0b1110101 + 0o0) + chr(0b1101000 + 0o14) + '\x66' + '\x2d' + '\x38')] GAet2G_uPIOr[roI3spqORKae(ES5oEprVxulp(b'5\xab\x9f'), '\144' + chr(101) + chr(0b100101 + 0o76) + '\157' + chr(6344 - 6244) + chr(101))(chr(1752 - 1635) + chr(0b1110100) + chr(9238 - 9136) + chr(0b100000 + 0o15) + chr(56))][B6UAF1zReOyJ] = CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'5\xab\x9f'), chr(0b1100100) + chr(0b1100101) + chr(0b1100011) + chr(0b1101111) + chr(0b1100100) + chr(0b1011010 + 0o13))('\165' + chr(11468 - 11352) + chr(0b1100110) + chr(0b100111 + 0o6) + '\070')][B6UAF1zReOyJ][roI3spqORKae(ES5oEprVxulp(b'0\x80\x99O\xe8'), '\144' + chr(5313 - 5212) + chr(0b1011100 + 0o7) + chr(0b1101101 + 0o2) + chr(0b1100100) + chr(835 - 734))(chr(9036 - 8919) + chr(0b1011101 + 0o27) + '\x66' + chr(45) + chr(0b111000))] return {roI3spqORKae(ES5oEprVxulp(b'0\xae\x8dH'), '\x64' + chr(0b11000 + 0o115) + chr(0b1010011 + 0o20) + '\x6f' + chr(100) + chr(4851 - 4750))(chr(8716 - 8599) + chr(0b1110100) + chr(0b1100110) + '\x2d' + chr(0b111000)): roI3spqORKae(HLKt4sa1j9hm, roI3spqORKae(ES5oEprVxulp(b'\x10\xa6\x9fO\xca\xf1GJ\x1e'), chr(1744 - 1644) + chr(2559 - 2458) + '\143' + chr(9436 - 9325) + chr(100) + chr(0b1100101))(chr(5405 - 5288) + chr(0b1110100) + chr(102) + '\055' + chr(2391 - 2335)))(YCUqrR0QMqPf), roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), chr(8230 - 8130) + '\145' + chr(0b1100011) + '\x6f' + chr(0b1011 + 0o131) + chr(0b1100101))(chr(117) + chr(0b111101 + 0o67) + chr(102) + chr(0b101101) + chr(56)): roI3spqORKae(HLKt4sa1j9hm, roI3spqORKae(ES5oEprVxulp(b'\x10\xa6\x9fO\xca\xf1GJ\x1e'), chr(0b100011 + 0o101) + chr(3497 - 3396) + chr(0b1100011) + '\x6f' + '\x64' + chr(8156 - 8055))(chr(0b1010100 + 0o41) + chr(116) + '\x66' + chr(1877 - 1832) + '\070'))(GAet2G_uPIOr[roI3spqORKae(ES5oEprVxulp(b'&\xa2\x8d'), '\144' + chr(0b1100101) + chr(0b110000 + 0o63) + chr(0b11010 + 0o125) + chr(100) + '\145')('\165' + chr(116) + '\146' + chr(45) + chr(56))]), roI3spqORKae(ES5oEprVxulp(b'5\xab\x9f'), '\144' + chr(101) + '\x63' + chr(0b11 + 0o154) + '\144' + chr(0b1000100 + 0o41))(chr(0b1110101) + chr(7230 - 7114) + '\x66' + '\x2d' + chr(1640 - 1584)): roI3spqORKae(HLKt4sa1j9hm, roI3spqORKae(ES5oEprVxulp(b'\x10\xa6\x9fO\xca\xf1GJ\x1e'), chr(0b1100100) + chr(0b1100101) + chr(0b111001 + 0o52) + chr(3434 - 3323) + '\144' + '\x65')('\165' + chr(116) + chr(0b110111 + 0o57) + '\055' + '\x38'))(GAet2G_uPIOr[roI3spqORKae(ES5oEprVxulp(b'5\xab\x9f'), chr(0b100010 + 0o102) + chr(424 - 323) + chr(0b1011101 + 0o6) + chr(111) + chr(1179 - 1079) + chr(9847 - 9746))('\x75' + chr(116) + chr(4801 - 4699) + '\055' + chr(0b111000))])}
gagneurlab/concise
concise/data/hocomoco.py
get_pwm_list
def get_pwm_list(pwm_id_list, pseudocountProb=0.0001): """Get a list of HOCOMOCO PWM's. # Arguments pwm_id_list: List of id's from the `PWM_id` column in `get_metadata()` table pseudocountProb: Added pseudocount probabilities to the PWM # Returns List of `concise.utils.pwm.PWM` instances. """ l = load_motif_db(HOCOMOCO_PWM) l = {k.split()[0]: v for k, v in l.items()} pwm_list = [PWM(_normalize_pwm(l[m]) + pseudocountProb, name=m) for m in pwm_id_list] return pwm_list
python
def get_pwm_list(pwm_id_list, pseudocountProb=0.0001): """Get a list of HOCOMOCO PWM's. # Arguments pwm_id_list: List of id's from the `PWM_id` column in `get_metadata()` table pseudocountProb: Added pseudocount probabilities to the PWM # Returns List of `concise.utils.pwm.PWM` instances. """ l = load_motif_db(HOCOMOCO_PWM) l = {k.split()[0]: v for k, v in l.items()} pwm_list = [PWM(_normalize_pwm(l[m]) + pseudocountProb, name=m) for m in pwm_id_list] return pwm_list
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Get a list of HOCOMOCO PWM's. # Arguments pwm_id_list: List of id's from the `PWM_id` column in `get_metadata()` table pseudocountProb: Added pseudocount probabilities to the PWM # Returns List of `concise.utils.pwm.PWM` instances.
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/data/hocomoco.py#L43-L56
train
Get a list of HOCOMOCO PWMs.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(2122 - 2074) + chr(111) + chr(0b100 + 0o57) + chr(0b110011) + chr(54), 64999 - 64991), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110011) + '\x35' + chr(0b11000 + 0o34), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + '\063' + chr(55) + chr(609 - 560), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b100110 + 0o13) + '\x30', ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + '\063' + '\x31' + chr(0b101110 + 0o6), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b11100 + 0o26) + chr(50) + chr(54), 0o10), nzTpIcepk0o8(chr(1913 - 1865) + '\157' + chr(1190 - 1139) + '\x32', 0o10), nzTpIcepk0o8(chr(931 - 883) + chr(0b1101111) + chr(0b101011 + 0o6) + '\x32' + '\067', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\063' + chr(50) + '\061', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(1783 - 1732) + chr(0b110111) + chr(0b1110 + 0o43), 8), nzTpIcepk0o8('\x30' + chr(0b1001111 + 0o40) + chr(0b11111 + 0o23) + chr(0b10111 + 0o32) + '\066', 0o10), nzTpIcepk0o8(chr(1765 - 1717) + chr(0b110001 + 0o76) + chr(0b1111 + 0o43) + chr(2030 - 1981), 62775 - 62767), nzTpIcepk0o8('\060' + chr(111) + chr(639 - 590) + chr(48) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(214 - 166) + chr(2842 - 2731) + chr(49) + chr(0b110000) + '\x31', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1011100 + 0o23) + chr(0b110001 + 0o1) + chr(48) + chr(0b100111 + 0o16), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b11 + 0o154) + chr(50) + chr(0b110110) + '\x37', 19290 - 19282), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(50) + '\x32' + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(1521 - 1473) + chr(0b1101111) + '\065' + chr(50), 37487 - 37479), nzTpIcepk0o8(chr(1527 - 1479) + '\x6f' + chr(0b10110 + 0o35) + chr(1747 - 1696) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(49) + '\x37' + chr(138 - 89), 48283 - 48275), nzTpIcepk0o8(chr(0b110000) + chr(8084 - 7973) + '\x36' + '\066', 0o10), nzTpIcepk0o8(chr(48) + chr(3255 - 3144) + chr(50) + chr(1773 - 1721) + chr(0b101100 + 0o12), ord("\x08")), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(0b1101111) + '\061' + chr(2527 - 2475) + chr(0b110110), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + '\063' + '\x36' + chr(54), 41124 - 41116), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110010) + chr(0b1101 + 0o52) + chr(0b10000 + 0o45), 62360 - 62352), nzTpIcepk0o8('\x30' + chr(7305 - 7194) + chr(1971 - 1920) + '\061' + chr(272 - 222), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(54) + '\067', 51316 - 51308), nzTpIcepk0o8(chr(0b110000) + chr(2536 - 2425) + chr(0b110001) + chr(0b110001) + chr(2722 - 2668), 37155 - 37147), nzTpIcepk0o8('\060' + chr(0b1001100 + 0o43) + chr(0b110011) + chr(1773 - 1719) + chr(48), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(592 - 543) + chr(54) + '\064', 0b1000), nzTpIcepk0o8('\x30' + chr(9341 - 9230) + chr(0b110001) + chr(0b1010 + 0o52) + chr(0b110111 + 0o0), ord("\x08")), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(0b111100 + 0o63) + chr(2123 - 2073) + chr(0b110011) + chr(0b10110 + 0o35), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(49) + chr(0b110001) + chr(0b110110), 8), nzTpIcepk0o8('\060' + chr(111) + chr(0b11101 + 0o32) + '\064', 0o10), nzTpIcepk0o8('\060' + chr(0b1000001 + 0o56) + chr(49) + chr(0b110001) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\157' + chr(0b1010 + 0o47) + chr(53) + chr(51), 0b1000), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(111) + chr(0b110010) + chr(0b110011) + '\062', 0b1000), nzTpIcepk0o8(chr(0b101011 + 0o5) + '\157' + '\x33' + '\x34' + '\060', 0o10), nzTpIcepk0o8('\x30' + chr(9247 - 9136) + chr(0b110011) + chr(0b101001 + 0o12), 0b1000), nzTpIcepk0o8(chr(945 - 897) + chr(111) + chr(0b110101) + '\060', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b10 + 0o56) + chr(0b111111 + 0o60) + chr(53) + chr(0b11010 + 0o26), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xf0'), '\144' + '\x65' + '\x63' + '\157' + '\144' + chr(0b101000 + 0o75))(chr(117) + '\x74' + chr(102) + chr(45) + chr(2471 - 2415)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def xesY0jbQHd9x(M5LRsP8iVIUN, rcuqX0hqSJnv=0.0001): fPrVrKACaFCC = TgztFWYuthrl(wu9vZ4uZKvsy) fPrVrKACaFCC = {B6UAF1zReOyJ.LfRrQOxuDvnC()[nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b101000 + 0o10), 27546 - 27538)]: r7AA1pbLjb44 for (B6UAF1zReOyJ, r7AA1pbLjb44) in fPrVrKACaFCC.Y_nNEzH43vXi()} Qi3yXkMLCBoV = [xLAFWC4Kqjb0(hxkZ8ereQ0WO(fPrVrKACaFCC[tF75nqoNENFL]) + rcuqX0hqSJnv, name=tF75nqoNENFL) for tF75nqoNENFL in M5LRsP8iVIUN] return Qi3yXkMLCBoV
gagneurlab/concise
concise/legacy/concise.py
Concise.get_weights
def get_weights(self): """ Returns: dict: Model's trained weights. """ if self.is_trained() is False: # print("Model not fitted yet. Use object.fit() to fit the model.") return None var_res = self._var_res weights = self._var_res_to_weights(var_res) # save to the side weights["final_bias_fit"] = weights["final_bias"] weights["feature_weights_fit"] = weights["feature_weights"] return weights
python
def get_weights(self): """ Returns: dict: Model's trained weights. """ if self.is_trained() is False: # print("Model not fitted yet. Use object.fit() to fit the model.") return None var_res = self._var_res weights = self._var_res_to_weights(var_res) # save to the side weights["final_bias_fit"] = weights["final_bias"] weights["feature_weights_fit"] = weights["feature_weights"] return weights
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Returns: dict: Model's trained weights.
[ "Returns", ":", "dict", ":", "Model", "s", "trained", "weights", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L412-L427
train
Returns a dictionary of trained weights.
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856) + chr(136 - 25) + chr(2436 - 2385) + chr(0b110101) + chr(0b1100 + 0o51), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(53) + chr(559 - 509), ord("\x08")), nzTpIcepk0o8(chr(0b111 + 0o51) + '\157' + chr(51) + chr(0b110101) + '\061', 59131 - 59123), nzTpIcepk0o8('\060' + chr(111) + chr(51) + chr(0b110101) + chr(48), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(0b110010) + chr(0b10 + 0o60), 0o10), nzTpIcepk0o8(chr(1261 - 1213) + chr(111) + '\061' + chr(0b110101) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(0b1101111) + '\061' + chr(51) + chr(49), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b111 + 0o54) + chr(2062 - 2007) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(484 - 436) + chr(111) + '\x31' + chr(0b11011 + 0o25) + chr(924 - 870), 54223 - 54215), nzTpIcepk0o8('\x30' + '\157' + chr(0b110001 + 0o1) + '\x32', 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b110001) + '\067' + chr(0b100001 + 0o17), 0o10), nzTpIcepk0o8(chr(1973 - 1925) + chr(0b1101111) + chr(50) + chr(0b110011 + 0o3) + chr(0b101011 + 0o6), 39546 - 39538), nzTpIcepk0o8(chr(0b10110 + 0o32) + chr(0b1101111) + '\x31' + chr(0b110001) + chr(0b1100 + 0o44), 63773 - 63765), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110001) + chr(0b1011 + 0o53) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\064', 6572 - 6564), nzTpIcepk0o8('\x30' + chr(7161 - 7050) + chr(50) + '\x36' + '\062', 0b1000), nzTpIcepk0o8('\x30' + chr(0b101 + 0o152) + '\062' + '\x30' + '\x37', 0o10), nzTpIcepk0o8('\060' + chr(923 - 812) + chr(136 - 83) + chr(0b110100), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b111 + 0o53) + chr(48) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b11001 + 0o27) + '\157' + '\x32' + chr(0b1101 + 0o44) + chr(0b101001 + 0o7), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1000000 + 0o57) + chr(0b11100 + 0o25) + chr(0b11111 + 0o23) + chr(0b110001), 22247 - 22239), nzTpIcepk0o8('\060' + chr(111) + chr(0b10100 + 0o36) + chr(1753 - 1705) + chr(0b110100), 0o10), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(8837 - 8726) + chr(0b110 + 0o60) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110010) + chr(51) + '\065', 42261 - 42253), nzTpIcepk0o8(chr(0b110000) + chr(0b1011011 + 0o24) + chr(946 - 895) + '\x32' + '\066', 8763 - 8755), nzTpIcepk0o8(chr(0b100101 + 0o13) + chr(0b1101111) + '\x33' + '\066' + '\067', 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(54) + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(9453 - 9342) + '\x32' + chr(0b110101) + '\x36', 0b1000), nzTpIcepk0o8(chr(1150 - 1102) + chr(10038 - 9927) + chr(264 - 215) + '\060' + chr(50), ord("\x08")), nzTpIcepk0o8(chr(960 - 912) + '\x6f' + chr(0b110001) + '\066' + chr(2456 - 2403), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b10000 + 0o137) + chr(1908 - 1858) + chr(48) + '\067', 8), nzTpIcepk0o8('\060' + chr(1337 - 1226) + '\x33' + chr(0b11000 + 0o31) + '\x30', 58972 - 58964), nzTpIcepk0o8(chr(48) + chr(9377 - 9266) + '\x31' + chr(55) + chr(55), 0o10), nzTpIcepk0o8(chr(48) + chr(10416 - 10305) + '\x37' + chr(55), 23238 - 23230), nzTpIcepk0o8(chr(48) + chr(111) + chr(84 - 35) + chr(0b110100) + '\x30', 0o10), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(111) + '\x33' + chr(0b110000) + '\x34', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(51) + chr(0b100101 + 0o22) + chr(0b111 + 0o57), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + chr(0b101111 + 0o7) + chr(0b11011 + 0o32), 8), nzTpIcepk0o8('\060' + chr(0b1111 + 0o140) + chr(0b101010 + 0o10) + '\060', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b100100 + 0o21) + chr(48), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'm'), '\x64' + '\145' + '\143' + chr(111) + chr(0b1000001 + 0o43) + chr(101))(chr(0b1101101 + 0o10) + '\x74' + chr(6357 - 6255) + '\x2d' + chr(0b11100 + 0o34)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def RKXcROmg0mzl(hXMPsSrOQzbh): if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'*\x9eu\x9d\x9a\xb3\x077\x9d"'), chr(0b1100100) + chr(0b10011 + 0o122) + chr(99) + '\157' + '\144' + '\x65')(chr(0b1100010 + 0o23) + chr(116) + chr(0b1011000 + 0o16) + chr(45) + '\070'))() is nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b1101111) + chr(48), ord("\x08")): return None _1x8KMljANZE = hXMPsSrOQzbh._var_res TtzqJLqe_ecy = hXMPsSrOQzbh._var_res_to_weights(_1x8KMljANZE) TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'%\x84D\x88\x84\x8d\x0c0\x995M\x1e\xd8<'), '\x64' + chr(0b1100101) + '\143' + chr(111) + chr(0b1100100) + '\145')('\x75' + chr(7900 - 7784) + chr(0b100010 + 0o104) + chr(388 - 343) + chr(0b111000))] = TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'%\x84D\x88\x84\x8d\x0c0\x995'), chr(0b1100100) + '\x65' + chr(2804 - 2705) + chr(0b1101 + 0o142) + chr(4744 - 4644) + chr(0b1010100 + 0o21))('\x75' + chr(3158 - 3042) + '\x66' + chr(1398 - 1353) + chr(0b11101 + 0o33))] TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'%\x88K\x9d\x9d\xa0\x0b\x06\x8f#{\x1f\xd9<\x03[\xd4\xeeX'), '\144' + chr(3050 - 2949) + chr(0b1100011) + chr(111) + chr(0b1100100) + chr(101))('\165' + chr(0b1110100) + chr(0b1100110) + '\055' + chr(56))] = TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'%\x88K\x9d\x9d\xa0\x0b\x06\x8f#{\x1f\xd9<\x03'), chr(0b1100100) + chr(101) + '\143' + chr(111) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(2221 - 2105) + '\x66' + chr(0b101101) + chr(0b1011 + 0o55))] return TtzqJLqe_ecy
gagneurlab/concise
concise/legacy/concise.py
Concise._var_res_to_weights
def _var_res_to_weights(self, var_res): """ Get model weights """ # transform the weights into our form motif_base_weights_raw = var_res["motif_base_weights"][0] motif_base_weights = np.swapaxes(motif_base_weights_raw, 0, 2) # get weights motif_weights = var_res["motif_weights"] motif_bias = var_res["motif_bias"] final_bias = var_res["final_bias"] feature_weights = var_res["feature_weights"] # get the GAM prediction: spline_pred = None spline_weights = None if self._param["n_splines"] is not None: spline_pred = self._splines["X_spline"].dot(var_res["spline_weights"]) if self._param["spline_exp"] is True: spline_pred = np.exp(spline_pred) else: spline_pred = (spline_pred + 1) spline_pred.reshape([-1]) spline_weights = var_res["spline_weights"] weights = {"motif_base_weights": motif_base_weights, "motif_weights": motif_weights, "motif_bias": motif_bias, "final_bias": final_bias, "feature_weights": feature_weights, "spline_pred": spline_pred, "spline_weights": spline_weights } return weights
python
def _var_res_to_weights(self, var_res): """ Get model weights """ # transform the weights into our form motif_base_weights_raw = var_res["motif_base_weights"][0] motif_base_weights = np.swapaxes(motif_base_weights_raw, 0, 2) # get weights motif_weights = var_res["motif_weights"] motif_bias = var_res["motif_bias"] final_bias = var_res["final_bias"] feature_weights = var_res["feature_weights"] # get the GAM prediction: spline_pred = None spline_weights = None if self._param["n_splines"] is not None: spline_pred = self._splines["X_spline"].dot(var_res["spline_weights"]) if self._param["spline_exp"] is True: spline_pred = np.exp(spline_pred) else: spline_pred = (spline_pred + 1) spline_pred.reshape([-1]) spline_weights = var_res["spline_weights"] weights = {"motif_base_weights": motif_base_weights, "motif_weights": motif_weights, "motif_bias": motif_bias, "final_bias": final_bias, "feature_weights": feature_weights, "spline_pred": spline_pred, "spline_weights": spline_weights } return weights
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Get model weights
[ "Get", "model", "weights" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L436-L472
train
Convert a var_res to a dict of weights.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(1475 - 1427) + '\x6f' + chr(0b101110 + 0o5) + chr(0b110011) + chr(52), 0o10), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(0b1101111) + '\063' + chr(0b110000 + 0o1) + '\064', ord("\x08")), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(0b1101111) + chr(49) + '\060' + chr(0b1100 + 0o50), 32901 - 32893), nzTpIcepk0o8('\x30' + chr(9903 - 9792) + '\063' + chr(1394 - 1343) + chr(0b10010 + 0o36), ord("\x08")), nzTpIcepk0o8(chr(1491 - 1443) + chr(0b0 + 0o157) + '\065' + '\x34', 32324 - 32316), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(50) + chr(55) + '\062', 0o10), nzTpIcepk0o8(chr(967 - 919) + chr(6580 - 6469) + chr(1781 - 1730), 0b1000), nzTpIcepk0o8(chr(677 - 629) + '\157' + chr(611 - 560) + '\064' + '\x34', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(926 - 875) + chr(0b110101) + '\x33', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + chr(0b110000 + 0o0) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x31' + '\062', 0o10), nzTpIcepk0o8(chr(48) + chr(111) + '\061' + chr(48) + chr(0b1010 + 0o53), 0b1000), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(0b1001011 + 0o44) + chr(53), 59549 - 59541), nzTpIcepk0o8('\x30' + '\157' + chr(1517 - 1468) + chr(0b100111 + 0o14) + chr(148 - 94), 0o10), nzTpIcepk0o8('\060' + '\157' + '\061' + chr(0b110100 + 0o2) + chr(55), 0b1000), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(1934 - 1823) + chr(51) + '\065' + '\x30', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(4744 - 4633) + chr(0b11000 + 0o31) + '\063' + chr(156 - 107), ord("\x08")), nzTpIcepk0o8(chr(380 - 332) + '\x6f' + chr(0b110001) + chr(0b110111) + chr(0b110001), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(51) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\063' + chr(55) + chr(0b101111 + 0o10), 45125 - 45117), nzTpIcepk0o8(chr(1621 - 1573) + chr(111) + chr(0b110011) + chr(54) + '\x36', 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001) + chr(474 - 423) + '\066', 8), nzTpIcepk0o8(chr(2112 - 2064) + chr(4797 - 4686) + '\061' + chr(0b1000 + 0o52) + chr(1707 - 1659), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\x33' + chr(0b110101) + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\063' + chr(886 - 834) + chr(0b110100), 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110111) + chr(1590 - 1538), 0b1000), nzTpIcepk0o8('\060' + chr(4788 - 4677) + chr(0b1001 + 0o52) + chr(718 - 670) + chr(0b110111), 10267 - 10259), nzTpIcepk0o8(chr(48) + '\157' + chr(50) + chr(55) + chr(0b101110 + 0o4), 8), nzTpIcepk0o8(chr(1473 - 1425) + '\157' + chr(1519 - 1469) + '\067' + '\x31', 36921 - 36913), nzTpIcepk0o8(chr(114 - 66) + '\157' + '\062' + chr(52), 36992 - 36984), nzTpIcepk0o8(chr(1597 - 1549) + chr(0b1001110 + 0o41) + chr(0b1 + 0o62) + chr(52) + '\x36', 0b1000), nzTpIcepk0o8(chr(1441 - 1393) + chr(0b1101111) + chr(333 - 284) + chr(0b110011) + chr(50), 0b1000), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(111) + '\x31' + '\x34' + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(2469 - 2358) + chr(0b10011 + 0o37) + chr(52) + chr(52), 57476 - 57468), nzTpIcepk0o8('\x30' + chr(0b1100001 + 0o16) + chr(50) + chr(0b110100) + chr(263 - 215), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(53), 63519 - 63511), nzTpIcepk0o8(chr(0b1100 + 0o44) + '\x6f' + chr(236 - 185) + '\060' + chr(0b110101), 45917 - 45909), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b101111 + 0o7) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + chr(0b101101 + 0o102) + chr(51) + chr(1882 - 1828) + chr(2083 - 2028), 21955 - 21947), nzTpIcepk0o8(chr(0b0 + 0o60) + '\x6f' + chr(2111 - 2062) + chr(1120 - 1070) + '\x31', 45724 - 45716)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\157' + chr(53) + chr(0b1111 + 0o41), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xf2'), chr(0b111001 + 0o53) + chr(101) + chr(8234 - 8135) + chr(10463 - 10352) + chr(391 - 291) + '\x65')(chr(0b1101001 + 0o14) + chr(0b111101 + 0o67) + chr(102) + '\055' + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def SKBe_Yq2AX47(hXMPsSrOQzbh, _1x8KMljANZE): P7AxErevI_A8 = _1x8KMljANZE[roI3spqORKae(ES5oEprVxulp(b'\xb1\xa30\xb1J\xe5a\x85\x98\xe6U2`7\x10\x80-\n'), chr(0b110000 + 0o64) + chr(101) + chr(3224 - 3125) + '\157' + chr(0b1100 + 0o130) + '\x65')('\x75' + '\164' + '\x66' + '\x2d' + '\x38')][nzTpIcepk0o8('\060' + '\x6f' + '\x30', ord("\x08"))] c9GPC0cMogN1 = nDF4gVNx0u9Q.swapaxes(P7AxErevI_A8, nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110000), 8), nzTpIcepk0o8(chr(1306 - 1258) + chr(0b1101111) + chr(0b110010), 0o10)) OWZgPl9oDN6B = _1x8KMljANZE[roI3spqORKae(ES5oEprVxulp(b'\xb1\xa30\xb1J\xe5t\x81\x82\xe4b1v'), '\144' + chr(0b101101 + 0o70) + chr(99) + chr(0b101111 + 0o100) + chr(4482 - 4382) + chr(0b1100101))(chr(117) + chr(0b1000001 + 0o63) + '\x66' + '\055' + '\070')] TPWXi_GhhlQK = _1x8KMljANZE[roI3spqORKae(ES5oEprVxulp(b'\xb1\xa30\xb1J\xe5a\x8d\x8a\xf0'), chr(100) + chr(0b1001 + 0o134) + '\x63' + '\157' + '\144' + '\145')(chr(6443 - 6326) + chr(0b1110100) + chr(0b1100000 + 0o6) + chr(45) + chr(0b110010 + 0o6))] PtpbyLHF8wIa = _1x8KMljANZE[roI3spqORKae(ES5oEprVxulp(b'\xba\xa5*\xb9@\xe5a\x8d\x8a\xf0'), chr(100) + '\145' + chr(99) + chr(1786 - 1675) + chr(4066 - 3966) + chr(6390 - 6289))('\165' + '\x74' + '\146' + '\055' + chr(56))] fa7kKMWFOlAb = _1x8KMljANZE[roI3spqORKae(ES5oEprVxulp(b'\xba\xa9%\xacY\xc8f\xbb\x9c\xe6c"m*\x04'), chr(0b1100100) + chr(5453 - 5352) + '\143' + '\157' + chr(9047 - 8947) + '\145')('\165' + chr(12106 - 11990) + chr(102) + chr(0b101101) + chr(56))] lxBwQpTtDSyu = None B6fbBSsw8gQg = None if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\x83\xbc%\xaaM\xd7'), '\144' + '\x65' + chr(4707 - 4608) + chr(5230 - 5119) + chr(100) + chr(231 - 130))(chr(0b1110101) + chr(116) + '\x66' + chr(45) + '\x38'))[roI3spqORKae(ES5oEprVxulp(b'\xb2\x937\xa8@\xd3m\x81\x98'), '\144' + chr(8531 - 8430) + chr(0b1100011) + '\x6f' + chr(0b1100100) + '\x65')('\165' + chr(0b1110100) + '\146' + chr(196 - 151) + chr(0b111000))] is not None: lxBwQpTtDSyu = hXMPsSrOQzbh._splines[roI3spqORKae(ES5oEprVxulp(b'\x84\x937\xa8@\xd3m\x81'), '\x64' + '\145' + '\x63' + chr(111) + chr(100) + chr(3383 - 3282))('\165' + chr(116) + chr(0b1100110) + chr(0b100011 + 0o12) + chr(0b111000))].dot(_1x8KMljANZE[roI3spqORKae(ES5oEprVxulp(b'\xaf\xbc(\xb1B\xdf\\\x93\x8e\xeam-q-'), chr(0b1001110 + 0o26) + chr(0b10011 + 0o122) + chr(0b1001000 + 0o33) + '\x6f' + chr(0b1010010 + 0o22) + chr(6530 - 6429))('\x75' + '\164' + chr(0b1100110) + chr(1509 - 1464) + '\x38')]) if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\x83\xbc%\xaaM\xd7'), '\x64' + chr(0b1001011 + 0o32) + '\x63' + chr(111) + chr(0b1100100) + chr(101))(chr(0b100000 + 0o125) + '\x74' + chr(0b111110 + 0o50) + '\x2d' + '\070'))[roI3spqORKae(ES5oEprVxulp(b'\xaf\xbc(\xb1B\xdf\\\x81\x93\xf3'), '\144' + chr(1004 - 903) + '\x63' + chr(0b1101111) + '\x64' + chr(101))(chr(117) + chr(116) + '\146' + chr(940 - 895) + chr(56))] is nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b1000 + 0o51), 0b1000): lxBwQpTtDSyu = nDF4gVNx0u9Q.exp(lxBwQpTtDSyu) else: lxBwQpTtDSyu = lxBwQpTtDSyu + nzTpIcepk0o8('\060' + chr(111) + '\061', 8) roI3spqORKae(lxBwQpTtDSyu, roI3spqORKae(ES5oEprVxulp(b'\xae\xa97\xb0M\xcaf'), '\144' + '\x65' + chr(99) + '\157' + '\x64' + chr(0b1100101))('\165' + chr(0b1110100) + '\146' + chr(0b100001 + 0o14) + chr(0b111000)))([-nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(0b1101111) + chr(0b101001 + 0o10), 8)]) B6fbBSsw8gQg = _1x8KMljANZE[roI3spqORKae(ES5oEprVxulp(b'\xaf\xbc(\xb1B\xdf\\\x93\x8e\xeam-q-'), chr(0b111000 + 0o54) + chr(7401 - 7300) + chr(0b1100011) + '\x6f' + '\x64' + chr(8666 - 8565))(chr(0b1110101 + 0o0) + chr(0b1110100) + chr(10315 - 10213) + chr(45) + chr(0b111000))] TtzqJLqe_ecy = {roI3spqORKae(ES5oEprVxulp(b'\xb1\xa30\xb1J\xe5a\x85\x98\xe6U2`7\x10\x80-\n'), chr(0b1100100) + chr(9711 - 9610) + chr(3509 - 3410) + '\x6f' + '\144' + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(102) + chr(45) + chr(0b1111 + 0o51)): c9GPC0cMogN1, roI3spqORKae(ES5oEprVxulp(b'\xb1\xa30\xb1J\xe5t\x81\x82\xe4b1v'), chr(8013 - 7913) + chr(9035 - 8934) + chr(0b1100011) + chr(0b1101111) + chr(0b1100100) + chr(0b110111 + 0o56))('\165' + chr(116) + chr(0b1100110) + chr(0b101101) + chr(2439 - 2383)): OWZgPl9oDN6B, roI3spqORKae(ES5oEprVxulp(b'\xb1\xa30\xb1J\xe5a\x8d\x8a\xf0'), chr(0b110000 + 0o64) + chr(0b100110 + 0o77) + chr(4631 - 4532) + '\157' + chr(4210 - 4110) + chr(0b1001 + 0o134))(chr(0b1101101 + 0o10) + '\x74' + chr(0b1100110) + '\055' + chr(1551 - 1495)): TPWXi_GhhlQK, roI3spqORKae(ES5oEprVxulp(b'\xba\xa5*\xb9@\xe5a\x8d\x8a\xf0'), '\x64' + chr(0b1000011 + 0o42) + chr(4903 - 4804) + '\x6f' + chr(0b111011 + 0o51) + chr(0b1100101))('\165' + chr(0b1101000 + 0o14) + chr(6584 - 6482) + chr(0b11 + 0o52) + chr(56)): PtpbyLHF8wIa, roI3spqORKae(ES5oEprVxulp(b'\xba\xa9%\xacY\xc8f\xbb\x9c\xe6c"m*\x04'), chr(0b1010111 + 0o15) + chr(0b1100101) + '\143' + chr(111) + chr(0b1100100) + '\x65')(chr(0b1100001 + 0o24) + chr(0b110 + 0o156) + chr(102) + chr(45) + chr(2898 - 2842)): fa7kKMWFOlAb, roI3spqORKae(ES5oEprVxulp(b'\xaf\xbc(\xb1B\xdf\\\x94\x99\xe6n'), chr(0b100101 + 0o77) + '\145' + chr(0b1100011) + '\x6f' + '\144' + chr(0b1001011 + 0o32))(chr(1284 - 1167) + '\x74' + chr(0b110 + 0o140) + '\055' + chr(0b11101 + 0o33)): lxBwQpTtDSyu, roI3spqORKae(ES5oEprVxulp(b'\xaf\xbc(\xb1B\xdf\\\x93\x8e\xeam-q-'), '\144' + '\x65' + '\143' + '\x6f' + '\144' + chr(0b110010 + 0o63))(chr(117) + chr(116) + chr(0b1100110) + '\x2d' + '\x38'): B6fbBSsw8gQg} return TtzqJLqe_ecy
gagneurlab/concise
concise/legacy/concise.py
Concise._get_var_res
def _get_var_res(self, graph, var, other_var): """ Get the weights from our graph """ with tf.Session(graph=graph) as sess: sess.run(other_var["init"]) # all_vars = tf.all_variables() # print("All variable names") # print([var.name for var in all_vars]) # print("All variable values") # print(sess.run(all_vars)) var_res = self._get_var_res_sess(sess, var) return var_res
python
def _get_var_res(self, graph, var, other_var): """ Get the weights from our graph """ with tf.Session(graph=graph) as sess: sess.run(other_var["init"]) # all_vars = tf.all_variables() # print("All variable names") # print([var.name for var in all_vars]) # print("All variable values") # print(sess.run(all_vars)) var_res = self._get_var_res_sess(sess, var) return var_res
[ "def", "_get_var_res", "(", "self", ",", "graph", ",", "var", ",", "other_var", ")", ":", "with", "tf", ".", "Session", "(", "graph", "=", "graph", ")", "as", "sess", ":", "sess", ".", "run", "(", "other_var", "[", "\"init\"", "]", ")", "# all_vars = tf.all_variables()", "# print(\"All variable names\")", "# print([var.name for var in all_vars])", "# print(\"All variable values\")", "# print(sess.run(all_vars))", "var_res", "=", "self", ".", "_get_var_res_sess", "(", "sess", ",", "var", ")", "return", "var_res" ]
Get the weights from our graph
[ "Get", "the", "weights", "from", "our", "graph" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L519-L532
train
Get the weights from our graph and the other variable
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + chr(0b1101111) + '\x32' + chr(702 - 653) + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(0b1100110 + 0o11) + chr(0b110001) + chr(0b11110 + 0o27), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(481 - 432) + chr(54) + '\x34', 0o10), nzTpIcepk0o8(chr(2025 - 1977) + chr(0b1101111) + chr(2317 - 2267) + chr(0b110101) + chr(54), 60550 - 60542), nzTpIcepk0o8('\x30' + '\157' + '\x31' + chr(0b10100 + 0o37) + chr(0b110101), 0o10), nzTpIcepk0o8(chr(1165 - 1117) + chr(111) + chr(0b110001) + chr(0b110000 + 0o2) + chr(0b100010 + 0o20), 7276 - 7268), nzTpIcepk0o8(chr(125 - 77) + '\x6f' + chr(0b11010 + 0o27) + chr(0b110001) + chr(0b100100 + 0o23), ord("\x08")), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b1001010 + 0o45) + '\063' + chr(0b101000 + 0o14) + chr(0b110011), 25382 - 25374), nzTpIcepk0o8(chr(899 - 851) + '\157' + '\x32' + '\x34' + chr(0b11 + 0o61), 28665 - 28657), nzTpIcepk0o8('\x30' + chr(111) + '\066' + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110011) + chr(0b101011 + 0o5) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b111001 + 0o66) + '\x32' + '\x36' + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(0b1101111) + '\067' + chr(0b110111), 0o10), nzTpIcepk0o8(chr(48) + chr(0b110 + 0o151) + chr(0b110010) + chr(1361 - 1312) + chr(0b1100 + 0o50), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(233 - 183) + '\067', 55805 - 55797), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b10000 + 0o41) + '\x34' + chr(52), ord("\x08")), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(111) + '\063' + chr(0b110101) + chr(0b110011), 13134 - 13126), nzTpIcepk0o8(chr(0b110000) + chr(0b110101 + 0o72) + chr(0b110010) + chr(50) + '\067', 0o10), nzTpIcepk0o8('\060' + '\157' + '\x32' + chr(0b110110) + chr(0b11001 + 0o30), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(52) + chr(832 - 779), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(53) + chr(1889 - 1840), 0o10), nzTpIcepk0o8('\060' + chr(9291 - 9180) + chr(51) + chr(0b110000) + chr(0b10101 + 0o33), ord("\x08")), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(0b1101111) + chr(1512 - 1463) + chr(54) + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b101011 + 0o104) + chr(0b110010) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x32' + chr(50) + '\x33', 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(51) + '\x35' + chr(52), ord("\x08")), nzTpIcepk0o8(chr(0b1010 + 0o46) + chr(111) + '\x36' + chr(55), 42297 - 42289), nzTpIcepk0o8(chr(48) + '\157' + chr(1795 - 1746) + '\x36' + chr(0b100010 + 0o22), 8), nzTpIcepk0o8('\x30' + '\157' + '\061' + chr(0b10001 + 0o43) + chr(0b100011 + 0o22), 0o10), nzTpIcepk0o8(chr(48) + chr(7782 - 7671) + '\x33' + chr(52) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(838 - 790) + '\x6f' + chr(0b11111 + 0o23) + chr(0b101 + 0o55), 0b1000), nzTpIcepk0o8('\060' + chr(5763 - 5652) + chr(50) + chr(2218 - 2170) + chr(49), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110110) + '\065', 36087 - 36079), nzTpIcepk0o8(chr(0b101100 + 0o4) + '\157' + chr(0b10101 + 0o35) + '\x34' + chr(48), 29411 - 29403), nzTpIcepk0o8(chr(1993 - 1945) + chr(111) + chr(0b110 + 0o55) + chr(0b1011 + 0o46) + chr(0b101111 + 0o6), 43933 - 43925), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + chr(974 - 920) + '\x32', 0b1000), nzTpIcepk0o8('\060' + chr(0b110100 + 0o73) + chr(908 - 858) + chr(55) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b11101 + 0o122) + chr(237 - 184) + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + '\x30' + chr(1056 - 1007), 13702 - 13694), nzTpIcepk0o8(chr(0b100010 + 0o16) + chr(111) + '\062' + chr(49) + '\061', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(0b100001 + 0o116) + chr(0b110101) + chr(0b110000), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xa4'), chr(100) + chr(101) + chr(0b1100011) + chr(1075 - 964) + chr(0b1100100) + chr(2437 - 2336))(chr(0b1110101) + '\x74' + chr(8890 - 8788) + chr(0b101101) + chr(2190 - 2134)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def GFQVSojxCVIa(hXMPsSrOQzbh, jJ6ZXFeIkL8J, dCTqsFxxt3gY, dL_dPrem8Py1): with roI3spqORKae(FyZE4zrPCXjA, roI3spqORKae(ES5oEprVxulp(b'\xd9h\x07\xdd4=!'), '\144' + '\x65' + chr(5344 - 5245) + '\x6f' + '\144' + chr(0b1100101))(chr(117) + '\164' + '\x66' + chr(0b0 + 0o55) + '\070'))(graph=jJ6ZXFeIkL8J) as Ky8soJ4WyC9c: roI3spqORKae(Ky8soJ4WyC9c, roI3spqORKae(ES5oEprVxulp(b'\xfbc$\xe1\x146\r\xb2\xeeR\xbc\xef'), chr(0b1100100) + chr(0b1100101) + chr(9342 - 9243) + '\x6f' + chr(0b100111 + 0o75) + chr(0b1100101))(chr(117) + chr(116) + '\x66' + chr(0b1010 + 0o43) + '\x38'))(dL_dPrem8Py1[roI3spqORKae(ES5oEprVxulp(b'\xe3c\x1d\xda'), chr(0b1100100) + '\145' + chr(2282 - 2183) + chr(0b1101111) + '\x64' + chr(9333 - 9232))(chr(722 - 605) + chr(11232 - 11116) + chr(4390 - 4288) + '\055' + chr(0b111000))]) _1x8KMljANZE = hXMPsSrOQzbh._get_var_res_sess(Ky8soJ4WyC9c, dCTqsFxxt3gY) return _1x8KMljANZE
gagneurlab/concise
concise/legacy/concise.py
Concise._convert_to_var
def _convert_to_var(self, graph, var_res): """ Create tf.Variables from a list of numpy arrays var_res: dictionary of numpy arrays with the key names corresponding to var """ with graph.as_default(): var = {} for key, value in var_res.items(): if value is not None: var[key] = tf.Variable(value, name="tf_%s" % key) else: var[key] = None return var
python
def _convert_to_var(self, graph, var_res): """ Create tf.Variables from a list of numpy arrays var_res: dictionary of numpy arrays with the key names corresponding to var """ with graph.as_default(): var = {} for key, value in var_res.items(): if value is not None: var[key] = tf.Variable(value, name="tf_%s" % key) else: var[key] = None return var
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Create tf.Variables from a list of numpy arrays var_res: dictionary of numpy arrays with the key names corresponding to var
[ "Create", "tf", ".", "Variables", "from", "a", "list", "of", "numpy", "arrays" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L534-L547
train
Convert a dictionary of numpy arrays to tf. Variables
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(0b100010 + 0o115) + chr(52) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(1316 - 1268) + '\x6f' + '\x31' + chr(55) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(4382 - 4271) + '\061' + '\x33' + '\x37', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + chr(2676 - 2622) + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(1984 - 1936) + chr(111) + '\x33' + '\060' + chr(621 - 573), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1001101 + 0o42) + '\x31' + '\x31' + chr(0b101001 + 0o16), 0b1000), nzTpIcepk0o8(chr(147 - 99) + chr(0b1101111) + '\063' + chr(2701 - 2647) + '\x32', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b110101 + 0o72) + '\x31' + chr(0b110000) + '\064', 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(353 - 303) + chr(418 - 365), ord("\x08")), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(111) + '\x31' + '\x34' + chr(265 - 210), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + chr(0b1110 + 0o50), 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\x31' + chr(49) + chr(2740 - 2687), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + '\x32' + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(579 - 531) + '\157' + chr(0b100110 + 0o14) + chr(0b101011 + 0o6) + chr(229 - 175), 0b1000), nzTpIcepk0o8('\060' + chr(9227 - 9116) + chr(0b110010) + chr(0b110111), 0o10), nzTpIcepk0o8('\x30' + '\157' + '\067' + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b101110 + 0o101) + chr(50) + '\x30' + chr(1864 - 1814), 0o10), nzTpIcepk0o8('\060' + chr(0b1000 + 0o147) + '\x33' + '\x30' + chr(1578 - 1525), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + '\061' + chr(0b110101) + '\062', 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(2511 - 2460) + '\x32' + chr(55), ord("\x08")), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(9028 - 8917) + '\x36' + '\060', 0b1000), nzTpIcepk0o8(chr(0b1011 + 0o45) + '\157' + chr(0b110101) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(949 - 900) + chr(51) + chr(0b110010 + 0o5), 8), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(49) + chr(0b110100) + chr(52), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(2158 - 2109) + '\063' + chr(771 - 719), 0b1000), nzTpIcepk0o8(chr(0b11000 + 0o30) + chr(786 - 675) + '\x32' + '\062' + '\063', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + chr(0b110111) + chr(53), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(49) + chr(1709 - 1660) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(51) + chr(53) + chr(148 - 94), 40789 - 40781), nzTpIcepk0o8('\060' + '\157' + chr(443 - 388), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + '\061' + chr(2443 - 2390) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b110 + 0o52) + '\157' + chr(984 - 933) + chr(51) + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(0b1010111 + 0o30) + chr(51) + '\x34' + '\x37', 39028 - 39020), nzTpIcepk0o8('\x30' + chr(111) + chr(51) + '\x33' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(5790 - 5679) + chr(50) + chr(0b100001 + 0o26), 8), nzTpIcepk0o8(chr(2058 - 2010) + '\x6f' + chr(0b10011 + 0o37) + chr(1811 - 1761) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(48) + chr(8089 - 7978) + chr(0b100101 + 0o14) + chr(55) + chr(0b10 + 0o60), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(490 - 441) + chr(0b110010) + '\060', ord("\x08")), nzTpIcepk0o8(chr(818 - 770) + chr(111) + chr(0b100000 + 0o25) + chr(0b10111 + 0o40), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1000101 + 0o52) + '\x31' + chr(2354 - 2305) + '\x37', 8)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + chr(5128 - 5017) + '\065' + chr(48), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x0f'), '\144' + chr(0b1100101) + chr(6746 - 6647) + chr(0b1101111) + '\x64' + chr(0b1100101))('\x75' + chr(0b1110100) + '\146' + chr(0b1000 + 0o45) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def _7XNnm44QOZn(hXMPsSrOQzbh, jJ6ZXFeIkL8J, _1x8KMljANZE): with roI3spqORKae(jJ6ZXFeIkL8J, roI3spqORKae(ES5oEprVxulp(b'@\x08\x00\x15\xa5)\x931y\x13'), chr(0b1100100) + chr(101) + chr(0b1100011) + chr(0b110000 + 0o77) + chr(0b1100100) + '\145')(chr(3322 - 3205) + chr(0b1110100) + chr(102) + chr(0b101101) + chr(56)))(): dCTqsFxxt3gY = {} for (QYodcsDtoGq7, uV9iBiw0y_Mp) in roI3spqORKae(_1x8KMljANZE, roI3spqORKae(ES5oEprVxulp(b'x$1?\x855\xbap&\x11V$'), '\144' + '\x65' + '\x63' + chr(111) + chr(6894 - 6794) + chr(101))(chr(117) + chr(0b1110100) + chr(0b1000100 + 0o42) + chr(602 - 557) + chr(0b111000)))(): if uV9iBiw0y_Mp is not None: dCTqsFxxt3gY[QYodcsDtoGq7] = FyZE4zrPCXjA.Variable(uV9iBiw0y_Mp, name=roI3spqORKae(ES5oEprVxulp(b'U\x1d\x00T\xb3'), chr(100) + chr(0b100100 + 0o101) + chr(0b1100011) + chr(0b100001 + 0o116) + chr(0b1100100) + chr(101))(chr(117) + '\x74' + '\146' + chr(635 - 590) + chr(0b111000)) % QYodcsDtoGq7) else: dCTqsFxxt3gY[QYodcsDtoGq7] = None return dCTqsFxxt3gY
gagneurlab/concise
concise/legacy/concise.py
Concise.train
def train(self, X_feat, X_seq, y, X_feat_valid=None, X_seq_valid=None, y_valid=None, n_cores=3): """Train the CONCISE model :py:attr:`X_feat`, :py:attr:`X_seq`, py:attr:`y` are preferrably returned by the :py:func:`concise.prepare_data` function. Args: X_feat: Numpy (float) array of shape :code:`(N, D)`. Feature design matrix storing :code:`N` training samples and :code:`D` features X_seq: Numpy (float) array of shape :code:`(N, 1, N_seq, 4)`. It represents 1-hot encoding of the DNA/RNA sequence.(:code:`N`-seqeuences of length :code:`N_seq`) y: Numpy (float) array of shape :code:`(N, 1)`. Response variable. X_feat_valid: :py:attr:`X_feat` used for model validation. X_seq_valid: :py:attr:`X_seq` used for model validation. y: :py:attr:`y` used for model validation. n_cores (int): Number of CPU cores used for training. If available, GPU is used for training and this argument is ignored. """ if X_feat_valid is None and X_seq_valid is None and y_valid is None: X_feat_valid = X_feat X_seq_valid = X_seq y_valid = y print("Using training samples also for validation ") # insert one dimension - backcompatiblity X_seq = np.expand_dims(X_seq, axis=1) X_seq_valid = np.expand_dims(X_seq_valid, axis=1) # TODO: implement the re-training feature if self.is_trained() is True: print("Model already fitted. Re-training feature not implemented yet") return # input check assert X_seq.shape[0] == X_feat.shape[0] == y.shape[0] assert y.shape == (X_feat.shape[0], self._num_tasks) # extract data specific parameters self._param["seq_length"] = X_seq.shape[2] self._param["n_add_features"] = X_feat.shape[1] # more input check if not self._param["seq_length"] == X_seq_valid.shape[2]: raise Exception("sequence lengths don't match") # setup splines if self._param["n_splines"] is not None: padd_loss = self._param["motif_length"] - 1 # how much shorter is our sequence, since we don't use padding X_spline, S, _ = splines.get_gam_splines(start=0, end=self._param["seq_length"] - padd_loss - 1, # -1 due to zero-indexing n_bases=self._param["n_splines"], spline_order=3, add_intercept=False) self._splines = {"X_spline": X_spline, "S": S } # setup graph and variables self._graph = tf.Graph() self._var = self._get_var_initialization(self._graph, X_feat_train=X_feat, y_train=y) self._other_var = self._build_graph(self._graph, self._var) # TODO: save the intialized parameters var_res_init = self._get_var_res(self._graph, self._var, self._other_var) self.init_weights = self._var_res_to_weights(var_res=var_res_init) # finally train the model # - it saves the accuracy if self._param["optimizer"] == "adam": _train = self._train_adam elif self._param["optimizer"] == "lbfgs": _train = self._train_lbfgs else: raise Exception("Optimizer {} not implemented".format(self._param["optimizer"])) self._var_res = _train(X_feat, X_seq, y, X_feat_valid, X_seq_valid, y_valid, graph=self._graph, var=self._var, other_var=self._other_var, early_stop_patience=self._param["early_stop_patience"], n_cores=n_cores) self._model_fitted = True # TODO: maybe: # - add y_train_accuracy # - y_train return True
python
def train(self, X_feat, X_seq, y, X_feat_valid=None, X_seq_valid=None, y_valid=None, n_cores=3): """Train the CONCISE model :py:attr:`X_feat`, :py:attr:`X_seq`, py:attr:`y` are preferrably returned by the :py:func:`concise.prepare_data` function. Args: X_feat: Numpy (float) array of shape :code:`(N, D)`. Feature design matrix storing :code:`N` training samples and :code:`D` features X_seq: Numpy (float) array of shape :code:`(N, 1, N_seq, 4)`. It represents 1-hot encoding of the DNA/RNA sequence.(:code:`N`-seqeuences of length :code:`N_seq`) y: Numpy (float) array of shape :code:`(N, 1)`. Response variable. X_feat_valid: :py:attr:`X_feat` used for model validation. X_seq_valid: :py:attr:`X_seq` used for model validation. y: :py:attr:`y` used for model validation. n_cores (int): Number of CPU cores used for training. If available, GPU is used for training and this argument is ignored. """ if X_feat_valid is None and X_seq_valid is None and y_valid is None: X_feat_valid = X_feat X_seq_valid = X_seq y_valid = y print("Using training samples also for validation ") # insert one dimension - backcompatiblity X_seq = np.expand_dims(X_seq, axis=1) X_seq_valid = np.expand_dims(X_seq_valid, axis=1) # TODO: implement the re-training feature if self.is_trained() is True: print("Model already fitted. Re-training feature not implemented yet") return # input check assert X_seq.shape[0] == X_feat.shape[0] == y.shape[0] assert y.shape == (X_feat.shape[0], self._num_tasks) # extract data specific parameters self._param["seq_length"] = X_seq.shape[2] self._param["n_add_features"] = X_feat.shape[1] # more input check if not self._param["seq_length"] == X_seq_valid.shape[2]: raise Exception("sequence lengths don't match") # setup splines if self._param["n_splines"] is not None: padd_loss = self._param["motif_length"] - 1 # how much shorter is our sequence, since we don't use padding X_spline, S, _ = splines.get_gam_splines(start=0, end=self._param["seq_length"] - padd_loss - 1, # -1 due to zero-indexing n_bases=self._param["n_splines"], spline_order=3, add_intercept=False) self._splines = {"X_spline": X_spline, "S": S } # setup graph and variables self._graph = tf.Graph() self._var = self._get_var_initialization(self._graph, X_feat_train=X_feat, y_train=y) self._other_var = self._build_graph(self._graph, self._var) # TODO: save the intialized parameters var_res_init = self._get_var_res(self._graph, self._var, self._other_var) self.init_weights = self._var_res_to_weights(var_res=var_res_init) # finally train the model # - it saves the accuracy if self._param["optimizer"] == "adam": _train = self._train_adam elif self._param["optimizer"] == "lbfgs": _train = self._train_lbfgs else: raise Exception("Optimizer {} not implemented".format(self._param["optimizer"])) self._var_res = _train(X_feat, X_seq, y, X_feat_valid, X_seq_valid, y_valid, graph=self._graph, var=self._var, other_var=self._other_var, early_stop_patience=self._param["early_stop_patience"], n_cores=n_cores) self._model_fitted = True # TODO: maybe: # - add y_train_accuracy # - y_train return True
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Train the CONCISE model :py:attr:`X_feat`, :py:attr:`X_seq`, py:attr:`y` are preferrably returned by the :py:func:`concise.prepare_data` function. Args: X_feat: Numpy (float) array of shape :code:`(N, D)`. Feature design matrix storing :code:`N` training samples and :code:`D` features X_seq: Numpy (float) array of shape :code:`(N, 1, N_seq, 4)`. It represents 1-hot encoding of the DNA/RNA sequence.(:code:`N`-seqeuences of length :code:`N_seq`) y: Numpy (float) array of shape :code:`(N, 1)`. Response variable. X_feat_valid: :py:attr:`X_feat` used for model validation. X_seq_valid: :py:attr:`X_seq` used for model validation. y: :py:attr:`y` used for model validation. n_cores (int): Number of CPU cores used for training. If available, GPU is used for training and this argument is ignored.
[ "Train", "the", "CONCISE", "model" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L554-L640
train
Train the CONCISE model for the given feature design matrix X_feat X_seq y y_valid is a numpy array of length N_seq.
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1124) + chr(0b100101 + 0o13) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(0b10011 + 0o35) + chr(7011 - 6900) + chr(50) + chr(48) + '\x32', 8), nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(0b1101111) + chr(49) + chr(1177 - 1126) + chr(0b110001), 0o10), nzTpIcepk0o8(chr(0b1100 + 0o44) + '\x6f' + '\x33' + chr(49) + chr(0b100110 + 0o15), 59358 - 59350), nzTpIcepk0o8(chr(2222 - 2174) + chr(0b1011111 + 0o20) + '\x33' + '\x31' + chr(2332 - 2278), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(10751 - 10640) + '\062' + chr(901 - 850) + chr(49), 0o10), nzTpIcepk0o8(chr(0b1110 + 0o42) + chr(111) + chr(0b10100 + 0o35) + chr(48) + chr(51), 0o10), nzTpIcepk0o8(chr(2246 - 2198) + chr(0b101011 + 0o104) + '\065' + '\065', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + '\062' + chr(238 - 189), 0b1000), nzTpIcepk0o8(chr(0b1110 + 0o42) + chr(0b1101111) + chr(0b110011) + chr(55) + chr(226 - 172), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(292 - 242) + chr(2880 - 2826) + chr(1157 - 1108), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(11813 - 11702) + chr(53) + chr(0b110001), 0o10), nzTpIcepk0o8('\x30' + chr(3257 - 3146) + chr(1308 - 1258) + chr(0b11010 + 0o30) + chr(0b1101 + 0o47), 0o10), nzTpIcepk0o8(chr(2216 - 2168) + chr(111) + '\x32' + '\064', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(9649 - 9538) + '\062' + '\x30' + chr(0b110010), 8), nzTpIcepk0o8('\x30' + '\157' + chr(0b110011) + '\064' + '\066', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b110001 + 0o76) + chr(0b110010) + chr(54) + chr(51), 0o10), nzTpIcepk0o8(chr(48) + '\157' + '\062' + chr(0b110101) + chr(1672 - 1623), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101100 + 0o3) + '\x33' + chr(0b110001) + chr(1739 - 1691), 0b1000), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(111) + chr(244 - 195) + chr(0b110110) + '\064', 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\x33' + chr(48) + '\063', 1932 - 1924), nzTpIcepk0o8(chr(1252 - 1204) + '\157' + chr(55) + chr(1236 - 1187), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(55) + chr(0b110000), 0b1000), nzTpIcepk0o8('\x30' + chr(10801 - 10690) + '\x33' + chr(0b110111) + chr(0b1000 + 0o51), 47948 - 47940), nzTpIcepk0o8(chr(48) + '\x6f' + '\x36' + chr(0b1110 + 0o42), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(0b11001 + 0o32) + '\x37', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1000000 + 0o57) + '\x32' + '\065' + chr(0b10110 + 0o40), 0b1000), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(111) + chr(0b110010) + chr(54), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(838 - 788) + chr(0b110000) + chr(2521 - 2468), ord("\x08")), nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(111) + chr(50) + chr(0b11100 + 0o24) + chr(0b110001 + 0o1), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1100010 + 0o15) + '\062' + chr(0b11 + 0o60) + '\x30', 56749 - 56741), nzTpIcepk0o8(chr(48) + '\x6f' + chr(51) + '\064' + chr(2032 - 1984), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110001) + chr(53) + chr(55), ord("\x08")), nzTpIcepk0o8(chr(458 - 410) + chr(0b1011111 + 0o20) + '\063' + chr(0b100111 + 0o14) + chr(50), ord("\x08")), nzTpIcepk0o8(chr(1325 - 1277) + '\x6f' + chr(49) + '\060' + '\x36', 0o10), nzTpIcepk0o8(chr(1333 - 1285) + chr(0b1100001 + 0o16) + '\061' + '\064' + chr(52), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(521 - 410) + '\x31' + chr(0b11010 + 0o32) + chr(627 - 574), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(0b10001 + 0o40) + '\x31' + chr(0b0 + 0o67), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b100011 + 0o114) + chr(0b10100 + 0o36) + '\064' + '\067', ord("\x08")), nzTpIcepk0o8(chr(0b11110 + 0o22) + '\157' + '\x35' + chr(0b110000), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + chr(111) + '\065' + '\x30', 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xac'), '\144' + '\145' + '\143' + chr(2027 - 1916) + '\144' + '\145')(chr(117) + '\x74' + chr(0b11101 + 0o111) + chr(0b0 + 0o55) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def dPmtNHTIAOfd(hXMPsSrOQzbh, XF1Fc6rpk6dt, tsyHUuUcCm_k, Fi3yzxctM1zW, OYHwg0icVqoN=None, u62TU2Ws6haL=None, AHjsI7baLMu4=None, UhjKQRobYgMK=nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b1001 + 0o52), 0b1000)): if OYHwg0icVqoN is None and u62TU2Ws6haL is None and (AHjsI7baLMu4 is None): OYHwg0icVqoN = XF1Fc6rpk6dt u62TU2Ws6haL = tsyHUuUcCm_k AHjsI7baLMu4 = Fi3yzxctM1zW v8jsMqaYV6U2(roI3spqORKae(ES5oEprVxulp(b'\xd7\xf10\xa5\xa9\xb97_\xf0\x97\xdf@\xfas\xa2\x95\xd2\xc4\xb8\x18\xa6J\x18\x98\\l\xc16\xe3\xed\xea\xc0\x19\xbb*\r\x01.\xd3A\xed\xecy'), chr(0b11110 + 0o106) + chr(0b1 + 0o144) + '\x63' + chr(10767 - 10656) + chr(0b1100100) + '\x65')(chr(0b101101 + 0o110) + chr(0b100101 + 0o117) + '\146' + '\055' + chr(56))) tsyHUuUcCm_k = nDF4gVNx0u9Q.expand_dims(tsyHUuUcCm_k, axis=nzTpIcepk0o8(chr(1454 - 1406) + '\x6f' + chr(0b100100 + 0o15), 0o10)) u62TU2Ws6haL = nDF4gVNx0u9Q.expand_dims(u62TU2Ws6haL, axis=nzTpIcepk0o8('\060' + '\157' + '\x31', 8)) if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xeb\xf1\x06\xbf\xbc\xf8*C\xf4\x9a'), chr(0b101111 + 0o65) + chr(0b1010001 + 0o24) + chr(7991 - 7892) + chr(6494 - 6383) + chr(3095 - 2995) + chr(2128 - 2027))(chr(0b10001 + 0o144) + chr(116) + '\x66' + chr(1050 - 1005) + '\x38'))() is nzTpIcepk0o8('\x30' + '\x6f' + '\x31', 8): v8jsMqaYV6U2(roI3spqORKae(ES5oEprVxulp(b'\xcf\xed=\xae\xa2\xb9"A\xe3\x9b\xd0M\xed4\xe4\x8f\xc7\xdd\xad\x10\xed\x19j\x9c\x1dk\xdcw\xec\xec\xf1\x8e\x08\xfa \x01\x04;\xd2Z\xe7\xa27\xa4\xba\xb9*@\xe1\x92\xd4D\xf1z\xf6\x83\xd7\x89\xb1\x11\xb7'), '\144' + '\145' + chr(0b1100011) + '\157' + '\144' + '\x65')('\165' + chr(0b1110100) + '\146' + chr(45) + '\070')) return assert roI3spqORKae(tsyHUuUcCm_k, roI3spqORKae(ES5oEprVxulp(b'\xee\xea;\x86\xfe\xa0ql\xd7\xa9\x89O'), '\144' + '\145' + chr(99) + chr(0b10100 + 0o133) + chr(0b111101 + 0o47) + chr(0b1010 + 0o133))(chr(0b101011 + 0o112) + '\x74' + '\x66' + chr(0b101101) + chr(56)))[nzTpIcepk0o8('\060' + chr(9640 - 9529) + chr(48), 0o10)] == roI3spqORKae(XF1Fc6rpk6dt, roI3spqORKae(ES5oEprVxulp(b'\xee\xea;\x86\xfe\xa0ql\xd7\xa9\x89O'), '\x64' + chr(9725 - 9624) + chr(0b1001110 + 0o25) + chr(0b1100000 + 0o17) + '\x64' + chr(422 - 321))(chr(0b100001 + 0o124) + '\x74' + chr(2550 - 2448) + chr(0b101101) + '\070'))[nzTpIcepk0o8(chr(1705 - 1657) + chr(111) + chr(0b110000), 8)] == roI3spqORKae(Fi3yzxctM1zW, roI3spqORKae(ES5oEprVxulp(b'\xee\xea;\x86\xfe\xa0ql\xd7\xa9\x89O'), chr(0b101011 + 0o71) + chr(101) + chr(0b10000 + 0o123) + chr(0b11001 + 0o126) + chr(0b100100 + 0o100) + chr(0b1011101 + 0o10))(chr(117) + '\164' + chr(102) + chr(285 - 240) + chr(1421 - 1365)))[nzTpIcepk0o8('\060' + chr(0b1011101 + 0o22) + chr(1382 - 1334), 8)] assert roI3spqORKae(Fi3yzxctM1zW, roI3spqORKae(ES5oEprVxulp(b'\xee\xea;\x86\xfe\xa0ql\xd7\xa9\x89O'), chr(757 - 657) + chr(0b1100101) + chr(6523 - 6424) + chr(10053 - 9942) + '\x64' + '\145')('\x75' + chr(116) + chr(0b1100000 + 0o6) + chr(0b100 + 0o51) + '\x38')) == (roI3spqORKae(XF1Fc6rpk6dt, roI3spqORKae(ES5oEprVxulp(b'\xee\xea;\x86\xfe\xa0ql\xd7\xa9\x89O'), '\144' + chr(0b1100101) + chr(99) + '\x6f' + chr(0b1100100) + chr(0b1100101))('\165' + chr(116) + chr(102) + '\055' + chr(0b111000)))[nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x30', 8)], roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xdd\xec,\xa6\x91\xed"^\xfa\x8d'), chr(100) + '\145' + chr(0b1100011) + chr(111) + chr(0b1100 + 0o130) + chr(101))('\165' + chr(0b110110 + 0o76) + chr(102) + '\x2d' + '\x38'))) hXMPsSrOQzbh.PpddZa9YPxCY[roI3spqORKae(ES5oEprVxulp(b'\xf1\xe7(\x94\xa2\xfc-J\xe5\x96'), '\x64' + chr(101) + '\x63' + chr(0b1101111) + '\144' + '\x65')(chr(0b1110001 + 0o4) + chr(116) + chr(0b1010111 + 0o17) + '\055' + chr(56))] = tsyHUuUcCm_k.lhbM092AFW8f[nzTpIcepk0o8(chr(1050 - 1002) + chr(9562 - 9451) + chr(0b110010), 0b1000)] hXMPsSrOQzbh.PpddZa9YPxCY[roI3spqORKae(ES5oEprVxulp(b'\xec\xdd8\xaf\xaa\xc6%H\xf0\x8a\xc4[\xf1g'), chr(0b10101 + 0o117) + chr(101) + chr(4210 - 4111) + chr(0b111101 + 0o62) + '\144' + chr(0b1100101))('\x75' + chr(11170 - 11054) + chr(0b1100110) + '\x2d' + '\x38')] = XF1Fc6rpk6dt.lhbM092AFW8f[nzTpIcepk0o8('\060' + '\157' + '\x31', 8)] if not roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xd2\xf2=\xaf\x94\xf8zt\xc1\x86\xf2p'), chr(0b1100100) + chr(7436 - 7335) + chr(0b1010 + 0o131) + chr(0b1101111) + chr(0b111001 + 0o53) + '\145')('\165' + '\x74' + chr(0b1100110) + chr(45) + chr(1855 - 1799)))[roI3spqORKae(ES5oEprVxulp(b'\xf1\xe7(\x94\xa2\xfc-J\xe5\x96'), chr(0b1100100) + chr(0b101010 + 0o73) + chr(99) + chr(10066 - 9955) + chr(0b101101 + 0o67) + chr(0b101011 + 0o72))('\x75' + chr(0b1110100) + chr(0b110011 + 0o63) + '\x2d' + chr(648 - 592))] == roI3spqORKae(u62TU2Ws6haL, roI3spqORKae(ES5oEprVxulp(b'\xee\xea;\x86\xfe\xa0ql\xd7\xa9\x89O'), '\x64' + chr(8582 - 8481) + '\143' + chr(4610 - 4499) + '\x64' + chr(0b1100101))(chr(0b1110101) + '\x74' + chr(102) + '\x2d' + chr(56)))[nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(0b1101111) + '\062', 8)]: raise zfo2Sgkz3IVJ(roI3spqORKae(ES5oEprVxulp(b'\xf1\xe7(\xbe\xab\xf7 H\xb1\x92\xd4G\xf3`\xea\x95\x93\xcd\xa7\x1a\xe4M\x18\x94Qk\xcd~'), chr(0b100000 + 0o104) + chr(0b1100101) + chr(99) + chr(0b1011111 + 0o20) + '\x64' + '\145')(chr(9489 - 9372) + chr(570 - 454) + chr(0b10101 + 0o121) + chr(0b101101) + chr(56))) if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xd2\xf2=\xaf\x94\xf8zt\xc1\x86\xf2p'), chr(2608 - 2508) + chr(101) + '\x63' + chr(5685 - 5574) + '\144' + chr(101))(chr(117) + chr(11034 - 10918) + chr(0b1100110) + '\x2d' + chr(56)))[roI3spqORKae(ES5oEprVxulp(b'\xec\xdd*\xbb\xa2\xf0-H\xe2'), chr(0b111001 + 0o53) + chr(101) + '\x63' + chr(0b1011001 + 0o26) + chr(100) + chr(3866 - 3765))('\x75' + '\164' + '\146' + chr(245 - 200) + chr(0b111000))] is not None: w9jovltz3Zr7 = hXMPsSrOQzbh.PpddZa9YPxCY[roI3spqORKae(ES5oEprVxulp(b'\xef\xed-\xa2\xa8\xc6/H\xff\x99\xc5A'), chr(0b101010 + 0o72) + '\x65' + chr(2182 - 2083) + '\157' + '\x64' + chr(7655 - 7554))(chr(0b1110101) + chr(0b100100 + 0o120) + chr(0b11001 + 0o115) + chr(45) + chr(398 - 342))] - nzTpIcepk0o8(chr(0b110000) + chr(10930 - 10819) + chr(49), 8) (J0hR429lzJ0Q, buieUxkpnZk3, zIqcgNgQ9U6F) = us2imSGoLueE.get_gam_splines(start=nzTpIcepk0o8(chr(1263 - 1215) + '\x6f' + chr(0b101110 + 0o2), 8), end=hXMPsSrOQzbh.PpddZa9YPxCY[roI3spqORKae(ES5oEprVxulp(b'\xf1\xe7(\x94\xa2\xfc-J\xe5\x96'), '\x64' + chr(101) + '\x63' + chr(10690 - 10579) + chr(100) + '\x65')(chr(9558 - 9441) + chr(5064 - 4948) + '\x66' + chr(603 - 558) + chr(2073 - 2017))] - w9jovltz3Zr7 - nzTpIcepk0o8('\x30' + chr(111) + chr(0b1011 + 0o46), 8), n_bases=hXMPsSrOQzbh.PpddZa9YPxCY[roI3spqORKae(ES5oEprVxulp(b'\xec\xdd*\xbb\xa2\xf0-H\xe2'), '\x64' + chr(0b1100101) + '\x63' + chr(111) + chr(4262 - 4162) + chr(0b110001 + 0o64))('\165' + chr(0b1110100) + chr(0b111010 + 0o54) + chr(1381 - 1336) + chr(0b111000))], spline_order=nzTpIcepk0o8(chr(48) + chr(0b111100 + 0o63) + chr(0b100101 + 0o16), 8), add_intercept=nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b101010 + 0o6), 8)) hXMPsSrOQzbh.RiY1RXUTRcxz = {roI3spqORKae(ES5oEprVxulp(b'\xda\xdd*\xbb\xa2\xf0-H'), chr(100) + '\145' + '\x63' + chr(0b11 + 0o154) + chr(0b1000001 + 0o43) + chr(6294 - 6193))('\165' + chr(0b101010 + 0o112) + chr(0b1100110) + chr(0b10100 + 0o31) + chr(0b1100 + 0o54)): J0hR429lzJ0Q, roI3spqORKae(ES5oEprVxulp(b'\xd1'), chr(0b1100100) + chr(522 - 421) + '\143' + chr(0b1000 + 0o147) + chr(0b1100 + 0o130) + '\x65')(chr(5341 - 5224) + chr(0b1110100) + chr(0b1011 + 0o133) + chr(1106 - 1061) + chr(761 - 705)): buieUxkpnZk3} hXMPsSrOQzbh.DgPzdyeP62dT = FyZE4zrPCXjA.Graph() hXMPsSrOQzbh.car9by5ivhF9 = hXMPsSrOQzbh._get_var_initialization(hXMPsSrOQzbh.DgPzdyeP62dT, X_feat_train=XF1Fc6rpk6dt, y_train=Fi3yzxctM1zW) hXMPsSrOQzbh.zE5kkcVFRuMU = hXMPsSrOQzbh._build_graph(hXMPsSrOQzbh.DgPzdyeP62dT, hXMPsSrOQzbh.car9by5ivhF9) xCQjZlC_lnch = hXMPsSrOQzbh._get_var_res(hXMPsSrOQzbh.DgPzdyeP62dT, hXMPsSrOQzbh.car9by5ivhF9, hXMPsSrOQzbh.zE5kkcVFRuMU) hXMPsSrOQzbh.O108a_mtO5Uc = hXMPsSrOQzbh._var_res_to_weights(var_res=xCQjZlC_lnch) if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xd2\xf2=\xaf\x94\xf8zt\xc1\x86\xf2p'), chr(0b111110 + 0o46) + chr(0b1100101) + '\143' + chr(0b1101111) + chr(0b1100 + 0o130) + chr(101))(chr(117) + chr(116) + '\146' + chr(45) + chr(0b110 + 0o62)))[roI3spqORKae(ES5oEprVxulp(b'\xed\xf2-\xa2\xa3\xf09H\xe3'), chr(0b1001011 + 0o31) + chr(5221 - 5120) + chr(3968 - 3869) + '\157' + '\x64' + chr(0b10111 + 0o116))(chr(0b1110101) + chr(116) + chr(0b1100110) + chr(1724 - 1679) + chr(0b1011 + 0o55))] == roI3spqORKae(ES5oEprVxulp(b'\xe3\xe68\xa6'), chr(100) + chr(0b1100101) + chr(0b1100011) + chr(11297 - 11186) + chr(0b1011110 + 0o6) + chr(101))(chr(313 - 196) + '\x74' + chr(0b1100110) + '\x2d' + chr(56)): M9zLl42ppgpX = hXMPsSrOQzbh._train_adam elif roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xd2\xf2=\xaf\x94\xf8zt\xc1\x86\xf2p'), chr(0b1100100) + chr(0b1100101) + chr(0b10100 + 0o117) + chr(8769 - 8658) + chr(0b1100100) + chr(0b10011 + 0o122))('\x75' + chr(0b1110100) + chr(10316 - 10214) + chr(1425 - 1380) + '\x38'))[roI3spqORKae(ES5oEprVxulp(b'\xed\xf2-\xa2\xa3\xf09H\xe3'), '\x64' + chr(101) + chr(0b1100010 + 0o1) + '\157' + '\144' + chr(0b1100101))('\165' + chr(10102 - 9986) + chr(102) + chr(0b101101) + '\x38')] == roI3spqORKae(ES5oEprVxulp(b'\xee\xe0?\xac\xbd'), '\x64' + '\145' + chr(0b1100011) + '\x6f' + '\144' + chr(0b1100101))(chr(154 - 37) + chr(0b1110100) + '\146' + chr(0b101101) + chr(0b111000)): M9zLl42ppgpX = hXMPsSrOQzbh._train_lbfgs else: raise zfo2Sgkz3IVJ(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\xcd\xf2-\xa2\xa3\xf09H\xe3\xde\xcaT\xb4z\xed\x92\x93\xc0\xa5\x04\xaf\\U\x9c^k\xcbr'), chr(0b1100100) + chr(0b1100101) + '\x63' + chr(0b10111 + 0o130) + chr(100) + chr(0b10110 + 0o117))('\x75' + chr(0b100111 + 0o115) + '\146' + '\x2d' + chr(1318 - 1262)), roI3spqORKae(ES5oEprVxulp(b'\xf3\xb1j\x80\x89\xaa%B\xc0\xa1\xf2c'), chr(0b1100100) + '\x65' + chr(0b1100011) + '\157' + '\144' + chr(0b1100 + 0o131))(chr(6644 - 6527) + chr(199 - 83) + chr(0b1100110) + chr(45) + chr(0b100001 + 0o27)))(roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xd2\xf2=\xaf\x94\xf8zt\xc1\x86\xf2p'), chr(100) + chr(0b11 + 0o142) + chr(0b1100011) + chr(0b1101111) + chr(5215 - 5115) + chr(7378 - 7277))(chr(0b1110101) + chr(116) + '\x66' + chr(0b101101) + '\070'))[roI3spqORKae(ES5oEprVxulp(b'\xed\xf2-\xa2\xa3\xf09H\xe3'), chr(0b111000 + 0o54) + chr(101) + '\143' + chr(0b110 + 0o151) + '\x64' + '\x65')(chr(0b1110101) + chr(116) + '\x66' + chr(0b101 + 0o50) + '\070')])) hXMPsSrOQzbh.zaK7pCyKAmh2 = M9zLl42ppgpX(XF1Fc6rpk6dt, tsyHUuUcCm_k, Fi3yzxctM1zW, OYHwg0icVqoN, u62TU2Ws6haL, AHjsI7baLMu4, graph=hXMPsSrOQzbh.DgPzdyeP62dT, var=hXMPsSrOQzbh.car9by5ivhF9, other_var=hXMPsSrOQzbh.zE5kkcVFRuMU, early_stop_patience=hXMPsSrOQzbh.PpddZa9YPxCY[roI3spqORKae(ES5oEprVxulp(b'\xe7\xe3+\xa7\xb7\xc60Y\xfe\x8e\xeeY\xf5`\xeb\x83\xdd\xca\xad'), chr(7847 - 7747) + chr(101) + '\x63' + '\x6f' + chr(7142 - 7042) + chr(0b1100101))(chr(4035 - 3918) + chr(11527 - 11411) + chr(102) + chr(1012 - 967) + chr(0b10101 + 0o43))], n_cores=UhjKQRobYgMK) hXMPsSrOQzbh.hayW0BvexvVk = nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b1111 + 0o42), 8) return nzTpIcepk0o8(chr(48) + chr(0b1011111 + 0o20) + '\061', 8)
gagneurlab/concise
concise/legacy/concise.py
Concise._predict_in_session
def _predict_in_session(self, sess, other_var, X_feat, X_seq, variable="y_pred"): """ Predict y (or any other variable) from inside the tf session. Variable has to be in other_var """ # other_var["tf_X_seq"]: X_seq, tf_y: y, feed_dict = {other_var["tf_X_feat"]: X_feat, other_var["tf_X_seq"]: X_seq} y_pred = sess.run(other_var[variable], feed_dict=feed_dict) return y_pred
python
def _predict_in_session(self, sess, other_var, X_feat, X_seq, variable="y_pred"): """ Predict y (or any other variable) from inside the tf session. Variable has to be in other_var """ # other_var["tf_X_seq"]: X_seq, tf_y: y, feed_dict = {other_var["tf_X_feat"]: X_feat, other_var["tf_X_seq"]: X_seq} y_pred = sess.run(other_var[variable], feed_dict=feed_dict) return y_pred
[ "def", "_predict_in_session", "(", "self", ",", "sess", ",", "other_var", ",", "X_feat", ",", "X_seq", ",", "variable", "=", "\"y_pred\"", ")", ":", "# other_var[\"tf_X_seq\"]: X_seq, tf_y: y,", "feed_dict", "=", "{", "other_var", "[", "\"tf_X_feat\"", "]", ":", "X_feat", ",", "other_var", "[", "\"tf_X_seq\"", "]", ":", "X_seq", "}", "y_pred", "=", "sess", ".", "run", "(", "other_var", "[", "variable", "]", ",", "feed_dict", "=", "feed_dict", ")", "return", "y_pred" ]
Predict y (or any other variable) from inside the tf session. Variable has to be in other_var
[ "Predict", "y", "(", "or", "any", "other", "variable", ")", "from", "inside", "the", "tf", "session", ".", "Variable", "has", "to", "be", "in", "other_var" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L642-L651
train
Predict y or y_pred from inside the tf session.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + chr(0b1001010 + 0o45) + chr(0b1010 + 0o51) + chr(0b10 + 0o62) + chr(878 - 826), 17856 - 17848), nzTpIcepk0o8('\060' + chr(7148 - 7037) + chr(470 - 419) + chr(0b1 + 0o62) + '\x31', 39752 - 39744), nzTpIcepk0o8(chr(0b11111 + 0o21) + '\x6f' + chr(276 - 226) + chr(485 - 435) + chr(0b101110 + 0o11), 0b1000), nzTpIcepk0o8(chr(0b1110 + 0o42) + chr(0b11010 + 0o125) + '\x32' + chr(0b110011) + chr(1065 - 1015), 29495 - 29487), nzTpIcepk0o8(chr(0b100010 + 0o16) + '\x6f' + chr(51) + '\x37' + '\x35', 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\062' + chr(53) + '\065', ord("\x08")), nzTpIcepk0o8('\060' + chr(7212 - 7101) + '\x32' + chr(53), 0o10), nzTpIcepk0o8(chr(983 - 935) + chr(0b1101111) + '\062' + chr(50) + chr(0b1101 + 0o45), ord("\x08")), nzTpIcepk0o8(chr(0b10101 + 0o33) + '\157' + chr(0b100101 + 0o16) + chr(0b1001 + 0o56) + '\061', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\065' + chr(0b110001), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1100100 + 0o13) + '\063' + chr(0b110111) + chr(0b110001), 8), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(5301 - 5190) + '\062' + chr(51) + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(49) + chr(55) + chr(2131 - 2081), 0o10), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(111) + '\062' + chr(0b110100) + '\062', 45146 - 45138), nzTpIcepk0o8(chr(48) + chr(0b1101001 + 0o6) + chr(0b101 + 0o54) + chr(55) + chr(0b110110), 36816 - 36808), nzTpIcepk0o8('\x30' + chr(0b1100110 + 0o11) + '\064' + chr(55), 0o10), nzTpIcepk0o8(chr(1273 - 1225) + chr(0b1101111) + chr(51) + '\064' + chr(1429 - 1376), 0b1000), nzTpIcepk0o8('\060' + chr(10095 - 9984) + chr(0b100111 + 0o12) + chr(922 - 869) + '\x32', 0b1000), nzTpIcepk0o8(chr(0b10110 + 0o32) + chr(111) + chr(0b11110 + 0o25) + chr(2066 - 2014) + '\x37', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1010011 + 0o34) + chr(49) + '\064' + '\060', 0b1000), nzTpIcepk0o8(chr(676 - 628) + '\157' + chr(0b110010) + chr(52) + chr(1760 - 1708), 0o10), nzTpIcepk0o8(chr(849 - 801) + '\x6f' + chr(0b110001) + '\x30' + '\x32', 0b1000), nzTpIcepk0o8(chr(1592 - 1544) + '\157' + '\064' + chr(1481 - 1431), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\063' + chr(0b110000) + chr(0b1111 + 0o50), 0b1000), nzTpIcepk0o8(chr(0b100000 + 0o20) + '\157' + chr(49) + chr(50) + chr(54), 19370 - 19362), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(111) + chr(1323 - 1272) + '\064' + '\066', 0o10), nzTpIcepk0o8(chr(0b100000 + 0o20) + '\x6f' + chr(50) + chr(0b100110 + 0o17) + chr(53), 8), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(11279 - 11168) + chr(1604 - 1553) + chr(1588 - 1534) + chr(2203 - 2153), 0o10), nzTpIcepk0o8('\x30' + '\157' + '\062' + '\066' + '\063', ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + '\x32' + '\060' + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(10342 - 10231) + chr(51) + '\x37' + '\x35', 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(52) + chr(0b110100), 13449 - 13441), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(111) + chr(0b10010 + 0o41) + chr(49) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(0b1101111) + chr(49) + chr(1678 - 1624) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b1100 + 0o44) + '\157' + '\062' + chr(0b110101) + chr(1668 - 1620), 59907 - 59899), nzTpIcepk0o8(chr(0b11011 + 0o25) + '\157' + '\061' + chr(0b110011) + chr(2559 - 2504), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1781 - 1732) + '\064' + chr(1677 - 1629), 8), nzTpIcepk0o8(chr(1862 - 1814) + chr(0b1101111) + chr(0b110001) + '\x37' + chr(870 - 818), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(0b110111) + '\x37', 59576 - 59568), nzTpIcepk0o8('\060' + '\157' + chr(0b10010 + 0o37) + chr(53) + '\061', 27533 - 27525)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\157' + '\065' + chr(0b101010 + 0o6), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xca'), '\x64' + chr(0b100001 + 0o104) + chr(0b1101 + 0o126) + chr(608 - 497) + chr(0b1100100) + chr(0b111010 + 0o53))(chr(0b101010 + 0o113) + '\164' + chr(2530 - 2428) + chr(977 - 932) + chr(0b1110 + 0o52)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def epPrhHw_i2hr(hXMPsSrOQzbh, Ky8soJ4WyC9c, dL_dPrem8Py1, XF1Fc6rpk6dt, tsyHUuUcCm_k, wpvB_wJHgOh3=roI3spqORKae(ES5oEprVxulp(b'\x9d\x86\xe7\xe8\x98\xc9'), '\x64' + '\145' + '\x63' + '\x6f' + chr(0b1100100) + chr(101))(chr(0b1000011 + 0o62) + '\x74' + chr(102) + chr(0b1001 + 0o44) + chr(56))): SZGwHFXjqQpX = {dL_dPrem8Py1[roI3spqORKae(ES5oEprVxulp(b'\x90\xbf\xc8\xc2\xa2\xcbp\xf3\x8d'), '\x64' + chr(0b1001101 + 0o30) + '\143' + chr(0b1101111) + chr(100) + chr(0b1110 + 0o127))('\165' + chr(0b1110100) + chr(0b10010 + 0o124) + '\055' + chr(421 - 365))]: XF1Fc6rpk6dt, dL_dPrem8Py1[roI3spqORKae(ES5oEprVxulp(b'\x90\xbf\xc8\xc2\xa2\xdep\xe3'), chr(0b101110 + 0o66) + chr(0b1100101) + '\x63' + chr(111) + '\x64' + chr(101))(chr(4509 - 4392) + '\164' + chr(0b101000 + 0o76) + chr(0b1010 + 0o43) + chr(0b111000))]: tsyHUuUcCm_k} PeElWa1LbkWP = Ky8soJ4WyC9c.qnPOIdBQJdzY(dL_dPrem8Py1[wpvB_wJHgOh3], feed_dict=SZGwHFXjqQpX) return PeElWa1LbkWP
gagneurlab/concise
concise/legacy/concise.py
Concise._accuracy_in_session
def _accuracy_in_session(self, sess, other_var, X_feat, X_seq, y): """ Compute the accuracy from inside the tf session """ y_pred = self._predict_in_session(sess, other_var, X_feat, X_seq) return ce.mse(y_pred, y)
python
def _accuracy_in_session(self, sess, other_var, X_feat, X_seq, y): """ Compute the accuracy from inside the tf session """ y_pred = self._predict_in_session(sess, other_var, X_feat, X_seq) return ce.mse(y_pred, y)
[ "def", "_accuracy_in_session", "(", "self", ",", "sess", ",", "other_var", ",", "X_feat", ",", "X_seq", ",", "y", ")", ":", "y_pred", "=", "self", ".", "_predict_in_session", "(", "sess", ",", "other_var", ",", "X_feat", ",", "X_seq", ")", "return", "ce", ".", "mse", "(", "y_pred", ",", "y", ")" ]
Compute the accuracy from inside the tf session
[ "Compute", "the", "accuracy", "from", "inside", "the", "tf", "session" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L653-L658
train
Compute the accuracy from inside the tf session
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b100011 + 0o16) + chr(0b11101 + 0o27) + chr(0b101011 + 0o14), 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\157' + chr(0b101 + 0o55) + chr(0b110010) + chr(0b110001), 20721 - 20713), nzTpIcepk0o8(chr(0b110000) + chr(0b1010001 + 0o36) + '\063' + chr(50) + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(0b1 + 0o57) + '\x6f' + chr(560 - 511) + chr(0b110001) + '\062', 19631 - 19623), nzTpIcepk0o8(chr(0b110000) + chr(1984 - 1873) + '\x31' + chr(0b11001 + 0o31) + chr(0b110011), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(50) + chr(0b110101) + '\066', 61590 - 61582), nzTpIcepk0o8(chr(48) + '\157' + chr(0b1111 + 0o42) + '\066' + '\x34', ord("\x08")), nzTpIcepk0o8(chr(2102 - 2054) + chr(0b101010 + 0o105) + chr(0b110010) + chr(50) + chr(0b110011), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(50) + '\063', 11786 - 11778), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(0b1001010 + 0o45) + chr(50) + chr(1921 - 1869) + chr(887 - 839), 0b1000), nzTpIcepk0o8(chr(2095 - 2047) + chr(9343 - 9232) + '\x31' + '\x32' + '\x36', 0o10), nzTpIcepk0o8(chr(1052 - 1004) + chr(0b1000000 + 0o57) + chr(0b11101 + 0o25) + '\x36', 0b1000), nzTpIcepk0o8('\060' + chr(0b11111 + 0o120) + '\066' + chr(50), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x33' + '\065' + chr(0b101000 + 0o17), 49446 - 49438), nzTpIcepk0o8(chr(48) + chr(0b1101110 + 0o1) + chr(1850 - 1801) + chr(52) + chr(1499 - 1444), 8), nzTpIcepk0o8(chr(1933 - 1885) + chr(0b11101 + 0o122) + chr(0b110001) + chr(0b1110 + 0o51) + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + chr(53) + '\065', 17650 - 17642), nzTpIcepk0o8('\x30' + '\157' + '\x33' + '\x37' + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(0b1110 + 0o42) + '\157' + chr(0b100011 + 0o20) + chr(181 - 126) + '\x34', 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(1059 - 1009) + chr(0b101 + 0o56) + '\x36', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(1155 - 1044) + chr(1989 - 1938) + chr(2107 - 2053) + chr(54), 12604 - 12596), nzTpIcepk0o8('\060' + chr(111) + chr(54) + chr(0b110101), 0o10), nzTpIcepk0o8(chr(0b10100 + 0o34) + '\157' + '\061' + chr(0b101111 + 0o5) + chr(0b11 + 0o56), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b11110 + 0o26) + chr(0b110100), 39037 - 39029), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110000 + 0o1) + '\065' + '\x30', 0b1000), nzTpIcepk0o8(chr(1450 - 1402) + chr(6646 - 6535) + chr(1242 - 1191) + chr(2819 - 2764), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\063' + chr(0b110111 + 0o0) + chr(0b10010 + 0o36), 0b1000), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(0b10100 + 0o133) + chr(0b100101 + 0o15) + chr(1387 - 1338) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b110 + 0o52) + '\157' + chr(0b110001) + chr(49) + chr(0b110010 + 0o5), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1657 - 1603) + chr(50), 8), nzTpIcepk0o8(chr(2004 - 1956) + '\x6f' + chr(0b110011) + chr(0b110101) + chr(924 - 871), 34589 - 34581), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(3859 - 3748) + chr(51) + chr(0b110010) + chr(1872 - 1820), 8), nzTpIcepk0o8('\060' + '\157' + chr(983 - 932) + chr(0b10001 + 0o40) + chr(0b11 + 0o64), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b100110 + 0o15) + chr(2049 - 2001) + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x36' + chr(769 - 714), ord("\x08")), nzTpIcepk0o8('\060' + chr(5859 - 5748) + chr(0b110001) + chr(0b100000 + 0o22) + chr(2121 - 2067), 8), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(111) + chr(49) + chr(0b11011 + 0o25) + chr(51), 35782 - 35774), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(55) + '\x31', 35055 - 35047), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(4327 - 4216) + '\061' + chr(0b101011 + 0o10) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b1000 + 0o51) + '\x31' + chr(2157 - 2109), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(0b1101111) + chr(53) + chr(990 - 942), 65465 - 65457)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'I'), chr(100) + chr(0b1100101) + chr(7506 - 7407) + chr(6666 - 6555) + chr(4513 - 4413) + chr(0b1100101))('\x75' + chr(0b1110100) + chr(9386 - 9284) + chr(0b10100 + 0o31) + chr(0b11011 + 0o35)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def YaDOt6bSmGLs(hXMPsSrOQzbh, Ky8soJ4WyC9c, dL_dPrem8Py1, XF1Fc6rpk6dt, tsyHUuUcCm_k, Fi3yzxctM1zW): PeElWa1LbkWP = hXMPsSrOQzbh._predict_in_session(Ky8soJ4WyC9c, dL_dPrem8Py1, XF1Fc6rpk6dt, tsyHUuUcCm_k) return roI3spqORKae(gqrgqGJn3_xR, roI3spqORKae(ES5oEprVxulp(b'\n\xe2\xb1'), '\x64' + chr(0b110100 + 0o61) + chr(0b11101 + 0o106) + '\157' + chr(0b1011011 + 0o11) + '\145')('\x75' + chr(0b1110100) + chr(0b1100001 + 0o5) + chr(0b100001 + 0o14) + '\x38'))(PeElWa1LbkWP, Fi3yzxctM1zW)
gagneurlab/concise
concise/legacy/concise.py
Concise.predict
def predict(self, X_feat, X_seq): """ Predict the response variable :py:attr:`y` for new input data (:py:attr:`X_feat`, :py:attr:`X_seq`). Args: X_feat: Feature design matrix. Same format as :py:attr:`X_feat` in :py:meth:`train` X_seq: Sequenc design matrix. Same format as :py:attr:`X_seq` in :py:meth:`train` """ # insert one dimension - backcompatiblity X_seq = np.expand_dims(X_seq, axis=1) return self._get_other_var(X_feat, X_seq, variable="y_pred")
python
def predict(self, X_feat, X_seq): """ Predict the response variable :py:attr:`y` for new input data (:py:attr:`X_feat`, :py:attr:`X_seq`). Args: X_feat: Feature design matrix. Same format as :py:attr:`X_feat` in :py:meth:`train` X_seq: Sequenc design matrix. Same format as :py:attr:`X_seq` in :py:meth:`train` """ # insert one dimension - backcompatiblity X_seq = np.expand_dims(X_seq, axis=1) return self._get_other_var(X_feat, X_seq, variable="y_pred")
[ "def", "predict", "(", "self", ",", "X_feat", ",", "X_seq", ")", ":", "# insert one dimension - backcompatiblity", "X_seq", "=", "np", ".", "expand_dims", "(", "X_seq", ",", "axis", "=", "1", ")", "return", "self", ".", "_get_other_var", "(", "X_feat", ",", "X_seq", ",", "variable", "=", "\"y_pred\"", ")" ]
Predict the response variable :py:attr:`y` for new input data (:py:attr:`X_feat`, :py:attr:`X_seq`). Args: X_feat: Feature design matrix. Same format as :py:attr:`X_feat` in :py:meth:`train` X_seq: Sequenc design matrix. Same format as :py:attr:`X_seq` in :py:meth:`train`
[ "Predict", "the", "response", "variable", ":", "py", ":", "attr", ":", "y", "for", "new", "input", "data", "(", ":", "py", ":", "attr", ":", "X_feat", ":", "py", ":", "attr", ":", "X_seq", ")", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L922-L934
train
Predict the response variable y for new input data.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + chr(5681 - 5570) + chr(0b110001) + '\062' + chr(49), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110001) + chr(147 - 97) + '\x35', 0b1000), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(111) + chr(50) + chr(0b100000 + 0o23) + chr(2318 - 2268), 16216 - 16208), nzTpIcepk0o8(chr(0b110000) + chr(0b1010010 + 0o35) + chr(49) + chr(2071 - 2022) + chr(0b10110 + 0o33), 56774 - 56766), nzTpIcepk0o8(chr(0b110000) + chr(0b1011001 + 0o26) + '\062' + chr(0b100 + 0o61) + chr(2674 - 2620), ord("\x08")), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\x6f' + chr(0b111 + 0o52) + chr(0b10001 + 0o44) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110001) + '\x34' + chr(2516 - 2465), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1000101 + 0o52) + '\062' + chr(49) + '\x31', 0o10), nzTpIcepk0o8(chr(2285 - 2237) + '\x6f' + chr(303 - 254) + '\x32' + chr(0b110001), 8), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(0b1101001 + 0o6) + chr(51) + chr(53) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(0b10001 + 0o37) + '\157' + '\x33' + chr(50) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(1908 - 1860) + '\x6f' + chr(49) + chr(2211 - 2158) + chr(49), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + '\x35' + chr(51), 0o10), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(111) + '\x35' + '\x32', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(868 - 819) + '\067' + chr(49), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101 + 0o142) + chr(0b110111) + '\061', 45831 - 45823), nzTpIcepk0o8(chr(940 - 892) + chr(0b1100101 + 0o12) + '\x32' + chr(0b1000 + 0o56) + '\060', ord("\x08")), nzTpIcepk0o8(chr(910 - 862) + '\x6f' + chr(1303 - 1253) + chr(1259 - 1210) + '\x30', 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b100011 + 0o20) + chr(427 - 377) + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(246 - 198) + '\157' + chr(0b101010 + 0o12) + '\067', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(1078 - 1029) + chr(54), 40699 - 40691), nzTpIcepk0o8(chr(1428 - 1380) + '\157' + '\x32' + '\062' + chr(0b110010 + 0o1), 0o10), nzTpIcepk0o8(chr(1138 - 1090) + chr(0b1010010 + 0o35) + '\x32' + chr(54) + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110010) + chr(52) + chr(0b1110 + 0o46), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(49) + chr(0b110010) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(1409 - 1361) + '\x6f' + chr(0b11 + 0o56) + chr(295 - 244) + '\061', 58510 - 58502), nzTpIcepk0o8(chr(1397 - 1349) + chr(0b1101111) + '\x32' + '\x36' + chr(1693 - 1642), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(51) + '\063' + chr(0b110011), 39172 - 39164), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(1543 - 1432) + '\061' + '\x31', 9435 - 9427), nzTpIcepk0o8(chr(0b11110 + 0o22) + '\157' + chr(0b110010) + chr(55) + '\067', 0o10), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(0b1101111) + '\x34' + chr(48), 0o10), nzTpIcepk0o8(chr(852 - 804) + chr(0b1101111) + chr(49) + chr(0b10 + 0o64) + chr(2177 - 2122), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1951 - 1901) + chr(0b10010 + 0o37) + '\x36', 0o10), nzTpIcepk0o8('\x30' + chr(12135 - 12024) + '\063' + '\065' + chr(51), 30557 - 30549), nzTpIcepk0o8('\060' + '\x6f' + '\063' + chr(0b1001 + 0o51) + chr(2115 - 2067), 0o10), nzTpIcepk0o8(chr(609 - 561) + '\x6f' + chr(0b1011 + 0o46) + chr(0b110111) + '\065', 0o10), nzTpIcepk0o8(chr(1353 - 1305) + chr(111) + chr(53) + chr(0b101010 + 0o11), 8), nzTpIcepk0o8('\060' + '\157' + chr(0b110001) + chr(0b110110) + chr(52), 0b1000), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(0b1101111) + chr(49) + chr(0b110 + 0o53) + chr(53), 0o10), nzTpIcepk0o8('\x30' + chr(0b1010100 + 0o33) + chr(0b110010) + chr(0b110100) + chr(1748 - 1694), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + chr(11792 - 11681) + chr(0b110101) + chr(0b110000), 39903 - 39895)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x7f'), '\144' + chr(0b1100101) + chr(1459 - 1360) + chr(0b10010 + 0o135) + chr(100) + chr(101))(chr(0b111000 + 0o75) + chr(0b1110100) + chr(102) + chr(0b11101 + 0o20) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def lm05ORHUIr2J(hXMPsSrOQzbh, XF1Fc6rpk6dt, tsyHUuUcCm_k): tsyHUuUcCm_k = nDF4gVNx0u9Q.expand_dims(tsyHUuUcCm_k, axis=nzTpIcepk0o8(chr(48) + '\157' + chr(0b100110 + 0o13), 0o10)) return roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\x0e2\xff=\xf1\x07\x17\xe14\x9c\x8d\x1fJX'), '\x64' + chr(101) + chr(0b1001011 + 0o30) + chr(0b11000 + 0o127) + chr(100) + '\x65')(chr(0b10110 + 0o137) + chr(116) + chr(0b10000 + 0o126) + chr(1141 - 1096) + chr(2673 - 2617)))(XF1Fc6rpk6dt, tsyHUuUcCm_k, variable=roI3spqORKae(ES5oEprVxulp(b'(\n\xea;\xcb\x0c'), chr(100) + chr(0b1000110 + 0o37) + chr(99) + chr(0b1101111) + chr(1017 - 917) + chr(0b1100101))(chr(0b1110101) + chr(3725 - 3609) + chr(0b10000 + 0o126) + chr(0b0 + 0o55) + chr(0b111000)))
gagneurlab/concise
concise/legacy/concise.py
Concise._get_other_var
def _get_other_var(self, X_feat, X_seq, variable="y_pred"): """ Get the value of a variable from other_vars (from a tf-graph) """ if self.is_trained() is False: print("Model not fitted yet. Use object.fit() to fit the model.") return # input check: assert X_seq.shape[0] == X_feat.shape[0] # TODO - check this # sequence can be wider or thinner? # assert self._param["seq_length"] == X_seq.shape[2] assert self._param["n_add_features"] == X_feat.shape[1] # setup graph and variables graph = tf.Graph() var = self._convert_to_var(graph, self._var_res) other_var = self._build_graph(graph, var) with tf.Session(graph=graph) as sess: sess.run(other_var["init"]) # predict y = self._predict_in_session(sess, other_var, X_feat, X_seq, variable) return y
python
def _get_other_var(self, X_feat, X_seq, variable="y_pred"): """ Get the value of a variable from other_vars (from a tf-graph) """ if self.is_trained() is False: print("Model not fitted yet. Use object.fit() to fit the model.") return # input check: assert X_seq.shape[0] == X_feat.shape[0] # TODO - check this # sequence can be wider or thinner? # assert self._param["seq_length"] == X_seq.shape[2] assert self._param["n_add_features"] == X_feat.shape[1] # setup graph and variables graph = tf.Graph() var = self._convert_to_var(graph, self._var_res) other_var = self._build_graph(graph, var) with tf.Session(graph=graph) as sess: sess.run(other_var["init"]) # predict y = self._predict_in_session(sess, other_var, X_feat, X_seq, variable) return y
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Get the value of a variable from other_vars (from a tf-graph)
[ "Get", "the", "value", "of", "a", "variable", "from", "other_vars", "(", "from", "a", "tf", "-", "graph", ")" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L936-L961
train
Get the value of a variable from the other_vars
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(1118 - 1070) + chr(0b1101111) + chr(51) + chr(1998 - 1948) + chr(0b101 + 0o60), ord("\x08")), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(111) + chr(50) + chr(52) + chr(0b110001), 14091 - 14083), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b11000 + 0o34) + chr(48), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(51) + '\x36' + chr(2871 - 2817), 0b1000), nzTpIcepk0o8('\060' + chr(4782 - 4671) + chr(0b110111) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(1217 - 1166) + chr(49) + chr(0b1110 + 0o51), 24284 - 24276), nzTpIcepk0o8(chr(1119 - 1071) + '\x6f' + chr(0b110100) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(0b1011001 + 0o26) + chr(0b110010) + chr(0b10101 + 0o33) + chr(52), 32472 - 32464), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110001) + chr(2212 - 2162) + '\x36', 0b1000), nzTpIcepk0o8('\060' + chr(2441 - 2330) + '\x36' + chr(54), 0b1000), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(111) + chr(1323 - 1273) + '\x30' + chr(0b110110), 0b1000), nzTpIcepk0o8('\x30' + chr(4759 - 4648) + chr(0b110010) + chr(0b1110 + 0o42) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + '\063' + '\x34' + chr(1760 - 1707), 46510 - 46502), nzTpIcepk0o8('\060' + '\157' + '\063' + '\063' + chr(2542 - 2490), 0o10), nzTpIcepk0o8('\060' + chr(0b110000 + 0o77) + chr(50) + chr(0b100001 + 0o23) + chr(50), 0b1000), nzTpIcepk0o8('\x30' + chr(12001 - 11890) + '\062' + chr(55) + '\x36', 3951 - 3943), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1099 - 1048) + '\064' + '\x31', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(51) + chr(0b101000 + 0o11) + chr(55), 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(54) + '\x33', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001) + chr(0b10001 + 0o42) + chr(1063 - 1013), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(51) + '\x34' + chr(53), 8), nzTpIcepk0o8(chr(1920 - 1872) + '\x6f' + chr(51) + chr(55) + '\x31', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b0 + 0o157) + chr(137 - 83) + chr(54), 8), nzTpIcepk0o8('\060' + '\157' + '\063' + chr(0b11 + 0o56) + chr(1314 - 1266), 54156 - 54148), nzTpIcepk0o8(chr(557 - 509) + chr(11540 - 11429) + '\x33' + chr(55) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(1890 - 1842) + chr(0b1101111) + chr(298 - 248) + '\x34' + chr(48), ord("\x08")), nzTpIcepk0o8(chr(2129 - 2081) + '\x6f' + chr(907 - 858) + chr(2201 - 2150) + chr(2694 - 2640), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1000010 + 0o55) + chr(0b110001) + chr(48) + chr(1038 - 986), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b111000 + 0o67) + chr(101 - 50) + chr(0b101111 + 0o1) + chr(1571 - 1522), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1781 - 1731) + chr(0b11010 + 0o26) + chr(0b10001 + 0o42), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + '\062' + chr(943 - 894) + chr(48), 0o10), nzTpIcepk0o8(chr(466 - 418) + '\x6f' + chr(1476 - 1426) + chr(0b110111) + chr(0b110110), 8), nzTpIcepk0o8(chr(1633 - 1585) + chr(0b1011 + 0o144) + '\063' + chr(55) + chr(0b1000 + 0o55), ord("\x08")), nzTpIcepk0o8(chr(0b1101 + 0o43) + '\157' + chr(0b110010) + '\067' + '\x34', ord("\x08")), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(5739 - 5628) + chr(380 - 331) + chr(0b110010) + chr(51), 576 - 568), nzTpIcepk0o8(chr(2110 - 2062) + '\157' + chr(507 - 458) + chr(1672 - 1624) + chr(0b0 + 0o65), 48994 - 48986), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(3102 - 2991) + chr(1372 - 1321), ord("\x08")), nzTpIcepk0o8(chr(0b10110 + 0o32) + chr(0b1101111) + chr(0b100011 + 0o22) + '\067', 9222 - 9214), nzTpIcepk0o8(chr(0b110000) + chr(0b101111 + 0o100) + '\x32' + chr(0b110100), 4510 - 4502), nzTpIcepk0o8(chr(0b10111 + 0o31) + chr(0b1101111) + '\061' + chr(0b101110 + 0o4) + chr(0b1011 + 0o54), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(0b101011 + 0o104) + chr(0b110101) + '\x30', 9268 - 9260)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xfb'), chr(8567 - 8467) + chr(0b1100101) + chr(99) + '\157' + chr(0b1100100) + '\x65')(chr(3652 - 3535) + chr(0b110001 + 0o103) + chr(6765 - 6663) + '\055' + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def U6Nx4u8PEm3g(hXMPsSrOQzbh, XF1Fc6rpk6dt, tsyHUuUcCm_k, wpvB_wJHgOh3=roI3spqORKae(ES5oEprVxulp(b'\xac\xfeP\x84Y\xab'), '\144' + chr(0b1011101 + 0o10) + '\x63' + '\x6f' + '\x64' + '\145')('\165' + '\x74' + chr(0b1100110) + chr(45) + chr(0b101110 + 0o12))): if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xbc\xd2\x7f\x82N\xaeK\xea3R'), chr(0b1100100) + '\x65' + chr(8329 - 8230) + '\157' + chr(100) + chr(0b1100101))(chr(0b1110 + 0o147) + chr(0b1000111 + 0o55) + chr(0b10110 + 0o120) + chr(45) + chr(3052 - 2996)))() is nzTpIcepk0o8('\x30' + chr(0b11101 + 0o122) + chr(0b101011 + 0o5), 0b1000): v8jsMqaYV6U2(roI3spqORKae(ES5oEprVxulp(b'\x98\xceD\x93P\xefL\xeb"\x16\xe0\xe9\x91\xa8\xc7\xda\xc1\xb6V.\xcb\xd9c\xbb\x9f\x801&\xab\xe6\xeb\xca\xd3\xda:1+\x064#\xba\x81F\x9fH\xefV\xec3\x16\xeb\xef\x81\xb9\xce\x90'), chr(0b1001110 + 0o26) + '\145' + '\x63' + '\x6f' + '\x64' + chr(101))(chr(0b1110101) + chr(116) + chr(0b1100110) + chr(0b101101) + '\x38')) return assert roI3spqORKae(tsyHUuUcCm_k, roI3spqORKae(ES5oEprVxulp(b'\xb9\xc9B\xbb\x0c\xf6\x10\xc5\x10a\xbe\xe6'), chr(0b1001100 + 0o30) + '\145' + '\143' + '\157' + chr(100) + '\145')(chr(0b101001 + 0o114) + chr(116) + chr(0b1010110 + 0o20) + chr(0b101101) + chr(0b111000)))[nzTpIcepk0o8('\060' + '\x6f' + chr(0b110000 + 0o0), 8)] == roI3spqORKae(XF1Fc6rpk6dt, roI3spqORKae(ES5oEprVxulp(b'\xb9\xc9B\xbb\x0c\xf6\x10\xc5\x10a\xbe\xe6'), '\x64' + '\x65' + chr(4523 - 4424) + chr(0b1000010 + 0o55) + chr(0b1100100) + chr(2575 - 2474))(chr(13073 - 12956) + chr(11577 - 11461) + '\x66' + chr(0b101101) + chr(2811 - 2755)))[nzTpIcepk0o8(chr(0b10010 + 0o36) + '\x6f' + '\x30', 8)] assert roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\x85\xd1D\x92f\xae\x1b\xdd\x06N\xc5\xd9'), chr(100) + chr(101) + chr(2662 - 2563) + chr(111) + '\x64' + '\x65')(chr(117) + chr(4649 - 4533) + chr(0b1100110) + '\055' + '\x38'))[roI3spqORKae(ES5oEprVxulp(b'\xbb\xfeA\x92X\x90D\xe17B\xf3\xf2\x80\xaf'), chr(100) + chr(0b1100101) + '\143' + '\x6f' + '\144' + chr(0b1100101))('\x75' + '\164' + chr(102) + '\055' + chr(0b111000))] == roI3spqORKae(XF1Fc6rpk6dt, roI3spqORKae(ES5oEprVxulp(b'\xb9\xc9B\xbb\x0c\xf6\x10\xc5\x10a\xbe\xe6'), chr(0b1100100) + chr(0b1100101) + chr(99) + chr(111) + '\144' + chr(9568 - 9467))(chr(0b110100 + 0o101) + chr(5142 - 5026) + chr(10011 - 9909) + '\x2d' + chr(0b11110 + 0o32)))[nzTpIcepk0o8('\060' + chr(0b10000 + 0o137) + '\061', 0b1000)] jJ6ZXFeIkL8J = FyZE4zrPCXjA.Graph() dCTqsFxxt3gY = hXMPsSrOQzbh._convert_to_var(jJ6ZXFeIkL8J, hXMPsSrOQzbh.zaK7pCyKAmh2) dL_dPrem8Py1 = hXMPsSrOQzbh._build_graph(jJ6ZXFeIkL8J, dCTqsFxxt3gY) with roI3spqORKae(FyZE4zrPCXjA, roI3spqORKae(ES5oEprVxulp(b'\x86\xc4S\x85U\xa0L'), '\x64' + '\x65' + '\143' + '\157' + chr(100) + '\145')(chr(117) + chr(116) + '\x66' + '\x2d' + chr(0b11110 + 0o32)))(graph=jJ6ZXFeIkL8J) as Ky8soJ4WyC9c: roI3spqORKae(Ky8soJ4WyC9c, roI3spqORKae(ES5oEprVxulp(b'\xa4\xcfp\xb9u\xab`\xd5\x1cR\xfc\xd9'), '\144' + '\x65' + chr(0b1100011) + chr(0b1001111 + 0o40) + '\144' + chr(0b111011 + 0o52))(chr(0b1110101) + chr(3320 - 3204) + '\x66' + chr(0b100111 + 0o6) + chr(56)))(dL_dPrem8Py1[roI3spqORKae(ES5oEprVxulp(b'\xbc\xcfI\x82'), chr(0b1010011 + 0o21) + chr(2578 - 2477) + '\x63' + chr(0b110010 + 0o75) + chr(100) + chr(101))('\165' + chr(0b1110 + 0o146) + '\146' + chr(74 - 29) + chr(56))]) Fi3yzxctM1zW = hXMPsSrOQzbh._predict_in_session(Ky8soJ4WyC9c, dL_dPrem8Py1, XF1Fc6rpk6dt, tsyHUuUcCm_k, wpvB_wJHgOh3) return Fi3yzxctM1zW
gagneurlab/concise
concise/legacy/concise.py
Concise.to_dict
def to_dict(self): """ Returns: dict: Concise represented as a dictionary. """ final_res = { "param": self._param, "unused_param": self.unused_param, "execution_time": self._exec_time, "output": {"accuracy": self.get_accuracy(), "weights": self.get_weights(), "splines": self._splines } } return final_res
python
def to_dict(self): """ Returns: dict: Concise represented as a dictionary. """ final_res = { "param": self._param, "unused_param": self.unused_param, "execution_time": self._exec_time, "output": {"accuracy": self.get_accuracy(), "weights": self.get_weights(), "splines": self._splines } } return final_res
[ "def", "to_dict", "(", "self", ")", ":", "final_res", "=", "{", "\"param\"", ":", "self", ".", "_param", ",", "\"unused_param\"", ":", "self", ".", "unused_param", ",", "\"execution_time\"", ":", "self", ".", "_exec_time", ",", "\"output\"", ":", "{", "\"accuracy\"", ":", "self", ".", "get_accuracy", "(", ")", ",", "\"weights\"", ":", "self", ".", "get_weights", "(", ")", ",", "\"splines\"", ":", "self", ".", "_splines", "}", "}", "return", "final_res" ]
Returns: dict: Concise represented as a dictionary.
[ "Returns", ":", "dict", ":", "Concise", "represented", "as", "a", "dictionary", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1003-L1017
train
Returns the current object as a dictionary.
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40) + chr(0b110001), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b101110 + 0o3) + '\x32' + '\x37', 35494 - 35486), nzTpIcepk0o8(chr(1267 - 1219) + chr(0b1101111) + '\062', 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b110011) + '\x33' + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1001001 + 0o46) + chr(51) + chr(2020 - 1971) + '\x36', 0o10), nzTpIcepk0o8(chr(48) + chr(0b100100 + 0o113) + '\062' + chr(0b110001) + chr(1752 - 1704), 54559 - 54551), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(1186 - 1136) + chr(805 - 750) + chr(1689 - 1641), 0b1000), nzTpIcepk0o8(chr(856 - 808) + '\x6f' + chr(0b101001 + 0o16), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(1342 - 1292) + chr(2293 - 2241), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1100 + 0o143) + chr(50) + chr(49) + chr(50), 0o10), nzTpIcepk0o8(chr(0b1010 + 0o46) + '\157' + chr(49) + '\062' + chr(0b110110), 0o10), nzTpIcepk0o8(chr(1791 - 1743) + '\157' + '\061' + chr(897 - 848) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b111000 + 0o67) + chr(0b100001 + 0o21) + '\060' + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(11580 - 11469) + '\x33' + '\x35', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(2452 - 2401) + chr(1877 - 1829) + chr(210 - 161), 29925 - 29917), nzTpIcepk0o8('\x30' + chr(11471 - 11360) + chr(0b110011) + chr(183 - 132) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(3473 - 3362) + chr(49) + chr(629 - 581) + chr(48), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b100100 + 0o16) + '\x33' + chr(0b10011 + 0o42), 3048 - 3040), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(111) + chr(51) + chr(1851 - 1800) + chr(1854 - 1805), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(509 - 457) + chr(2427 - 2372), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b101 + 0o54) + '\062' + chr(0b11100 + 0o24), 0b1000), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(11070 - 10959) + chr(2055 - 2004) + '\x36' + chr(0b110100), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b11 + 0o57) + chr(0b110001) + chr(52), 49503 - 49495), nzTpIcepk0o8('\x30' + '\157' + chr(0b110010) + chr(0b110100) + chr(2090 - 2041), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(49) + chr(0b101 + 0o54) + chr(0b110001), 18907 - 18899), nzTpIcepk0o8(chr(813 - 765) + '\157' + '\062' + chr(0b100 + 0o63) + '\x34', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101101 + 0o2) + '\066', 0o10), nzTpIcepk0o8(chr(0b101000 + 0o10) + '\x6f' + chr(0b110010) + chr(55) + '\063', 0b1000), nzTpIcepk0o8('\060' + chr(9234 - 9123) + chr(1610 - 1560) + chr(0b110000) + chr(351 - 300), 3631 - 3623), nzTpIcepk0o8(chr(645 - 597) + chr(0b1101111) + '\x31' + '\066', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x33' + '\x34' + chr(52), 0o10), nzTpIcepk0o8(chr(1369 - 1321) + '\157' + '\061' + chr(0b110101) + chr(1908 - 1858), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(52), 0b1000), nzTpIcepk0o8(chr(1075 - 1027) + chr(111) + chr(1742 - 1691) + chr(0b10000 + 0o43) + chr(0b100111 + 0o14), 8), nzTpIcepk0o8(chr(48) + chr(4814 - 4703) + '\x36' + '\x34', 40283 - 40275), nzTpIcepk0o8(chr(1515 - 1467) + '\157' + chr(50) + chr(2518 - 2465) + '\060', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101000 + 0o7) + chr(50) + chr(0b100 + 0o54) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(8438 - 8327) + chr(49) + chr(0b100 + 0o62) + '\x34', 63540 - 63532), nzTpIcepk0o8(chr(0b1001 + 0o47) + chr(0b11100 + 0o123) + '\x31' + '\x31' + chr(50), 0b1000), nzTpIcepk0o8(chr(1611 - 1563) + chr(0b1101111) + chr(51) + chr(0b101011 + 0o11) + chr(0b110 + 0o54), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(111) + '\065' + chr(0b110000), 58489 - 58481)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b"'"), chr(0b1100100) + '\145' + chr(9738 - 9639) + '\x6f' + chr(0b1010010 + 0o22) + '\145')(chr(0b101100 + 0o111) + '\x74' + chr(102) + chr(45) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def WMDtuwiW7UsC(hXMPsSrOQzbh): r_wZIR9Tf7Sy = {roI3spqORKae(ES5oEprVxulp(b'y6p\xba\xa3'), chr(0b1100100) + '\145' + chr(1282 - 1183) + chr(7648 - 7537) + chr(0b1100100) + chr(101))(chr(0b11001 + 0o134) + chr(0b1110100) + chr(1831 - 1729) + chr(0b111 + 0o46) + '\070'): hXMPsSrOQzbh.PpddZa9YPxCY, roI3spqORKae(ES5oEprVxulp(b'|9w\xa8\xab\xec\xe7w5\xf87%'), chr(0b10010 + 0o122) + chr(0b110101 + 0o60) + '\x63' + '\x6f' + chr(0b100111 + 0o75) + '\145')('\165' + chr(7525 - 7409) + '\146' + chr(1895 - 1850) + chr(56)): hXMPsSrOQzbh.unused_param, roI3spqORKae(ES5oEprVxulp(b'l/g\xb8\xbb\xfc\xd1h:\xd5"!\xeax'), chr(0b1100100) + chr(0b1001101 + 0o30) + chr(0b1000001 + 0o42) + chr(0b11 + 0o154) + chr(100) + chr(0b1010100 + 0o21))(chr(9221 - 9104) + '\164' + chr(102) + chr(0b101101) + chr(0b101100 + 0o14)): hXMPsSrOQzbh._exec_time, roI3spqORKae(ES5oEprVxulp(b'f"v\xab\xbb\xfc'), chr(100) + chr(0b1100101) + '\x63' + chr(0b1101111) + '\x64' + '\x65')('\x75' + '\x74' + '\146' + chr(0b101101) + chr(56)): {roI3spqORKae(ES5oEprVxulp(b'h4a\xae\xbc\xe9\xdb~'), chr(100) + chr(0b1100101) + '\143' + '\157' + chr(0b1100100) + chr(0b1100 + 0o131))('\x75' + '\x74' + '\x66' + '\055' + chr(0b111000)): hXMPsSrOQzbh.get_accuracy(), roI3spqORKae(ES5oEprVxulp(b'~2k\xbc\xa6\xfc\xcb'), chr(0b1100100) + chr(0b1101 + 0o130) + '\143' + chr(4707 - 4596) + chr(0b1001111 + 0o25) + chr(0b1100101))('\x75' + chr(10905 - 10789) + chr(0b1100110) + chr(45) + chr(0b111000)): hXMPsSrOQzbh.get_weights(), roI3spqORKae(ES5oEprVxulp(b"z'n\xb2\xa0\xed\xcb"), chr(0b1100100) + chr(0b1100101) + chr(0b101001 + 0o72) + '\157' + chr(0b1100100) + '\145')('\x75' + chr(10425 - 10309) + chr(102) + '\x2d' + chr(0b111000)): hXMPsSrOQzbh.RiY1RXUTRcxz}} return r_wZIR9Tf7Sy
gagneurlab/concise
concise/legacy/concise.py
Concise._set_var_res
def _set_var_res(self, weights): """ Transform the weights to var_res """ if weights is None: return # layer 1 motif_base_weights_raw = np.swapaxes(weights["motif_base_weights"], 2, 0) motif_base_weights = motif_base_weights_raw[np.newaxis] motif_bias = weights["motif_bias"] feature_weights = weights["feature_weights"] spline_weights = weights["spline_weights"] # filter motif_weights = weights["motif_weights"] final_bias = weights["final_bias"] var_res = { "motif_base_weights": motif_base_weights, "motif_bias": motif_bias, "spline_weights": spline_weights, "feature_weights": feature_weights, "motif_weights": motif_weights, "final_bias": final_bias } # cast everything to float32 var_res = {key: value.astype(np.float32) if value is not None else None for key, value in var_res.items()} self._var_res = var_res
python
def _set_var_res(self, weights): """ Transform the weights to var_res """ if weights is None: return # layer 1 motif_base_weights_raw = np.swapaxes(weights["motif_base_weights"], 2, 0) motif_base_weights = motif_base_weights_raw[np.newaxis] motif_bias = weights["motif_bias"] feature_weights = weights["feature_weights"] spline_weights = weights["spline_weights"] # filter motif_weights = weights["motif_weights"] final_bias = weights["final_bias"] var_res = { "motif_base_weights": motif_base_weights, "motif_bias": motif_bias, "spline_weights": spline_weights, "feature_weights": feature_weights, "motif_weights": motif_weights, "final_bias": final_bias } # cast everything to float32 var_res = {key: value.astype(np.float32) if value is not None else None for key, value in var_res.items()} self._var_res = var_res
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Transform the weights to var_res
[ "Transform", "the", "weights", "to", "var_res" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1028-L1059
train
Transform the weights to var_res
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(1242 - 1194) + chr(0b1001010 + 0o45) + '\x33' + chr(53) + chr(1887 - 1832), 6610 - 6602), nzTpIcepk0o8('\x30' + chr(0b1101101 + 0o2) + chr(0b110001) + '\x36' + chr(52), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(935 - 884) + chr(462 - 407) + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b11101 + 0o26) + '\067' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1011111 + 0o20) + chr(49) + '\067' + '\063', 0o10), nzTpIcepk0o8(chr(0b101011 + 0o5) + chr(8890 - 8779) + chr(0b110011) + chr(0b110100) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(179 - 131) + chr(0b1101111) + '\064' + chr(52), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(49) + chr(0b110011) + chr(411 - 360), 0b1000), nzTpIcepk0o8('\060' + chr(0b110001 + 0o76) + '\062' + '\067' + chr(205 - 151), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(50) + '\x33' + chr(2282 - 2233), 28643 - 28635), nzTpIcepk0o8(chr(0b100000 + 0o20) + '\157' + chr(0b110010) + '\064' + chr(0b110110), 57664 - 57656), nzTpIcepk0o8(chr(48) + '\157' + chr(114 - 63) + '\060' + chr(52), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + '\061' + chr(49) + chr(0b110011), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b101011 + 0o104) + '\x33' + '\x33' + '\x34', ord("\x08")), nzTpIcepk0o8('\x30' + chr(2138 - 2027) + chr(50) + chr(50) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(1750 - 1702) + chr(0b1101111) + chr(0b110010) + chr(0b101111 + 0o4) + chr(52), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + '\063' + chr(53) + '\066', 48403 - 48395), nzTpIcepk0o8('\x30' + chr(111) + chr(203 - 152) + '\x32' + chr(0b101100 + 0o6), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(49) + chr(1122 - 1074) + '\x35', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(2075 - 2024) + chr(0b11011 + 0o34), ord("\x08")), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b100011 + 0o16) + chr(0b110001) + chr(0b100 + 0o63), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101000 + 0o7) + chr(1683 - 1633) + chr(2253 - 2200) + chr(1235 - 1181), 26398 - 26390), nzTpIcepk0o8(chr(1351 - 1303) + chr(111) + chr(0b110010) + chr(54) + chr(50), 26017 - 26009), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b100111 + 0o13) + chr(341 - 291) + chr(423 - 369), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + '\062' + '\x32' + chr(0b110101), 4653 - 4645), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(0b1101111) + chr(178 - 127) + chr(857 - 808) + '\064', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b1000 + 0o53) + chr(0b110000 + 0o2), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b11111 + 0o22) + chr(0b110000) + chr(49), 48173 - 48165), nzTpIcepk0o8('\x30' + chr(8356 - 8245) + '\x33' + chr(51) + chr(0b10010 + 0o45), 34461 - 34453), nzTpIcepk0o8(chr(1699 - 1651) + chr(0b1101111) + '\x31' + chr(0b0 + 0o60), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\067' + chr(0b101000 + 0o16), 21465 - 21457), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x32' + chr(49) + chr(0b110101), 6982 - 6974), nzTpIcepk0o8(chr(48) + '\x6f' + '\063' + chr(0b110010) + chr(2532 - 2478), 0o10), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(3462 - 3351) + chr(0b110011) + '\x36' + '\060', 50360 - 50352), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\061' + chr(0b100111 + 0o15) + chr(49), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110011) + '\067' + '\x36', 0o10), nzTpIcepk0o8(chr(414 - 366) + chr(9634 - 9523) + '\063' + '\x31' + chr(0b110101), 0o10), nzTpIcepk0o8(chr(307 - 259) + chr(0b10110 + 0o131) + chr(0b1001 + 0o50) + '\x32' + '\063', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110001) + chr(52) + chr(153 - 100), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + chr(7759 - 7648) + chr(0b110101) + chr(0b110000), 57583 - 57575)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xc1'), chr(0b1011110 + 0o6) + '\x65' + '\143' + '\x6f' + '\144' + chr(0b1100101))('\x75' + chr(12398 - 12282) + chr(0b1100110) + chr(45) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def unigkiIv7esI(hXMPsSrOQzbh, TtzqJLqe_ecy): if TtzqJLqe_ecy is None: return P7AxErevI_A8 = nDF4gVNx0u9Q.swapaxes(TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'\x82\x1b\x8e\x94\x1d\xb8F:\xcd\xfc\xf9\xb3.\xb5\xf7\xf4\x9a\xa1'), chr(8306 - 8206) + chr(3564 - 3463) + '\x63' + chr(0b1010000 + 0o37) + '\144' + chr(101))(chr(6271 - 6154) + chr(0b11101 + 0o127) + '\x66' + chr(0b0 + 0o55) + '\070')], nzTpIcepk0o8('\x30' + '\157' + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b100010 + 0o16) + chr(0b1101111) + chr(48), 0b1000)) c9GPC0cMogN1 = P7AxErevI_A8[nDF4gVNx0u9Q.newaxis] TPWXi_GhhlQK = TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'\x82\x1b\x8e\x94\x1d\xb8F2\xdf\xea'), chr(0b10100 + 0o120) + chr(3679 - 3578) + chr(6479 - 6380) + chr(2438 - 2327) + chr(4722 - 4622) + chr(0b1100101))(chr(11266 - 11149) + '\164' + '\146' + chr(0b101101) + chr(56))] fa7kKMWFOlAb = TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'\x89\x11\x9b\x89\x0e\x95A\x04\xc9\xfc\xcf\xa3#\xa8\xe3'), '\144' + chr(221 - 120) + chr(1403 - 1304) + chr(0b1101111) + '\x64' + chr(3774 - 3673))(chr(0b101101 + 0o110) + chr(11313 - 11197) + chr(0b1100110) + chr(236 - 191) + chr(0b10110 + 0o42))] B6fbBSsw8gQg = TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'\x9c\x04\x96\x94\x15\x82{,\xdb\xf0\xc1\xac?\xaf'), chr(100) + '\145' + '\143' + chr(0b1101111) + '\x64' + '\145')('\165' + chr(0b1110100) + chr(1617 - 1515) + chr(45) + '\070')] OWZgPl9oDN6B = TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'\x82\x1b\x8e\x94\x1d\xb8S>\xd7\xfe\xce\xb08'), '\x64' + chr(101) + chr(7287 - 7188) + '\157' + chr(0b101010 + 0o72) + '\x65')(chr(0b10111 + 0o136) + '\164' + chr(0b1100110) + chr(0b101101) + chr(1969 - 1913))] PtpbyLHF8wIa = TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'\x89\x1d\x94\x9c\x17\xb8F2\xdf\xea'), chr(0b1100100) + '\145' + chr(99) + chr(0b100101 + 0o112) + '\144' + chr(0b1100101))('\x75' + chr(116) + '\x66' + chr(45) + chr(0b110 + 0o62))] _1x8KMljANZE = {roI3spqORKae(ES5oEprVxulp(b'\x82\x1b\x8e\x94\x1d\xb8F:\xcd\xfc\xf9\xb3.\xb5\xf7\xf4\x9a\xa1'), chr(100) + chr(7827 - 7726) + chr(0b1100011) + chr(0b1010110 + 0o31) + chr(0b1100100) + '\x65')(chr(0b1110101) + '\164' + chr(0b1100110) + '\055' + '\070'): c9GPC0cMogN1, roI3spqORKae(ES5oEprVxulp(b'\x82\x1b\x8e\x94\x1d\xb8F2\xdf\xea'), chr(4707 - 4607) + chr(101) + chr(9072 - 8973) + chr(111) + '\144' + chr(0b1100101))('\x75' + '\164' + chr(102) + chr(45) + chr(0b0 + 0o70)): TPWXi_GhhlQK, roI3spqORKae(ES5oEprVxulp(b'\x9c\x04\x96\x94\x15\x82{,\xdb\xf0\xc1\xac?\xaf'), chr(100) + chr(7232 - 7131) + '\143' + chr(10944 - 10833) + '\x64' + chr(0b1100101))('\x75' + chr(0b1001111 + 0o45) + '\146' + '\055' + chr(0b10111 + 0o41)): B6fbBSsw8gQg, roI3spqORKae(ES5oEprVxulp(b'\x89\x11\x9b\x89\x0e\x95A\x04\xc9\xfc\xcf\xa3#\xa8\xe3'), '\144' + '\145' + '\143' + chr(0b1010110 + 0o31) + chr(0b1010111 + 0o15) + '\145')('\165' + chr(0b1110100) + chr(0b1100110) + '\x2d' + '\070'): fa7kKMWFOlAb, roI3spqORKae(ES5oEprVxulp(b'\x82\x1b\x8e\x94\x1d\xb8S>\xd7\xfe\xce\xb08'), '\144' + chr(101) + chr(0b1100011) + chr(1464 - 1353) + chr(100) + chr(0b100100 + 0o101))('\165' + '\164' + chr(102) + chr(0b11101 + 0o20) + chr(56)): OWZgPl9oDN6B, roI3spqORKae(ES5oEprVxulp(b'\x89\x1d\x94\x9c\x17\xb8F2\xdf\xea'), '\144' + chr(5575 - 5474) + chr(0b1100011) + chr(0b1101111) + chr(0b1011001 + 0o13) + chr(0b1100101))(chr(0b1110101) + chr(116) + chr(0b111101 + 0o51) + chr(45) + '\x38'): PtpbyLHF8wIa} _1x8KMljANZE = {QYodcsDtoGq7: uV9iBiw0y_Mp.xqAChpcBkssb(nDF4gVNx0u9Q.float32) if uV9iBiw0y_Mp is not None else None for (QYodcsDtoGq7, uV9iBiw0y_Mp) in _1x8KMljANZE.Y_nNEzH43vXi()} hXMPsSrOQzbh.zaK7pCyKAmh2 = _1x8KMljANZE
gagneurlab/concise
concise/legacy/concise.py
Concise.from_dict
def from_dict(cls, obj_dict): """ Load the object from a dictionary (produced with :py:func:`Concise.to_dict`) Returns: Concise: Loaded Concise object. """ # convert the output into a proper form obj_dict['output'] = helper.rec_dict_to_numpy_dict(obj_dict["output"]) helper.dict_to_numpy_dict(obj_dict['output']) if "trained_global_model" in obj_dict.keys(): raise Exception("Found trained_global_model feature in dictionary. Use ConciseCV.load to load this file.") dc = Concise(**obj_dict["param"]) # touch the hidden arguments dc._param = obj_dict["param"] if obj_dict["output"]["weights"] is None: dc._model_fitted = False else: dc._model_fitted = True dc._exec_time = obj_dict["execution_time"] dc.unused_param = obj_dict["unused_param"] dc._accuracy = obj_dict["output"]["accuracy"] dc._splines = obj_dict["output"]["splines"] weights = obj_dict["output"]["weights"] if weights is not None: # fix the dimensionality of X_feat in case it was 0 dimensional if weights["feature_weights"].shape == (0,): weights["feature_weights"].shape = (0, obj_dict["param"]["num_tasks"]) dc._set_var_res(weights) return dc
python
def from_dict(cls, obj_dict): """ Load the object from a dictionary (produced with :py:func:`Concise.to_dict`) Returns: Concise: Loaded Concise object. """ # convert the output into a proper form obj_dict['output'] = helper.rec_dict_to_numpy_dict(obj_dict["output"]) helper.dict_to_numpy_dict(obj_dict['output']) if "trained_global_model" in obj_dict.keys(): raise Exception("Found trained_global_model feature in dictionary. Use ConciseCV.load to load this file.") dc = Concise(**obj_dict["param"]) # touch the hidden arguments dc._param = obj_dict["param"] if obj_dict["output"]["weights"] is None: dc._model_fitted = False else: dc._model_fitted = True dc._exec_time = obj_dict["execution_time"] dc.unused_param = obj_dict["unused_param"] dc._accuracy = obj_dict["output"]["accuracy"] dc._splines = obj_dict["output"]["splines"] weights = obj_dict["output"]["weights"] if weights is not None: # fix the dimensionality of X_feat in case it was 0 dimensional if weights["feature_weights"].shape == (0,): weights["feature_weights"].shape = (0, obj_dict["param"]["num_tasks"]) dc._set_var_res(weights) return dc
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Load the object from a dictionary (produced with :py:func:`Concise.to_dict`) Returns: Concise: Loaded Concise object.
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1062-L1098
train
Load the object from a dictionary.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(754 - 706) + '\157' + chr(49) + chr(955 - 907) + chr(52), 0o10), nzTpIcepk0o8(chr(383 - 335) + '\x6f' + chr(1350 - 1300) + chr(55) + chr(50), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(6830 - 6719) + '\062' + '\x33' + '\061', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(52) + chr(316 - 265), 4789 - 4781), nzTpIcepk0o8(chr(48) + chr(9320 - 9209) + '\x31' + chr(52) + '\063', 17186 - 17178), nzTpIcepk0o8(chr(48) + chr(4001 - 3890) + '\x31' + chr(53) + chr(0b110110), 0o10), nzTpIcepk0o8('\060' + chr(0b111000 + 0o67) + chr(51) + chr(54) + '\x30', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b1110 + 0o44) + chr(0b110100) + chr(0b10011 + 0o41), 0o10), nzTpIcepk0o8(chr(0b10000 + 0o40) + '\x6f' + chr(50) + chr(0b110001) + '\x33', 54665 - 54657), nzTpIcepk0o8('\x30' + '\157' + '\061' + chr(0b11101 + 0o30) + '\065', ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(0b11 + 0o57) + '\x35' + chr(1279 - 1227), ord("\x08")), nzTpIcepk0o8(chr(1818 - 1770) + chr(5378 - 5267) + '\x32' + chr(0b110110) + chr(597 - 549), ord("\x08")), nzTpIcepk0o8('\x30' + chr(11252 - 11141) + chr(0b110011) + '\060' + chr(2475 - 2423), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + chr(0b101101 + 0o11) + chr(0b110100), 0o10), nzTpIcepk0o8('\060' + chr(2753 - 2642) + '\x32' + chr(0b100001 + 0o26), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(5815 - 5704) + '\066' + chr(0b110101), 30103 - 30095), nzTpIcepk0o8(chr(1084 - 1036) + chr(0b111111 + 0o60) + chr(0b110010) + chr(0b101010 + 0o7) + '\060', ord("\x08")), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(6256 - 6145) + chr(0b10000 + 0o42) + chr(0b10001 + 0o37) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(2209 - 2158) + '\x36', ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + '\062' + chr(0b110 + 0o54) + '\065', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(1225 - 1176) + chr(0b11111 + 0o24) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b100101 + 0o13) + '\x6f' + '\064' + chr(2495 - 2441), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x33' + chr(0b110101) + chr(52), 31303 - 31295), nzTpIcepk0o8(chr(385 - 337) + chr(0b1101111) + '\x31' + '\x30' + '\060', 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110001) + chr(0b1100 + 0o53) + chr(915 - 862), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1889 - 1840) + '\x36', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1539 - 1489) + chr(0b110101) + chr(51), 13622 - 13614), nzTpIcepk0o8('\060' + '\157' + chr(0b10101 + 0o35) + chr(0b110110 + 0o1) + '\x37', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(51) + '\063', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\x32' + chr(52) + '\x32', 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\061' + chr(0b1000 + 0o52) + chr(1749 - 1700), 50645 - 50637), nzTpIcepk0o8(chr(48) + '\x6f' + chr(51) + '\x31' + '\062', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + '\061' + '\063', 8), nzTpIcepk0o8(chr(0b110000) + chr(0b10111 + 0o130) + chr(1405 - 1354), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b100100 + 0o15) + chr(0b110000 + 0o0) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(1089 - 1041) + chr(0b1101111) + '\062' + chr(0b1001 + 0o51) + chr(0b100100 + 0o20), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\067', ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1475 - 1424) + chr(337 - 287) + chr(54), 0b1000), nzTpIcepk0o8(chr(1227 - 1179) + chr(0b1001111 + 0o40) + chr(0b1 + 0o60) + '\064', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001) + chr(0b11011 + 0o30) + chr(2413 - 2359), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(7296 - 7185) + '\x35' + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'j'), '\144' + chr(0b100011 + 0o102) + '\143' + chr(0b1101111) + chr(0b1100100) + chr(101))('\x75' + chr(0b1110100) + '\x66' + '\055' + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def bbbJ3NnlZx1Z(_1vzISbJ_R2i, bosuODBggRL2): bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'+\xcf\xedS\x16\x1a'), chr(100) + '\x65' + '\x63' + chr(0b1101111) + '\x64' + chr(2152 - 2051))(chr(117) + chr(0b1110100) + chr(3364 - 3262) + '\055' + '\070')] = tqyqU6jLWlkN.rec_dict_to_numpy_dict(bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'+\xcf\xedS\x16\x1a'), chr(3353 - 3253) + chr(6102 - 6001) + chr(0b1010011 + 0o20) + chr(3443 - 3332) + '\144' + chr(0b1100101))('\165' + chr(0b1110100) + chr(0b11110 + 0o110) + chr(770 - 725) + chr(0b111000))]) roI3spqORKae(tqyqU6jLWlkN, roI3spqORKae(ES5oEprVxulp(b' \xd3\xfaW<\x1a\x9f\xfb\xe5\x18\xc1\xc0\xbd+s\\\xeb\xf6'), chr(7963 - 7863) + '\145' + chr(99) + '\157' + '\144' + '\145')(chr(11344 - 11227) + chr(0b1110100) + chr(2115 - 2013) + chr(0b111 + 0o46) + '\x38'))(bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'+\xcf\xedS\x16\x1a'), '\144' + '\145' + '\143' + chr(5941 - 5830) + '\x64' + chr(2447 - 2346))(chr(0b111101 + 0o70) + chr(116) + chr(7290 - 7188) + '\055' + chr(0b100111 + 0o21))]) if roI3spqORKae(ES5oEprVxulp(b'0\xc8\xf8J\r\x0b\x94\xfb\xec\x01\xc3\xd2\xa5\x18HX\xe7\xe6\xbb\xf9'), chr(0b1100100) + '\x65' + chr(3405 - 3306) + chr(0b101110 + 0o101) + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + '\146' + '\x2d' + '\070') in roI3spqORKae(bosuODBggRL2, roI3spqORKae(ES5oEprVxulp(b'/\xdf\xe0P'), chr(0b1100100 + 0o0) + chr(0b1100101) + chr(3031 - 2932) + chr(3547 - 3436) + '\x64' + '\145')(chr(2260 - 2143) + chr(0b100100 + 0o120) + chr(0b1000101 + 0o41) + '\055' + chr(0b111000)))(): raise zfo2Sgkz3IVJ(roI3spqORKae(ES5oEprVxulp(b"\x02\xd5\xecM\x07N\x84\xd6\xea\x04\xc2\xd5\xa0+pY\xe7\xe0\xbf\xf9\x05K\x83$\x18b\x8b\xd9~\xc3%\xbf\xf9ff\xfdq\xf6h7'\xce\xf0L\r\x0f\x82\xdd\xa5M\xf9\xc3\xa1TTZ\xe6\xe1\xb7\xe6?e\xban\x11a\xca\xdb;\xd6>\xea\xe7l'\xf0?\xa2d77\x9a\xffJ\x0f\x0b\xde"), chr(0b1100100) + '\x65' + chr(0b111111 + 0o44) + chr(0b110001 + 0o76) + chr(0b1100100) + chr(101))(chr(9272 - 9155) + '\164' + chr(10218 - 10116) + chr(0b11110 + 0o17) + chr(0b11100 + 0o34))) Iq4fgxO0wlkK = EtmzwggrVapE(**bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'4\xdb\xebB\x0e'), chr(8387 - 8287) + '\x65' + chr(99) + '\157' + '\144' + chr(0b1100101))(chr(0b1011110 + 0o27) + '\x74' + chr(0b1100110) + chr(0b101101) + chr(0b1111 + 0o51))]) Iq4fgxO0wlkK.PpddZa9YPxCY = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'4\xdb\xebB\x0e'), '\x64' + chr(5990 - 5889) + chr(0b1011010 + 0o11) + '\157' + '\x64' + '\x65')(chr(3285 - 3168) + chr(116) + chr(0b1100110) + '\055' + chr(0b110011 + 0o5))] if bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'+\xcf\xedS\x16\x1a'), chr(1939 - 1839) + chr(101) + chr(99) + chr(0b100001 + 0o116) + '\x64' + '\x65')('\165' + chr(116) + chr(4792 - 4690) + chr(1574 - 1529) + chr(0b100011 + 0o25))][roI3spqORKae(ES5oEprVxulp(b'3\xdf\xf0D\x0b\x1a\x83'), chr(0b100 + 0o140) + '\145' + chr(4698 - 4599) + chr(0b111011 + 0o64) + '\144' + chr(101))('\165' + chr(0b1110100) + chr(3745 - 3643) + '\x2d' + '\x38')] is None: Iq4fgxO0wlkK.hayW0BvexvVk = nzTpIcepk0o8('\x30' + chr(0b1010 + 0o145) + chr(569 - 521), ord("\x08")) else: Iq4fgxO0wlkK.hayW0BvexvVk = nzTpIcepk0o8(chr(1155 - 1107) + chr(0b1101111) + chr(938 - 889), ord("\x08")) Iq4fgxO0wlkK.u3hYBAU8KcEG = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'!\xc2\xfc@\x16\x1a\x99\xcb\xe52\xd8\xd9\xa9\x11'), '\144' + chr(8876 - 8775) + chr(0b101110 + 0o65) + '\157' + chr(0b1100100) + chr(101))(chr(8040 - 7923) + '\164' + chr(2093 - 1991) + '\055' + chr(56))] Iq4fgxO0wlkK.q4fgfN07QBBv = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'1\xd4\xecP\x06\n\xaf\xd4\xea\x1f\xcd\xdd'), chr(9630 - 9530) + '\x65' + chr(0b1100011) + chr(0b1101111) + chr(100) + chr(4794 - 4693))(chr(12198 - 12081) + chr(116) + chr(9100 - 8998) + chr(0b101101) + chr(56))] Iq4fgxO0wlkK.d_JPtEYsd9um = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'+\xcf\xedS\x16\x1a'), chr(0b1000001 + 0o43) + chr(101) + chr(0b1100011) + '\157' + '\144' + chr(9977 - 9876))(chr(7598 - 7481) + chr(5475 - 5359) + chr(8053 - 7951) + '\x2d' + chr(56))][roI3spqORKae(ES5oEprVxulp(b'%\xd9\xfaV\x11\x0f\x93\xdd'), '\144' + chr(0b1100101) + chr(0b1011001 + 0o12) + '\x6f' + chr(100) + '\x65')(chr(0b1000011 + 0o62) + '\x74' + chr(0b1100110) + chr(45) + chr(0b111000))] Iq4fgxO0wlkK.RiY1RXUTRcxz = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'+\xcf\xedS\x16\x1a'), '\144' + chr(101) + chr(99) + chr(0b1101111) + chr(6286 - 6186) + '\x65')(chr(117) + '\x74' + '\x66' + '\055' + '\070')][roI3spqORKae(ES5oEprVxulp(b'7\xca\xf5J\r\x0b\x83'), '\x64' + '\x65' + chr(0b1000100 + 0o37) + chr(0b1101111) + chr(100) + chr(0b1100101))('\x75' + chr(116) + chr(102) + chr(0b101101) + '\070')] TtzqJLqe_ecy = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'+\xcf\xedS\x16\x1a'), '\x64' + chr(101) + chr(0b1100011) + '\157' + chr(6684 - 6584) + '\x65')(chr(0b1110101) + '\x74' + chr(4397 - 4295) + '\x2d' + chr(0b110010 + 0o6))][roI3spqORKae(ES5oEprVxulp(b'3\xdf\xf0D\x0b\x1a\x83'), chr(100) + '\x65' + chr(0b1000110 + 0o35) + chr(0b1010100 + 0o33) + '\144' + '\145')(chr(117) + '\x74' + '\146' + chr(0b10100 + 0o31) + chr(0b110110 + 0o2))] if TtzqJLqe_ecy is not None: if roI3spqORKae(TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'"\xdf\xf8W\x16\x1c\x95\xfb\xfc\x08\xc5\xd7\xac\x00d'), '\x64' + chr(101) + chr(99) + chr(111) + chr(100) + chr(101))('\165' + chr(0b1110100) + chr(102) + chr(45) + chr(56))], roI3spqORKae(ES5oEprVxulp(b'(\xd2\xfbnSW\xc2\xe5\xcd:\x94\xd6'), '\144' + chr(101) + '\143' + chr(0b10010 + 0o135) + chr(1602 - 1502) + '\145')(chr(0b1110101) + chr(0b1110100) + chr(0b1011111 + 0o7) + chr(1148 - 1103) + '\x38')) == (nzTpIcepk0o8('\060' + chr(0b101101 + 0o102) + chr(1794 - 1746), 8),): TtzqJLqe_ecy[roI3spqORKae(ES5oEprVxulp(b'"\xdf\xf8W\x16\x1c\x95\xfb\xfc\x08\xc5\xd7\xac\x00d'), '\144' + '\x65' + chr(7238 - 7139) + chr(4326 - 4215) + chr(0b110101 + 0o57) + '\x65')('\x75' + '\x74' + chr(0b110001 + 0o65) + chr(45) + chr(1574 - 1518))].lhbM092AFW8f = (nzTpIcepk0o8(chr(48) + '\157' + '\060', 8), bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'4\xdb\xebB\x0e'), chr(0b1100100) + chr(0b1100101) + chr(4066 - 3967) + '\157' + chr(0b1100100) + chr(0b100011 + 0o102))(chr(117) + chr(1179 - 1063) + '\x66' + chr(570 - 525) + '\070')][roI3spqORKae(ES5oEprVxulp(b'*\xcf\xf4|\x17\x0f\x83\xcf\xf8'), chr(0b100100 + 0o100) + '\145' + chr(99) + '\157' + chr(0b110 + 0o136) + chr(0b1100101))('\165' + chr(0b101101 + 0o107) + chr(102) + '\x2d' + chr(56))]) roI3spqORKae(Iq4fgxO0wlkK, roI3spqORKae(ES5oEprVxulp(b'\x1b\xc9\xfcW<\x18\x91\xd6\xd4\x1f\xc9\xc3'), '\x64' + chr(774 - 673) + chr(99) + chr(0b10110 + 0o131) + chr(100) + '\145')(chr(11984 - 11867) + chr(0b1 + 0o163) + chr(0b1010 + 0o134) + chr(0b101101) + '\x38'))(TtzqJLqe_ecy) return Iq4fgxO0wlkK
gagneurlab/concise
concise/legacy/concise.py
Concise.load
def load(cls, file_path): """ Load the object from a JSON file (saved with :py:func:`Concise.save`). Returns: Concise: Loaded Concise object. """ # convert back to numpy data = helper.read_json(file_path) return Concise.from_dict(data)
python
def load(cls, file_path): """ Load the object from a JSON file (saved with :py:func:`Concise.save`). Returns: Concise: Loaded Concise object. """ # convert back to numpy data = helper.read_json(file_path) return Concise.from_dict(data)
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Load the object from a JSON file (saved with :py:func:`Concise.save`). Returns: Concise: Loaded Concise object.
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1101-L1111
train
Load the object from a JSON file.
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108) + chr(0b110000 + 0o6), 7889 - 7881), nzTpIcepk0o8('\060' + '\157' + chr(0b110000 + 0o1) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(0b111111 + 0o60) + '\063' + '\066' + '\062', 29091 - 29083), nzTpIcepk0o8('\060' + chr(9044 - 8933) + chr(0b110100) + chr(0b10011 + 0o37), 0o10), nzTpIcepk0o8(chr(547 - 499) + '\x6f' + chr(2496 - 2446) + chr(0b100011 + 0o22) + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b111100 + 0o63) + chr(0b110010) + chr(0b110 + 0o52) + chr(50), 20022 - 20014), nzTpIcepk0o8('\060' + '\157' + chr(0b10000 + 0o43) + chr(0b110111), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b0 + 0o62) + chr(937 - 887) + chr(1082 - 1028), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1011 + 0o144) + '\x37' + '\x30', ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + '\065' + chr(0b110001), 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(2117 - 2066) + '\067' + chr(0b100100 + 0o22), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1435 - 1385) + chr(55) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(349 - 300) + chr(1660 - 1612) + '\x37', 0b1000), nzTpIcepk0o8(chr(0b101011 + 0o5) + '\157' + chr(0b1101 + 0o45) + '\061' + chr(49), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1100101 + 0o12) + chr(0b11011 + 0o26) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + '\062' + chr(54) + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1010011 + 0o34) + chr(0b1 + 0o61) + chr(49), 0b1000), nzTpIcepk0o8(chr(571 - 523) + '\157' + chr(50) + chr(1134 - 1084) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b1101111) + '\x31' + '\063', 8), nzTpIcepk0o8(chr(0b11111 + 0o21) + '\x6f' + chr(1791 - 1740) + '\x33' + chr(55), 0o10), nzTpIcepk0o8(chr(0b10 + 0o56) + '\x6f' + '\x36' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b101 + 0o152) + chr(0b110001) + chr(50) + '\063', 39962 - 39954), nzTpIcepk0o8(chr(0b10001 + 0o37) + chr(0b1101111) + '\062' + chr(51) + chr(0b110101 + 0o0), 58359 - 58351), nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(0b1101111) + '\x33' + '\063' + chr(429 - 381), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(1776 - 1727) + chr(54) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(674 - 623) + chr(0b11 + 0o60) + chr(48), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1101110 + 0o1) + '\061' + chr(0b1000 + 0o52) + chr(595 - 544), 8), nzTpIcepk0o8('\060' + chr(3002 - 2891) + chr(1558 - 1509) + '\067' + '\066', 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110011) + chr(0b100010 + 0o25), 8), nzTpIcepk0o8('\x30' + chr(111) + chr(1827 - 1778) + chr(1034 - 982) + '\063', 0o10), nzTpIcepk0o8(chr(205 - 157) + '\x6f' + chr(1754 - 1705) + '\060' + '\063', 0o10), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(111) + '\063' + chr(0b110011) + chr(2075 - 2022), 27120 - 27112), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b1011 + 0o47) + chr(1414 - 1362) + chr(0b110001), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110011) + '\066' + '\060', ord("\x08")), nzTpIcepk0o8(chr(694 - 646) + chr(0b1101111) + '\066' + chr(1509 - 1454), 48756 - 48748), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\066' + chr(55), 8), nzTpIcepk0o8('\060' + '\157' + chr(0b110010) + chr(2576 - 2521) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(0b1000111 + 0o50) + chr(1702 - 1653) + '\061', 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\x6f' + '\061' + chr(0b110000) + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(1732 - 1684) + chr(0b101011 + 0o104) + '\063' + chr(762 - 709) + chr(0b1001 + 0o53), 59959 - 59951)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(1205 - 1157) + chr(0b1101111) + '\065' + chr(0b110000), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xc8'), chr(100) + '\x65' + chr(99) + chr(11561 - 11450) + chr(0b1000101 + 0o37) + '\145')('\165' + chr(116) + chr(0b1000101 + 0o41) + chr(45) + chr(2933 - 2877)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ZERsdc7c1d8E(_1vzISbJ_R2i, FQgy_W0Nc99x): FfKOThdpoDTb = tqyqU6jLWlkN.read_json(FQgy_W0Nc99x) return roI3spqORKae(EtmzwggrVapE, roI3spqORKae(ES5oEprVxulp(b'\x84n\x90h\x9e\xccq\xfabQ\xcf\xe0'), '\144' + '\145' + chr(99) + chr(0b1101111) + '\144' + chr(101 - 0))(chr(2290 - 2173) + chr(116) + chr(7872 - 7770) + chr(481 - 436) + chr(0b100100 + 0o24)))(FfKOThdpoDTb)
gagneurlab/concise
concise/legacy/concise.py
ConciseCV._get_folds
def _get_folds(n_rows, n_folds, use_stored): """ Get the used CV folds """ # n_folds = self._n_folds # use_stored = self._use_stored_folds # n_rows = self._n_rows if use_stored is not None: # path = '~/concise/data-offline/lw-pombe/cv_folds_5.json' with open(os.path.expanduser(use_stored)) as json_file: json_data = json.load(json_file) # check if we have the same number of rows and folds: if json_data['N_rows'] != n_rows: raise Exception('N_rows from folds doesnt match the number of rows of X_seq, X_feat, y') if json_data['N_folds'] != n_folds: raise Exception('n_folds dont match', json_data['N_folds'], n_folds) kf = [(np.array(train), np.array(test)) for (train, test) in json_data['folds']] else: kf = KFold(n_splits=n_folds).split(np.zeros((n_rows, 1))) # store in a list i = 1 folds = [] for train, test in kf: fold = "fold_" + str(i) folds.append((fold, train, test)) i = i + 1 return folds
python
def _get_folds(n_rows, n_folds, use_stored): """ Get the used CV folds """ # n_folds = self._n_folds # use_stored = self._use_stored_folds # n_rows = self._n_rows if use_stored is not None: # path = '~/concise/data-offline/lw-pombe/cv_folds_5.json' with open(os.path.expanduser(use_stored)) as json_file: json_data = json.load(json_file) # check if we have the same number of rows and folds: if json_data['N_rows'] != n_rows: raise Exception('N_rows from folds doesnt match the number of rows of X_seq, X_feat, y') if json_data['N_folds'] != n_folds: raise Exception('n_folds dont match', json_data['N_folds'], n_folds) kf = [(np.array(train), np.array(test)) for (train, test) in json_data['folds']] else: kf = KFold(n_splits=n_folds).split(np.zeros((n_rows, 1))) # store in a list i = 1 folds = [] for train, test in kf: fold = "fold_" + str(i) folds.append((fold, train, test)) i = i + 1 return folds
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Get the used CV folds
[ "Get", "the", "used", "CV", "folds" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1149-L1180
train
Get the used CV folds
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(10133 - 10022) + chr(0b110011) + '\061' + chr(0b101 + 0o54), 0o10), nzTpIcepk0o8(chr(48) + '\157' + '\x31' + chr(0b110010) + '\x31', 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(1739 - 1687) + chr(49), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + chr(0b110010 + 0o2) + '\x35', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\x31' + '\x34' + '\061', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1011001 + 0o26) + chr(1732 - 1681) + '\x34' + '\x33', 12488 - 12480), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(0b1101111) + '\063' + '\065' + chr(49), 0o10), nzTpIcepk0o8(chr(0b100010 + 0o16) + '\x6f' + '\063' + chr(49) + '\x36', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b101000 + 0o12) + '\x32' + chr(0b110000), 4372 - 4364), nzTpIcepk0o8(chr(48) + '\157' + chr(0b10010 + 0o41) + '\063' + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(53) + chr(50), 0b1000), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(0b1101111) + chr(0b110001) + chr(2091 - 2041) + '\067', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1010110 + 0o31) + '\062' + '\x32' + chr(1969 - 1914), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(1422 - 1371) + chr(0b100000 + 0o20) + '\x34', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(8170 - 8059) + '\x33' + chr(49) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(4635 - 4524) + chr(1972 - 1922) + chr(0b1011 + 0o53) + '\x33', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b10101 + 0o132) + chr(0b100010 + 0o17) + chr(2533 - 2479) + chr(54), 0o10), nzTpIcepk0o8(chr(695 - 647) + chr(11862 - 11751) + chr(0b100110 + 0o13) + '\066' + chr(196 - 142), 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x33' + chr(1491 - 1440) + chr(0b110 + 0o60), 24437 - 24429), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(111) + '\063' + chr(50) + chr(2351 - 2296), 0o10), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b1010001 + 0o36) + chr(0b101010 + 0o11) + chr(0b110001) + '\060', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b1001 + 0o51) + chr(0b101111 + 0o10) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\157' + chr(49) + chr(0b110001 + 0o4) + chr(52), 0b1000), nzTpIcepk0o8('\x30' + chr(8992 - 8881) + chr(1313 - 1264) + chr(0b110001) + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\x33' + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110001) + '\060', ord("\x08")), nzTpIcepk0o8(chr(1151 - 1103) + chr(111) + chr(0b110010) + chr(49) + '\066', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(210 - 159) + chr(0b10001 + 0o46) + chr(1668 - 1618), 60405 - 60397), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x33' + '\061' + '\065', 35188 - 35180), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(53) + chr(0b111 + 0o60), 0o10), nzTpIcepk0o8(chr(0b100010 + 0o16) + chr(9452 - 9341) + chr(660 - 609) + chr(54) + chr(0b110110), 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\x33' + chr(1682 - 1628), 0o10), nzTpIcepk0o8('\060' + chr(11440 - 11329) + '\x32' + '\x33' + chr(0b110100), 0o10), nzTpIcepk0o8(chr(0b10111 + 0o31) + '\x6f' + chr(0b110010 + 0o1) + chr(0b101001 + 0o15) + chr(0b110010), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + '\x31' + chr(0b110111) + chr(0b11110 + 0o31), 0o10), nzTpIcepk0o8('\x30' + chr(516 - 405) + chr(0b110001) + chr(0b11000 + 0o31) + '\067', ord("\x08")), nzTpIcepk0o8(chr(83 - 35) + '\x6f' + chr(0b100101 + 0o15) + '\x36' + chr(54), 0o10), nzTpIcepk0o8('\x30' + chr(6479 - 6368) + chr(52) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110001) + '\061' + '\x31', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(49) + chr(0b110100) + chr(448 - 397), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(111) + '\065' + chr(0b1100 + 0o44), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xe7'), chr(0b111101 + 0o47) + '\x65' + chr(7041 - 6942) + chr(0b1100111 + 0o10) + chr(5234 - 5134) + chr(101))('\x75' + chr(4902 - 4786) + chr(102) + chr(45) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def LZNpmbLMH5e6(j2C_V7145Sqm, gL1XXKHKq24F, EoS0vdCiacWE): if EoS0vdCiacWE is not None: with DnU3Rq9N5ala(roI3spqORKae(aHUqKstZLeS6.path, roI3spqORKae(ES5oEprVxulp(b'\xac)Q\xc4\x0f\x87\x9c\xbd\xf5\xad'), chr(3430 - 3330) + '\x65' + chr(0b110 + 0o135) + chr(111) + chr(0b100111 + 0o75) + chr(101))(chr(0b1101111 + 0o6) + chr(2562 - 2446) + chr(0b1100110) + '\x2d' + '\x38'))(EoS0vdCiacWE)) as jipB68ANsTFp: QFjcR0BGftD0 = LNUKEwZDIbyb.ZERsdc7c1d8E(jipB68ANsTFp) if QFjcR0BGftD0[roI3spqORKae(ES5oEprVxulp(b'\x87\x0eS\xca\x16\x90'), '\x64' + chr(101) + chr(0b111 + 0o134) + chr(4673 - 4562) + chr(0b1100011 + 0o1) + chr(0b1100101))(chr(0b1110101) + chr(116) + chr(102) + chr(0b101 + 0o50) + '\070')] != j2C_V7145Sqm: raise zfo2Sgkz3IVJ(roI3spqORKae(ES5oEprVxulp(b'\x87\x0eS\xca\x16\x90\xc9\xa8\xe2\xb0Gw\xf1\xab\xa7\xd7\x05V\xba\xb8\xad\xcd\x0288e\xef\x8e\xaeG\xd6j\xf4\x97_!\xc3O+\x06\xbbqN\xc3A\x91\x86\xb9\xe3\xffE1\xb7\x9c\x94\xc0\x13\x07\xf2\xf7\x90\xe1\n)y|\xa2\xda\xb4'), chr(612 - 512) + chr(0b1100101) + '\x63' + '\157' + '\x64' + chr(9058 - 8957))(chr(11580 - 11463) + chr(0b1110100) + '\146' + chr(0b1111 + 0o36) + chr(0b111000 + 0o0))) if QFjcR0BGftD0[roI3spqORKae(ES5oEprVxulp(b'\x87\x0eG\xca\r\x87\x9a'), '\x64' + '\x65' + chr(0b1001100 + 0o27) + '\157' + chr(100) + '\145')(chr(0b1101011 + 0o12) + chr(0b1110100) + chr(6759 - 6657) + chr(45) + chr(0b111 + 0o61))] != gL1XXKHKq24F: raise zfo2Sgkz3IVJ(roI3spqORKae(ES5oEprVxulp(b'\xa7\x0eG\xca\r\x87\x9a\xee\xf4\xb0D#\xb7\xa9\xaa\xc7\x15\x1e'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(0b1000001 + 0o43) + chr(0b1011000 + 0o15))(chr(0b10000 + 0o145) + chr(3603 - 3487) + '\x66' + '\055' + '\x38'), QFjcR0BGftD0[roI3spqORKae(ES5oEprVxulp(b'\x87\x0eG\xca\r\x87\x9a'), chr(4343 - 4243) + chr(0b1011100 + 0o11) + chr(5672 - 5573) + '\157' + chr(0b1100100) + '\x65')(chr(0b1001100 + 0o51) + '\164' + chr(675 - 573) + chr(0b101101) + chr(1725 - 1669))], gL1XXKHKq24F) GuOGTgM6eZfs = [(nDF4gVNx0u9Q.Tn6rGr7XTM7t(dPmtNHTIAOfd), nDF4gVNx0u9Q.Tn6rGr7XTM7t(lGTavdCofTYw)) for (dPmtNHTIAOfd, lGTavdCofTYw) in QFjcR0BGftD0[roI3spqORKae(ES5oEprVxulp(b'\xaf>M\xc1\x12'), chr(100) + chr(7154 - 7053) + chr(2344 - 2245) + chr(0b100001 + 0o116) + chr(6161 - 6061) + chr(0b1011001 + 0o14))(chr(117) + '\x74' + chr(2114 - 2012) + chr(0b101011 + 0o2) + '\x38')]] else: GuOGTgM6eZfs = ZAdtKu8fhI6V(n_splits=gL1XXKHKq24F).LfRrQOxuDvnC(nDF4gVNx0u9Q.UmwwEp7MzR6q((j2C_V7145Sqm, nzTpIcepk0o8(chr(1888 - 1840) + chr(7462 - 7351) + chr(0b110001), 0b1000)))) ZlbFMSG8gCoF = nzTpIcepk0o8(chr(48) + chr(111) + '\x31', 8) qmG92UeKB0DX = [] for (dPmtNHTIAOfd, lGTavdCofTYw) in GuOGTgM6eZfs: whwzl4LhvM_u = roI3spqORKae(ES5oEprVxulp(b'\xaf>M\xc1>'), chr(0b1100100) + chr(0b1011010 + 0o13) + chr(7204 - 7105) + '\x6f' + chr(100) + chr(0b1100101))(chr(8056 - 7939) + '\164' + chr(0b1100110) + '\x2d' + '\070') + N9zlRy29S1SS(ZlbFMSG8gCoF) roI3spqORKae(qmG92UeKB0DX, roI3spqORKae(ES5oEprVxulp(b'\x81\x05r\x91\x19\x84\xae\xa1\xfa\xb0\x7fb'), '\144' + chr(2017 - 1916) + chr(0b101000 + 0o73) + chr(111) + '\x64' + '\145')('\165' + chr(0b1110100) + '\146' + '\x2d' + chr(0b111000)))((whwzl4LhvM_u, dPmtNHTIAOfd, lGTavdCofTYw)) ZlbFMSG8gCoF = ZlbFMSG8gCoF + nzTpIcepk0o8(chr(1221 - 1173) + chr(0b1001101 + 0o42) + chr(0b110001), 8) return qmG92UeKB0DX
gagneurlab/concise
concise/legacy/concise.py
ConciseCV.train
def train(self, X_feat, X_seq, y, id_vec=None, n_folds=10, use_stored_folds=None, n_cores=1, train_global_model=False): """Train the Concise model in cross-validation. Args: X_feat: See :py:func:`concise.Concise.train` X_seq: See :py:func:`concise.Concise.train` y: See :py:func:`concise.Concise.train` id_vec: List of character id's used to differentiate the trainig samples. Returned by :py:func:`concise.prepare_data`. n_folds (int): Number of CV-folds to use. use_stored_folds (chr or None): File path to a .json file containing the fold information (as returned by :py:func:`concise.ConciseCV.get_folds`). If None, the folds are generated. n_cores (int): Number of CPU cores used for training. If available, GPU is used for training and this argument is ignored. train_global_model (bool): In addition to training the model in cross-validation, should the global model be fitted (using all the samples from :code:`(X_feat, X_seq, y)`). """ # TODO: input check - dimensions self._use_stored_folds = use_stored_folds self._n_folds = n_folds self._n_rows = X_feat.shape[0] # TODO: - fix the get_cv_accuracy # save: # - each model # - each model's performance # - each model's predictions # - globally: # - mean perfomance # - sd performance # - predictions self._kf = self._get_folds(self._n_rows, self._n_folds, self._use_stored_folds) cv_obj = {} if id_vec is None: id_vec = np.arange(1, self._n_rows + 1) best_val_acc_epoch_l = [] for fold, train, test in self._kf: X_feat_train = X_feat[train] X_seq_train = X_seq[train] y_train = y[train] X_feat_test = X_feat[test] X_seq_test = X_seq[test] y_test = y[test] id_vec_test = id_vec[test] print(fold, "/", n_folds) # copy the object dc = copy.deepcopy(self._concise_model) dc.train(X_feat_train, X_seq_train, y_train, X_feat_test, X_seq_test, y_test, n_cores=n_cores ) dc._test(X_feat_test, X_seq_test, y_test, id_vec_test) cv_obj[fold] = dc best_val_acc_epoch_l.append(dc.get_accuracy()["best_val_acc_epoch"]) self._cv_model = cv_obj # additionaly train the global model if train_global_model: dc = copy.deepcopy(self._concise_model) # overwrite n_epochs with the best average number of best epochs dc._param["n_epochs"] = int(np.array(best_val_acc_epoch_l).mean()) print("tranining global model with n_epochs = " + str(dc._param["n_epochs"])) dc.train(X_feat, X_seq, y, n_cores=n_cores ) dc._test(X_feat, X_seq, y, id_vec) self._concise_global_model = dc
python
def train(self, X_feat, X_seq, y, id_vec=None, n_folds=10, use_stored_folds=None, n_cores=1, train_global_model=False): """Train the Concise model in cross-validation. Args: X_feat: See :py:func:`concise.Concise.train` X_seq: See :py:func:`concise.Concise.train` y: See :py:func:`concise.Concise.train` id_vec: List of character id's used to differentiate the trainig samples. Returned by :py:func:`concise.prepare_data`. n_folds (int): Number of CV-folds to use. use_stored_folds (chr or None): File path to a .json file containing the fold information (as returned by :py:func:`concise.ConciseCV.get_folds`). If None, the folds are generated. n_cores (int): Number of CPU cores used for training. If available, GPU is used for training and this argument is ignored. train_global_model (bool): In addition to training the model in cross-validation, should the global model be fitted (using all the samples from :code:`(X_feat, X_seq, y)`). """ # TODO: input check - dimensions self._use_stored_folds = use_stored_folds self._n_folds = n_folds self._n_rows = X_feat.shape[0] # TODO: - fix the get_cv_accuracy # save: # - each model # - each model's performance # - each model's predictions # - globally: # - mean perfomance # - sd performance # - predictions self._kf = self._get_folds(self._n_rows, self._n_folds, self._use_stored_folds) cv_obj = {} if id_vec is None: id_vec = np.arange(1, self._n_rows + 1) best_val_acc_epoch_l = [] for fold, train, test in self._kf: X_feat_train = X_feat[train] X_seq_train = X_seq[train] y_train = y[train] X_feat_test = X_feat[test] X_seq_test = X_seq[test] y_test = y[test] id_vec_test = id_vec[test] print(fold, "/", n_folds) # copy the object dc = copy.deepcopy(self._concise_model) dc.train(X_feat_train, X_seq_train, y_train, X_feat_test, X_seq_test, y_test, n_cores=n_cores ) dc._test(X_feat_test, X_seq_test, y_test, id_vec_test) cv_obj[fold] = dc best_val_acc_epoch_l.append(dc.get_accuracy()["best_val_acc_epoch"]) self._cv_model = cv_obj # additionaly train the global model if train_global_model: dc = copy.deepcopy(self._concise_model) # overwrite n_epochs with the best average number of best epochs dc._param["n_epochs"] = int(np.array(best_val_acc_epoch_l).mean()) print("tranining global model with n_epochs = " + str(dc._param["n_epochs"])) dc.train(X_feat, X_seq, y, n_cores=n_cores ) dc._test(X_feat, X_seq, y, id_vec) self._concise_global_model = dc
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Train the Concise model in cross-validation. Args: X_feat: See :py:func:`concise.Concise.train` X_seq: See :py:func:`concise.Concise.train` y: See :py:func:`concise.Concise.train` id_vec: List of character id's used to differentiate the trainig samples. Returned by :py:func:`concise.prepare_data`. n_folds (int): Number of CV-folds to use. use_stored_folds (chr or None): File path to a .json file containing the fold information (as returned by :py:func:`concise.ConciseCV.get_folds`). If None, the folds are generated. n_cores (int): Number of CPU cores used for training. If available, GPU is used for training and this argument is ignored. train_global_model (bool): In addition to training the model in cross-validation, should the global model be fitted (using all the samples from :code:`(X_feat, X_seq, y)`).
[ "Train", "the", "Concise", "model", "in", "cross", "-", "validation", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1193-L1265
train
Train the Concise model in cross - validation.
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10304) + chr(50) + '\067' + chr(989 - 939), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(609 - 560) + chr(0b11000 + 0o33) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b10111 + 0o31) + '\x6f' + '\x31' + chr(53) + '\061', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(321 - 268) + '\x33', 18728 - 18720), nzTpIcepk0o8(chr(0b110000) + chr(0b1100111 + 0o10) + chr(0b110011) + chr(1297 - 1247) + chr(0b110011), 37330 - 37322), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\061' + chr(53) + chr(0b11010 + 0o35), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b111010 + 0o65) + '\x33' + chr(53) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + '\x31' + chr(53), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(2234 - 2185) + chr(0b110111) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b1001 + 0o51) + '\x30' + '\x31', 46367 - 46359), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(50) + chr(195 - 145) + chr(1841 - 1789), 0b1000), nzTpIcepk0o8(chr(1440 - 1392) + '\x6f' + chr(1092 - 1037) + '\x33', 21984 - 21976), nzTpIcepk0o8('\060' + chr(111) + '\064' + '\065', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110100 + 0o2) + '\x37', 0b1000), nzTpIcepk0o8(chr(1683 - 1635) + chr(0b110111 + 0o70) + chr(50) + '\067', ord("\x08")), nzTpIcepk0o8(chr(0b100101 + 0o13) + '\157' + '\061' + chr(0b110000) + '\061', 29954 - 29946), nzTpIcepk0o8('\060' + '\157' + chr(51) + '\x33' + chr(0b11111 + 0o27), 0o10), nzTpIcepk0o8('\060' + chr(0b100101 + 0o112) + chr(51) + chr(0b100010 + 0o23) + chr(51), 8), nzTpIcepk0o8('\x30' + chr(0b101011 + 0o104) + chr(0b10011 + 0o40) + chr(54) + chr(0b100010 + 0o23), 0b1000), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(1000 - 889) + '\062' + '\x32' + chr(49), ord("\x08")), nzTpIcepk0o8('\060' + chr(3305 - 3194) + chr(0b1101 + 0o46) + '\066' + chr(52), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b101010 + 0o14) + chr(0b101 + 0o62), 8), nzTpIcepk0o8('\060' + chr(0b1101111) + '\062' + chr(0b101111 + 0o3) + '\x34', 8), nzTpIcepk0o8(chr(1001 - 953) + '\x6f' + chr(0b11110 + 0o24) + '\062' + chr(0b100101 + 0o22), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(49) + chr(51) + chr(52), 0o10), nzTpIcepk0o8(chr(1568 - 1520) + '\157' + '\x33' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(11704 - 11593) + '\061' + chr(48) + chr(51), 0o10), nzTpIcepk0o8('\060' + chr(6258 - 6147) + '\x31' + '\060', 0b1000), nzTpIcepk0o8('\060' + chr(3968 - 3857) + chr(52) + chr(1985 - 1930), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1100001 + 0o16) + '\062' + chr(1999 - 1946) + chr(1924 - 1869), 11330 - 11322), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(2296 - 2247) + chr(0b110101) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(123 - 75) + '\x6f' + chr(0b10111 + 0o34) + chr(50) + '\060', 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + '\x31' + chr(48) + chr(208 - 154), 35668 - 35660), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(1340 - 1289) + chr(0b110001) + '\x37', 33775 - 33767), nzTpIcepk0o8(chr(0b110000 + 0o0) + chr(111) + '\063' + '\064', 0o10), nzTpIcepk0o8(chr(1387 - 1339) + chr(0b1101111) + '\063' + chr(48) + '\x34', 0o10), nzTpIcepk0o8(chr(0b101 + 0o53) + '\x6f' + '\x33' + chr(52) + '\061', 41662 - 41654), nzTpIcepk0o8(chr(861 - 813) + chr(0b1101 + 0o142) + '\062' + '\x33' + chr(0b1000 + 0o57), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + '\x36' + chr(54), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + '\061' + '\x37' + '\064', ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(286 - 238) + '\x6f' + '\065' + chr(1048 - 1000), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x94'), chr(8983 - 8883) + chr(0b100011 + 0o102) + '\143' + '\157' + chr(0b1100100) + chr(1894 - 1793))(chr(11889 - 11772) + chr(0b1110100) + '\x66' + chr(0b101101) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def dPmtNHTIAOfd(hXMPsSrOQzbh, XF1Fc6rpk6dt, tsyHUuUcCm_k, Fi3yzxctM1zW, Qj8pbtqjM43I=None, gL1XXKHKq24F=nzTpIcepk0o8(chr(705 - 657) + chr(10058 - 9947) + chr(1638 - 1589) + chr(268 - 218), 0b1000), VvR_P_XReELm=None, UhjKQRobYgMK=nzTpIcepk0o8(chr(261 - 213) + chr(2783 - 2672) + chr(0b110001), ord("\x08")), LXlaZ8sDDQNP=nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1698 - 1650), 0o10)): hXMPsSrOQzbh.k1oUvdSEfbRH = VvR_P_XReELm hXMPsSrOQzbh.dk2y_snE2bkP = gL1XXKHKq24F hXMPsSrOQzbh.LrJdSN7lyakY = XF1Fc6rpk6dt.lhbM092AFW8f[nzTpIcepk0o8(chr(1667 - 1619) + chr(0b1100010 + 0o15) + '\x30', 8)] hXMPsSrOQzbh.QUyECYmD1vdQ = hXMPsSrOQzbh._get_folds(hXMPsSrOQzbh.LrJdSN7lyakY, hXMPsSrOQzbh.dk2y_snE2bkP, hXMPsSrOQzbh.k1oUvdSEfbRH) HSXkyVD72_bm = {} if Qj8pbtqjM43I is None: Qj8pbtqjM43I = nDF4gVNx0u9Q.chmI_GMU_sEi(nzTpIcepk0o8('\x30' + chr(111) + '\061', 8), hXMPsSrOQzbh.LrJdSN7lyakY + nzTpIcepk0o8(chr(2192 - 2144) + '\x6f' + '\061', 8)) OX4qgTYasRG3 = [] for (whwzl4LhvM_u, dPmtNHTIAOfd, lGTavdCofTYw) in roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xeb\x0b\x10n\x906\x86\xc9I\xf7\xf0j'), chr(0b1100100) + '\x65' + chr(99) + '\x6f' + '\144' + chr(979 - 878))(chr(0b100001 + 0o124) + '\164' + chr(3072 - 2970) + chr(45) + '\070')): YTpREQbDGwjY = XF1Fc6rpk6dt[dPmtNHTIAOfd] x79j41uaWkvy = tsyHUuUcCm_k[dPmtNHTIAOfd] s3Y2XmaHpP0b = Fi3yzxctM1zW[dPmtNHTIAOfd] uKJKd4mmydjp = XF1Fc6rpk6dt[lGTavdCofTYw] _3y2rZ9XLML8 = tsyHUuUcCm_k[lGTavdCofTYw] OaeQQCPlMVAZ = Fi3yzxctM1zW[lGTavdCofTYw] RPXslch_nxwi = Qj8pbtqjM43I[lGTavdCofTYw] v8jsMqaYV6U2(whwzl4LhvM_u, roI3spqORKae(ES5oEprVxulp(b'\x95'), '\x64' + chr(101) + chr(99) + chr(0b1101111) + chr(0b1100100) + chr(101))('\165' + '\164' + '\146' + chr(279 - 234) + chr(264 - 208)), gL1XXKHKq24F) Iq4fgxO0wlkK = aZTCj4v5QdfO.deepcopy(hXMPsSrOQzbh._concise_model) roI3spqORKae(Iq4fgxO0wlkK, roI3spqORKae(ES5oEprVxulp(b'\xce,\x08B\xbd'), chr(9774 - 9674) + chr(0b1100101) + chr(99) + '\x6f' + chr(100) + chr(0b1100101))('\165' + chr(116) + chr(0b1100110) + '\x2d' + chr(56)))(YTpREQbDGwjY, x79j41uaWkvy, s3Y2XmaHpP0b, uKJKd4mmydjp, _3y2rZ9XLML8, OaeQQCPlMVAZ, n_cores=UhjKQRobYgMK) roI3spqORKae(Iq4fgxO0wlkK, roI3spqORKae(ES5oEprVxulp(b'\xc96\n^\x82$\x9c\xf9\x1c\xfb\xf1]'), chr(3451 - 3351) + '\145' + '\143' + chr(0b1101111) + chr(3153 - 3053) + chr(1914 - 1813))(chr(0b1110101) + '\164' + chr(102) + chr(0b11100 + 0o21) + chr(0b111000)))(uKJKd4mmydjp, _3y2rZ9XLML8, OaeQQCPlMVAZ, RPXslch_nxwi) HSXkyVD72_bm[whwzl4LhvM_u] = Iq4fgxO0wlkK roI3spqORKae(OX4qgTYasRG3, roI3spqORKae(ES5oEprVxulp(b'\xf2\n:\x1f\xab\x08\xac\xe2\x12\xee\xc1\x0e'), chr(100) + chr(7383 - 7282) + chr(1074 - 975) + chr(3989 - 3878) + chr(0b1100100) + chr(0b1100101))(chr(117) + chr(5932 - 5816) + chr(8347 - 8245) + chr(45) + chr(840 - 784)))(roI3spqORKae(Iq4fgxO0wlkK, roI3spqORKae(ES5oEprVxulp(b'\xdd;\x1dt\xb2\x0c\x88\xf8\n\xe0\xf7B'), chr(100) + chr(0b1011001 + 0o14) + '\x63' + chr(0b1101111) + chr(8441 - 8341) + '\x65')(chr(0b1010001 + 0o44) + chr(0b1111 + 0o145) + '\x66' + chr(45) + '\070'))()[roI3spqORKae(ES5oEprVxulp(b"\xd8;\x1a_\x8c\x19\x8a\xe1'\xe0\xf7XzRg.\xbd\x83"), chr(0b1100100) + '\x65' + chr(0b1100011) + '\157' + chr(100) + '\x65')(chr(0b1110101) + chr(1707 - 1591) + chr(6837 - 6735) + '\x2d' + chr(0b111000))]) hXMPsSrOQzbh.aof1V7ZJiHmd = HSXkyVD72_bm if LXlaZ8sDDQNP: Iq4fgxO0wlkK = aZTCj4v5QdfO.deepcopy(hXMPsSrOQzbh._concise_model) Iq4fgxO0wlkK.PpddZa9YPxCY[roI3spqORKae(ES5oEprVxulp(b'\xd4\x01\x0c[\xbc\x0c\x83\xfe'), chr(385 - 285) + chr(0b11011 + 0o112) + '\143' + '\157' + chr(6997 - 6897) + chr(0b1100101))(chr(1516 - 1399) + chr(0b1110100) + chr(0b1100110) + '\055' + chr(2665 - 2609))] = nzTpIcepk0o8(nDF4gVNx0u9Q.array(OX4qgTYasRG3).JE1frtxECu3x()) v8jsMqaYV6U2(roI3spqORKae(ES5oEprVxulp(b'\xce,\x08E\xba\x01\x82\xe3\x1f\xa1\xf3WJUv-\xfe\x86\x9a\xf5\x91[\xb4\xe05i+(I\xf0\x0f\xa0)\xact\xb7\xc1\xa2\x96'), chr(0b100101 + 0o77) + chr(798 - 697) + '\143' + chr(0b100001 + 0o116) + '\144' + chr(101))('\x75' + '\164' + '\x66' + '\x2d' + chr(0b111000)) + N9zlRy29S1SS(roI3spqORKae(Iq4fgxO0wlkK, roI3spqORKae(ES5oEprVxulp(b'\xea.\rO\x89\x0e\xd2\xd4(\xf9\xd7b'), chr(0b1100100) + '\145' + '\x63' + chr(111) + chr(100) + '\145')(chr(0b111111 + 0o66) + '\164' + '\146' + '\055' + chr(2166 - 2110)))[roI3spqORKae(ES5oEprVxulp(b'\xd4\x01\x0c[\xbc\x0c\x83\xfe'), chr(100) + '\x65' + chr(0b1100011) + chr(0b1000 + 0o147) + chr(0b111010 + 0o52) + '\145')('\165' + '\x74' + '\x66' + '\x2d' + '\070')])) roI3spqORKae(Iq4fgxO0wlkK, roI3spqORKae(ES5oEprVxulp(b'\xce,\x08B\xbd'), '\x64' + chr(7450 - 7349) + chr(99) + '\x6f' + chr(100) + '\x65')(chr(117) + '\x74' + '\146' + chr(0b101101) + chr(2733 - 2677)))(XF1Fc6rpk6dt, tsyHUuUcCm_k, Fi3yzxctM1zW, n_cores=UhjKQRobYgMK) roI3spqORKae(Iq4fgxO0wlkK, roI3spqORKae(ES5oEprVxulp(b'\xc96\n^\x82$\x9c\xf9\x1c\xfb\xf1]'), chr(100) + '\145' + '\143' + '\x6f' + chr(5633 - 5533) + chr(0b1100101))(chr(8909 - 8792) + chr(0b1010101 + 0o37) + chr(0b1100110) + chr(1764 - 1719) + chr(1648 - 1592)))(XF1Fc6rpk6dt, tsyHUuUcCm_k, Fi3yzxctM1zW, Qj8pbtqjM43I) hXMPsSrOQzbh.gDx_7i6jKzwI = Iq4fgxO0wlkK
gagneurlab/concise
concise/legacy/concise.py
ConciseCV.get_CV_prediction
def get_CV_prediction(self): """ Returns: np.ndarray: Predictions on the hold-out folds (unseen data, corresponds to :py:attr:`y`). """ # TODO: get it from the test_prediction ... # test_id, prediction # sort by test_id predict_vec = np.zeros((self._n_rows, self._concise_model._num_tasks)) for fold, train, test in self._kf: acc = self._cv_model[fold].get_accuracy() predict_vec[test, :] = acc["y_test_prediction"] return predict_vec
python
def get_CV_prediction(self): """ Returns: np.ndarray: Predictions on the hold-out folds (unseen data, corresponds to :py:attr:`y`). """ # TODO: get it from the test_prediction ... # test_id, prediction # sort by test_id predict_vec = np.zeros((self._n_rows, self._concise_model._num_tasks)) for fold, train, test in self._kf: acc = self._cv_model[fold].get_accuracy() predict_vec[test, :] = acc["y_test_prediction"] return predict_vec
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Returns: np.ndarray: Predictions on the hold-out folds (unseen data, corresponds to :py:attr:`y`).
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1267-L1279
train
Returns the predicted test_prediction for all hold - out folds.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + chr(11116 - 11005) + '\x33' + chr(55) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(0b100000 + 0o20) + '\157' + chr(0b110010) + '\x30', 0o10), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(111) + '\x32' + chr(0b11001 + 0o35) + chr(0b110010 + 0o1), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110100) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(103 - 53) + chr(0b111 + 0o55) + '\x33', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(49) + '\x33' + '\x32', 24281 - 24273), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110010) + chr(0b10011 + 0o40) + '\063', 0o10), nzTpIcepk0o8(chr(400 - 352) + chr(111) + chr(0b110011) + chr(0b110001) + '\064', 24015 - 24007), nzTpIcepk0o8(chr(0b10010 + 0o36) + '\x6f' + chr(49) + chr(0b110011) + '\063', 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(0b101111 + 0o4) + '\x32' + '\x37', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b10 + 0o63) + chr(267 - 212), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\x32' + chr(0b110010) + chr(1516 - 1467), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(51) + '\060' + '\064', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\061' + chr(0b1110 + 0o46) + '\x30', 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b110010) + '\x36' + chr(0b110 + 0o54), 0b1000), nzTpIcepk0o8('\060' + chr(4306 - 4195) + chr(51) + chr(0b110011) + chr(1972 - 1921), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(1599 - 1550) + '\x36' + '\x37', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(292 - 242) + '\x36' + '\064', ord("\x08")), nzTpIcepk0o8('\060' + chr(10552 - 10441) + '\061' + chr(53) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(12257 - 12146) + chr(1019 - 969) + chr(0b10111 + 0o34) + chr(661 - 611), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(703 - 654) + chr(53) + '\063', 0b1000), nzTpIcepk0o8('\060' + chr(11962 - 11851) + chr(0b10000 + 0o42) + chr(2282 - 2230) + chr(0b1100 + 0o47), 8), nzTpIcepk0o8(chr(0b10100 + 0o34) + '\x6f' + chr(0b1100 + 0o45) + '\062' + chr(0b110101), 0o10), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(7615 - 7504) + '\063' + chr(51) + '\066', 0o10), nzTpIcepk0o8(chr(176 - 128) + chr(111) + chr(0b101110 + 0o3) + '\x35' + '\x36', 0b1000), nzTpIcepk0o8(chr(0b111 + 0o51) + chr(1713 - 1602) + chr(0b100 + 0o57) + chr(55) + chr(0b100011 + 0o16), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(699 - 588) + chr(0b110111) + chr(0b110000 + 0o5), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + '\063' + chr(0b11111 + 0o27) + chr(1512 - 1460), 54397 - 54389), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\061' + '\062' + chr(0b110100), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(579 - 529) + '\061' + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(111) + chr(0b110011) + chr(0b110010) + '\x31', 31954 - 31946), nzTpIcepk0o8('\060' + chr(9696 - 9585) + chr(1131 - 1079) + chr(0b110000 + 0o4), 8169 - 8161), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x32' + chr(0b110100) + chr(0b101011 + 0o6), 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\x32' + chr(51) + chr(1676 - 1623), 10167 - 10159), nzTpIcepk0o8(chr(1367 - 1319) + chr(0b1101001 + 0o6) + chr(1253 - 1202) + chr(0b110000) + chr(54), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1010000 + 0o37) + '\063' + chr(0b100101 + 0o20) + '\063', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\x36' + chr(0b110000), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + '\x36' + chr(0b100101 + 0o22), 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(51) + chr(0b110011) + chr(0b1111 + 0o44), 8), nzTpIcepk0o8('\x30' + chr(0b10110 + 0o131) + chr(0b110011) + '\x31' + chr(555 - 502), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x35' + chr(48), 18926 - 18918)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xd6'), chr(0b1100100) + chr(0b1100101) + chr(0b110 + 0o135) + chr(0b1101111) + chr(1932 - 1832) + '\145')(chr(0b1001010 + 0o53) + '\x74' + chr(0b1001001 + 0o35) + chr(0b101101) + chr(0b100110 + 0o22)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def mQo1eWzyP86Z(hXMPsSrOQzbh): S3hqnfqswgc1 = nDF4gVNx0u9Q.UmwwEp7MzR6q((hXMPsSrOQzbh.LrJdSN7lyakY, hXMPsSrOQzbh._concise_model._num_tasks)) for (whwzl4LhvM_u, dPmtNHTIAOfd, lGTavdCofTYw) in roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xa9E\xcaf\xe0\x03\xf6\x88j\xa1K\xc0'), chr(100) + '\145' + '\143' + chr(0b110101 + 0o72) + chr(7097 - 6997) + chr(0b1100101))(chr(0b1001000 + 0o55) + '\x74' + chr(9083 - 8981) + chr(0b101101) + chr(0b101001 + 0o17))): y112rWHAKA4R = hXMPsSrOQzbh._cv_model[whwzl4LhvM_u].get_accuracy() S3hqnfqswgc1[lGTavdCofTYw, :] = y112rWHAKA4R[roI3spqORKae(ES5oEprVxulp(b'\x81O\xc7F\xd0.\xc4\xbc)\xb2K\xf8\xa7\x14\xdb\xb4\x19'), '\x64' + '\145' + chr(0b1100011) + '\157' + '\144' + '\145')(chr(0b110100 + 0o101) + chr(0b101101 + 0o107) + chr(0b1 + 0o145) + '\x2d' + '\x38')] return S3hqnfqswgc1
gagneurlab/concise
concise/legacy/concise.py
ConciseCV.get_CV_accuracy
def get_CV_accuracy(self): """ Returns: float: Prediction accuracy in CV. """ accuracy = {} for fold, train, test in self._kf: acc = self._cv_model[fold].get_accuracy() accuracy[fold] = acc["test_acc_final"] return accuracy
python
def get_CV_accuracy(self): """ Returns: float: Prediction accuracy in CV. """ accuracy = {} for fold, train, test in self._kf: acc = self._cv_model[fold].get_accuracy() accuracy[fold] = acc["test_acc_final"] return accuracy
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Returns: float: Prediction accuracy in CV.
[ "Returns", ":", "float", ":", "Prediction", "accuracy", "in", "CV", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1281-L1290
train
Returns the prediction accuracy in CV.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(269 - 221) + chr(0b1101111) + chr(0b110001) + '\060', 0b1000), nzTpIcepk0o8(chr(1672 - 1624) + chr(0b1101111) + '\061' + chr(0b110001 + 0o6) + '\064', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + '\062' + chr(0b110011 + 0o1) + chr(2094 - 2040), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + '\061' + chr(1050 - 998) + chr(1110 - 1058), ord("\x08")), nzTpIcepk0o8(chr(0b101000 + 0o10) + chr(0b110010 + 0o75) + chr(1332 - 1283) + chr(52) + '\x35', 64298 - 64290), nzTpIcepk0o8(chr(48) + chr(0b1001100 + 0o43) + chr(0b101001 + 0o10) + chr(55) + chr(0b110001), 0b1000), nzTpIcepk0o8('\060' + chr(0b11010 + 0o125) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\063' + chr(2666 - 2611) + chr(0b100001 + 0o23), 0b1000), nzTpIcepk0o8('\060' + chr(8387 - 8276) + '\063' + chr(1953 - 1903) + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x33' + chr(0b10101 + 0o35) + chr(49), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1011000 + 0o27) + chr(50) + chr(0b110000) + chr(48), 0o10), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b1101111) + chr(0b110100) + '\x31', 0o10), nzTpIcepk0o8(chr(549 - 501) + '\157' + chr(53) + chr(0b1111 + 0o46), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b101100 + 0o7) + '\063' + chr(2408 - 2355), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(5451 - 5340) + chr(1557 - 1508) + chr(51), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\062' + chr(0b110011) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(111) + chr(0b110001) + chr(0b110101) + '\x36', 0o10), nzTpIcepk0o8(chr(593 - 545) + chr(111) + chr(803 - 752) + '\x30' + '\060', 10979 - 10971), nzTpIcepk0o8('\060' + chr(0b1001100 + 0o43) + chr(51) + '\x33' + chr(2314 - 2262), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110101) + chr(0b11100 + 0o33), 0b1000), nzTpIcepk0o8('\060' + chr(3827 - 3716) + '\x35' + '\062', 610 - 602), nzTpIcepk0o8(chr(365 - 317) + chr(111) + chr(51), 0o10), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(8224 - 8113) + '\x32' + chr(48) + '\x35', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x32' + chr(0b100100 + 0o22) + '\x37', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b11111 + 0o26) + chr(55), 8), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(50) + chr(0b110010) + '\x32', 0o10), nzTpIcepk0o8(chr(820 - 772) + chr(0b111100 + 0o63) + chr(0b110101) + chr(209 - 161), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1011111 + 0o20) + chr(51) + chr(48) + chr(53), 40744 - 40736), nzTpIcepk0o8('\x30' + chr(4202 - 4091) + chr(50) + '\x35' + chr(0b10000 + 0o47), 0o10), nzTpIcepk0o8(chr(2109 - 2061) + chr(0b1101111) + chr(208 - 157) + '\065' + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(0b1110 + 0o42) + '\x6f' + '\x33' + chr(2056 - 2005) + chr(0b110100 + 0o1), 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + chr(0b10 + 0o61) + '\063', ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + '\066' + chr(530 - 475), ord("\x08")), nzTpIcepk0o8(chr(0b10 + 0o56) + '\157' + chr(2365 - 2314) + '\061' + '\x37', 0o10), nzTpIcepk0o8(chr(1702 - 1654) + chr(0b1101111) + chr(0b110111), 30880 - 30872), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110011) + '\062' + chr(75 - 25), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(0b100001 + 0o22) + '\062' + chr(0b100100 + 0o23), 8), nzTpIcepk0o8('\x30' + '\157' + '\062' + chr(0b110100) + chr(0b1000 + 0o56), 8), nzTpIcepk0o8(chr(0b110000) + chr(8262 - 8151) + '\061' + '\062' + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(4051 - 3940) + '\063' + chr(0b110001) + chr(1251 - 1203), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b10010 + 0o36) + '\x6f' + chr(53) + chr(0b110000), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'&'), chr(9308 - 9208) + chr(0b1100101) + chr(99) + chr(111) + chr(100) + chr(0b1100101))(chr(1874 - 1757) + chr(0b1001001 + 0o53) + chr(102) + '\055' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Y2sbU4qSka2R(hXMPsSrOQzbh): OLVDH7uo8Qkh = {} for (whwzl4LhvM_u, dPmtNHTIAOfd, lGTavdCofTYw) in roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'Y)\xdf!& i\xb8\xe6\xa7\xe4p'), '\x64' + chr(0b1 + 0o144) + chr(0b1100011) + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(117) + chr(116) + '\x66' + chr(1625 - 1580) + chr(1279 - 1223))): y112rWHAKA4R = hXMPsSrOQzbh._cv_model[whwzl4LhvM_u].get_accuracy() OLVDH7uo8Qkh[whwzl4LhvM_u] = y112rWHAKA4R[roI3spqORKae(ES5oEprVxulp(b'|\x19\xd5\x10:\x18g\x9f\x88\xb7\xe9OL\xb1'), chr(100) + chr(250 - 149) + chr(0b1011001 + 0o12) + '\x6f' + chr(0b1100100) + chr(0b10 + 0o143))(chr(2995 - 2878) + chr(116) + chr(102) + chr(1745 - 1700) + chr(0b11001 + 0o37))] return OLVDH7uo8Qkh
gagneurlab/concise
concise/legacy/concise.py
ConciseCV.to_dict
def to_dict(self): """ Returns: dict: ConciseCV represented as a dictionary. """ param = { "n_folds": self._n_folds, "n_rows": self._n_rows, "use_stored_folds": self._use_stored_folds } if self._concise_global_model is None: trained_global_model = None else: trained_global_model = self._concise_global_model.to_dict() obj_dict = {"param": param, "folds": self._kf, "init_model": self._concise_model.to_dict(), "trained_global_model": trained_global_model, "output": {fold: model.to_dict() for fold, model in self.get_CV_models().items()} } return obj_dict
python
def to_dict(self): """ Returns: dict: ConciseCV represented as a dictionary. """ param = { "n_folds": self._n_folds, "n_rows": self._n_rows, "use_stored_folds": self._use_stored_folds } if self._concise_global_model is None: trained_global_model = None else: trained_global_model = self._concise_global_model.to_dict() obj_dict = {"param": param, "folds": self._kf, "init_model": self._concise_model.to_dict(), "trained_global_model": trained_global_model, "output": {fold: model.to_dict() for fold, model in self.get_CV_models().items()} } return obj_dict
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Returns: dict: ConciseCV represented as a dictionary.
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1306-L1328
train
Returns a dictionary representation of the ConciseCV.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b111 + 0o51) + chr(0b1101111) + chr(49) + chr(0b110011) + chr(49), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(50) + chr(0b110001) + chr(48), 43704 - 43696), nzTpIcepk0o8(chr(1452 - 1404) + chr(111) + chr(211 - 160) + chr(0b110100) + chr(0b1 + 0o66), 0o10), nzTpIcepk0o8(chr(48) + chr(3150 - 3039) + chr(0b110001) + chr(1130 - 1082) + chr(0b11001 + 0o33), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x33' + chr(51) + chr(0b110101 + 0o2), 12164 - 12156), nzTpIcepk0o8(chr(48) + chr(5353 - 5242) + chr(51) + chr(0b110000) + '\x35', 48996 - 48988), nzTpIcepk0o8(chr(0b11011 + 0o25) + '\157' + '\062' + chr(0b0 + 0o63) + chr(0b110000), ord("\x08")), nzTpIcepk0o8(chr(0b11011 + 0o25) + '\157' + '\062' + '\065' + chr(2496 - 2445), 0o10), nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(0b1101111) + '\x31' + chr(0b110111) + '\065', 59583 - 59575), nzTpIcepk0o8(chr(0b110000) + chr(5541 - 5430) + chr(0b110010) + chr(0b110010) + '\065', 0b1000), nzTpIcepk0o8(chr(185 - 137) + '\x6f' + chr(0b10110 + 0o35) + '\060' + chr(0b110000 + 0o5), 8), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\062' + chr(0b110010) + '\060', 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(1787 - 1738) + '\064' + chr(0b110001), 0b1000), nzTpIcepk0o8('\060' + chr(7147 - 7036) + '\x33' + chr(0b101111 + 0o5), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b110011 + 0o74) + chr(0b110 + 0o54) + '\064' + chr(1339 - 1290), 0o10), nzTpIcepk0o8(chr(1443 - 1395) + chr(0b1101111) + '\x32' + chr(1666 - 1613), ord("\x08")), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(0b1101111) + chr(1785 - 1736) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(190 - 140) + chr(1715 - 1667) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(9038 - 8927) + '\063' + chr(51), 0o10), nzTpIcepk0o8(chr(1023 - 975) + chr(0b100101 + 0o112) + chr(0b110001) + chr(0b110110) + chr(1002 - 951), 51015 - 51007), nzTpIcepk0o8(chr(784 - 736) + chr(111) + '\063' + chr(0b110100) + '\065', ord("\x08")), nzTpIcepk0o8(chr(1496 - 1448) + '\157' + chr(0b110010) + chr(0b110110) + chr(316 - 264), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1001 + 0o146) + '\x33' + '\x36' + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(4190 - 4079) + chr(996 - 947) + chr(0b11000 + 0o30) + '\060', 16969 - 16961), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + chr(0b110000) + chr(0b110101), 45835 - 45827), nzTpIcepk0o8(chr(0b1 + 0o57) + '\x6f' + '\x32' + '\065' + chr(1070 - 1017), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x33' + '\065' + chr(49), 0o10), nzTpIcepk0o8(chr(48) + '\157' + '\x31' + chr(1681 - 1626) + '\x33', 10766 - 10758), nzTpIcepk0o8('\060' + chr(0b1010011 + 0o34) + '\x33' + chr(0b110000) + chr(0b11110 + 0o30), 11654 - 11646), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x32' + chr(0b110011) + chr(0b100101 + 0o15), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1001101 + 0o42) + chr(0b10001 + 0o42) + chr(0b110000) + chr(1216 - 1168), 0b1000), nzTpIcepk0o8('\060' + chr(11393 - 11282) + chr(721 - 671) + chr(0b11100 + 0o25) + chr(0b110000 + 0o1), 59149 - 59141), nzTpIcepk0o8(chr(474 - 426) + '\x6f' + chr(0b10001 + 0o42) + chr(0b100101 + 0o17) + chr(0b110111), 8), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(0b10000 + 0o137) + chr(51) + '\x37' + chr(0b100110 + 0o14), 0b1000), nzTpIcepk0o8('\x30' + chr(0b101110 + 0o101) + chr(0b110011) + chr(2479 - 2424) + chr(0b10110 + 0o32), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110011) + '\061' + chr(0b110000), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x34' + chr(50), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(1705 - 1656) + chr(597 - 546) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(7546 - 7435) + chr(49) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(50) + chr(2430 - 2377) + '\067', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b10001 + 0o37) + '\x6f' + chr(2295 - 2242) + chr(48), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'w'), chr(100) + '\145' + '\x63' + '\157' + chr(0b1100100) + chr(5047 - 4946))('\165' + chr(116) + chr(0b1100100 + 0o2) + '\x2d' + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def WMDtuwiW7UsC(hXMPsSrOQzbh): BDr7SxpOFXwl = {roI3spqORKae(ES5oEprVxulp(b'7\xd7\x81+\xb3\xa1\xeb'), chr(0b1100100) + '\145' + chr(8535 - 8436) + chr(0b111 + 0o150) + chr(0b110 + 0o136) + chr(0b111011 + 0o52))('\165' + chr(116) + chr(2561 - 2459) + '\x2d' + '\070'): hXMPsSrOQzbh.dk2y_snE2bkP, roI3spqORKae(ES5oEprVxulp(b'7\xd7\x95+\xa8\xb6'), chr(100) + chr(0b101101 + 0o70) + chr(0b1100011) + '\x6f' + chr(0b1100100) + '\145')(chr(0b1110101) + chr(116) + chr(0b111110 + 0o50) + '\x2d' + '\070'): hXMPsSrOQzbh.LrJdSN7lyakY, roI3spqORKae(ES5oEprVxulp(b',\xfb\x82\x1b\xac\xb1\xf7\xd9\x18\xf1\x9a\xf6\x0ep\xc5f'), '\144' + chr(0b1100101) + chr(7655 - 7556) + chr(0b100111 + 0o110) + chr(100) + '\145')('\x75' + chr(116) + chr(102) + chr(668 - 623) + '\070'): hXMPsSrOQzbh.k1oUvdSEfbRH} if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'>\xcc\x9f\x1b\xe8\xac\xae\xc16\xef\xb2\xd9'), chr(100) + chr(0b1000111 + 0o36) + chr(99) + chr(111) + chr(0b1100100) + '\145')(chr(0b1100011 + 0o22) + chr(0b1110100) + chr(0b1100110) + '\x2d' + chr(1280 - 1224))) is None: G91i4wuPHxIY = None else: G91i4wuPHxIY = hXMPsSrOQzbh._concise_global_model.to_dict() bosuODBggRL2 = {roI3spqORKae(ES5oEprVxulp(b')\xe9\x95%\xb2'), chr(0b1100100) + '\145' + '\x63' + '\x6f' + chr(0b1010000 + 0o24) + chr(0b1100101))('\165' + '\164' + '\146' + chr(0b101101) + chr(0b111000)): BDr7SxpOFXwl, roI3spqORKae(ES5oEprVxulp(b'?\xe7\x8b \xac'), chr(3218 - 3118) + chr(9972 - 9871) + chr(0b1010011 + 0o20) + chr(0b11 + 0o154) + chr(5040 - 4940) + chr(0b1100101))(chr(117) + chr(9996 - 9880) + '\x66' + '\x2d' + '\x38'): hXMPsSrOQzbh.QUyECYmD1vdQ, roI3spqORKae(ES5oEprVxulp(b'0\xe6\x8e0\x80\xa8\xf7\xcf\x18\xf9'), chr(0b1100100) + '\145' + chr(0b1100011) + '\157' + chr(100) + chr(101))('\165' + chr(116) + '\x66' + chr(684 - 639) + chr(0b111000)): hXMPsSrOQzbh._concise_model.to_dict(), roI3spqORKae(ES5oEprVxulp(b'-\xfa\x86-\xb1\xa0\xfc\xf4\x1a\xf9\xaa\xf2\x00p\xfexd\xe5~\x1f'), chr(1408 - 1308) + chr(0b10010 + 0o123) + chr(99) + chr(0b1101111) + chr(0b1100100) + chr(5764 - 5663))(chr(117) + '\164' + '\x66' + chr(0b10000 + 0o35) + chr(56)): G91i4wuPHxIY, roI3spqORKae(ES5oEprVxulp(b'6\xfd\x934\xaa\xb1'), chr(0b110 + 0o136) + chr(0b1100101) + chr(0b111001 + 0o52) + chr(0b1001000 + 0o47) + '\144' + chr(101))(chr(11423 - 11306) + '\x74' + chr(2128 - 2026) + chr(0b101101) + chr(56)): {whwzl4LhvM_u: KW0sEfjlgNpM.to_dict() for (whwzl4LhvM_u, KW0sEfjlgNpM) in hXMPsSrOQzbh.get_CV_models().Y_nNEzH43vXi()}} return bosuODBggRL2
gagneurlab/concise
concise/legacy/concise.py
ConciseCV.from_dict
def from_dict(cls, obj_dict): """ Load the object from a dictionary (produced with :py:func:`ConciseCV.to_dict`) Returns: ConciseCV: Loaded ConciseCV object. """ default_model = Concise() cvdc = ConciseCV(default_model) cvdc._from_dict(obj_dict) return cvdc
python
def from_dict(cls, obj_dict): """ Load the object from a dictionary (produced with :py:func:`ConciseCV.to_dict`) Returns: ConciseCV: Loaded ConciseCV object. """ default_model = Concise() cvdc = ConciseCV(default_model) cvdc._from_dict(obj_dict) return cvdc
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Load the object from a dictionary (produced with :py:func:`ConciseCV.to_dict`) Returns: ConciseCV: Loaded ConciseCV object.
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1331-L1340
train
Load the object from a dictionary.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + chr(144 - 33) + chr(0b110010) + '\067' + '\067', 0o10), nzTpIcepk0o8(chr(1738 - 1690) + chr(0b1101101 + 0o2) + '\x32' + chr(0b110110) + chr(0b100011 + 0o23), 41218 - 41210), nzTpIcepk0o8(chr(48) + chr(0b11100 + 0o123) + '\x32' + chr(1519 - 1468) + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(804 - 755) + chr(0b110000) + chr(2535 - 2481), 0o10), nzTpIcepk0o8(chr(0b10100 + 0o34) + '\x6f' + chr(51) + '\066', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110110) + '\062', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + chr(2046 - 1991) + chr(0b110100 + 0o2), 0b1000), nzTpIcepk0o8(chr(0b10011 + 0o35) + '\x6f' + chr(49) + chr(1527 - 1478) + chr(0b1101 + 0o45), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b101010 + 0o10) + chr(2388 - 2335) + chr(0b11000 + 0o36), ord("\x08")), nzTpIcepk0o8('\060' + chr(6098 - 5987) + '\063' + chr(55) + '\066', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(993 - 943) + chr(0b110010) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(1577 - 1529) + '\157' + chr(0b110010) + chr(1208 - 1156) + chr(51), 65059 - 65051), nzTpIcepk0o8(chr(875 - 827) + '\157' + '\x31' + chr(0b110011 + 0o2) + chr(2363 - 2313), 25514 - 25506), nzTpIcepk0o8('\060' + chr(0b1101111 + 0o0) + '\066' + '\061', 25540 - 25532), nzTpIcepk0o8(chr(48) + chr(11379 - 11268) + '\067' + chr(62 - 13), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b11001 + 0o31) + chr(462 - 413) + '\064', 38349 - 38341), nzTpIcepk0o8(chr(48) + chr(0b1101 + 0o142) + chr(1959 - 1909) + chr(0b1011 + 0o53), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(11671 - 11560) + '\062' + '\061' + chr(2374 - 2325), 60933 - 60925), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b10 + 0o57) + chr(984 - 934) + '\x37', 0b1000), nzTpIcepk0o8(chr(926 - 878) + chr(111) + '\060', 0b1000), nzTpIcepk0o8(chr(796 - 748) + chr(0b11101 + 0o122) + chr(0b110010) + chr(50) + chr(0b110110), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110001) + chr(0b10001 + 0o42) + chr(49), 12691 - 12683), nzTpIcepk0o8('\060' + '\x6f' + '\x33' + chr(1163 - 1109) + chr(0b110110), 19848 - 19840), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(2008 - 1959) + chr(53), ord("\x08")), nzTpIcepk0o8(chr(0b11 + 0o55) + '\157' + chr(0b110001) + chr(0b1001 + 0o52) + chr(0b100110 + 0o21), 23116 - 23108), nzTpIcepk0o8(chr(0b1010 + 0o46) + chr(8807 - 8696) + chr(51) + chr(2052 - 2003) + chr(51), 9851 - 9843), nzTpIcepk0o8(chr(1184 - 1136) + chr(0b1011111 + 0o20) + '\x32' + chr(2348 - 2299), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110100) + '\061', 45154 - 45146), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + chr(0b110010) + '\x33', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1100001 + 0o16) + '\061' + chr(52) + chr(0b100000 + 0o20), 26111 - 26103), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b10011 + 0o37) + chr(54) + chr(0b100110 + 0o13), 9689 - 9681), nzTpIcepk0o8(chr(0b10010 + 0o36) + '\157' + '\063' + chr(0b110110), 8), nzTpIcepk0o8('\x30' + chr(0b1001111 + 0o40) + chr(1816 - 1767) + chr(50) + chr(0b1100 + 0o50), ord("\x08")), nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(0b1011101 + 0o22) + chr(50) + chr(0b11001 + 0o27) + chr(0b10001 + 0o45), 35009 - 35001), nzTpIcepk0o8(chr(0b110000) + chr(3861 - 3750) + '\x31' + chr(52), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b110101 + 0o72) + '\x31' + chr(0b110000) + '\067', ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + '\x32' + chr(2357 - 2304) + '\x30', 0b1000), nzTpIcepk0o8('\060' + chr(4318 - 4207) + chr(50) + chr(2501 - 2447) + chr(48), 55398 - 55390), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(5053 - 4942) + chr(0b110010) + chr(49) + chr(0b110101), 39027 - 39019), nzTpIcepk0o8('\x30' + chr(4884 - 4773) + chr(0b11101 + 0o25) + chr(853 - 804) + chr(54), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110001 + 0o4) + '\060', ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x91'), chr(0b1100010 + 0o2) + chr(3626 - 3525) + '\143' + chr(0b1011110 + 0o21) + chr(7322 - 7222) + chr(0b1100101))('\x75' + chr(0b101101 + 0o107) + '\146' + chr(0b1000 + 0o45) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def bbbJ3NnlZx1Z(_1vzISbJ_R2i, bosuODBggRL2): jq594Aje09Rf = EtmzwggrVapE() X0qEmUSAOoMD = u60wYFdaJ6Rd(jq594Aje09Rf) roI3spqORKae(X0qEmUSAOoMD, roI3spqORKae(ES5oEprVxulp(b'\xe0\xd0\xea)sm\x1a#\xcd\x8a'), '\x64' + '\145' + chr(0b1100011) + chr(0b1101111) + '\x64' + '\145')(chr(0b1110101) + chr(0b100101 + 0o117) + '\146' + '\x2d' + '\070'))(bosuODBggRL2) return X0qEmUSAOoMD
gagneurlab/concise
concise/legacy/concise.py
ConciseCV._from_dict
def _from_dict(self, obj_dict): """ Initialize a model from the dictionary """ self._n_folds = obj_dict["param"]["n_folds"] self._n_rows = obj_dict["param"]["n_rows"] self._use_stored_folds = obj_dict["param"]["use_stored_folds"] self._concise_model = Concise.from_dict(obj_dict["init_model"]) if obj_dict["trained_global_model"] is None: self._concise_global_model = None else: self._concise_global_model = Concise.from_dict(obj_dict["trained_global_model"]) self._kf = [(fold, np.asarray(train), np.asarray(test)) for fold, train, test in obj_dict["folds"]] self._cv_model = {fold: Concise.from_dict(model_dict) for fold, model_dict in obj_dict["output"].items()}
python
def _from_dict(self, obj_dict): """ Initialize a model from the dictionary """ self._n_folds = obj_dict["param"]["n_folds"] self._n_rows = obj_dict["param"]["n_rows"] self._use_stored_folds = obj_dict["param"]["use_stored_folds"] self._concise_model = Concise.from_dict(obj_dict["init_model"]) if obj_dict["trained_global_model"] is None: self._concise_global_model = None else: self._concise_global_model = Concise.from_dict(obj_dict["trained_global_model"]) self._kf = [(fold, np.asarray(train), np.asarray(test)) for fold, train, test in obj_dict["folds"]] self._cv_model = {fold: Concise.from_dict(model_dict) for fold, model_dict in obj_dict["output"].items()}
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Initialize a model from the dictionary
[ "Initialize", "a", "model", "from", "the", "dictionary" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1342-L1358
train
Initialize a model from a dictionary.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(111) + '\064' + chr(2220 - 2171), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\065' + '\064', 0o10), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(0b111010 + 0o65) + chr(0b1111 + 0o43) + chr(55) + chr(0b11110 + 0o23), 1276 - 1268), nzTpIcepk0o8('\x30' + '\157' + '\x33' + chr(0b110110) + chr(0b100100 + 0o21), 0o10), nzTpIcepk0o8(chr(1334 - 1286) + '\157' + chr(0b1011 + 0o50) + chr(53) + '\065', 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110011) + chr(2111 - 2056) + chr(0b110001), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\064' + chr(0b101001 + 0o14), 0b1000), nzTpIcepk0o8(chr(1725 - 1677) + chr(9639 - 9528) + '\x32' + chr(1155 - 1101) + '\x30', 25123 - 25115), nzTpIcepk0o8(chr(0b10111 + 0o31) + chr(0b110010 + 0o75) + chr(0b110011) + '\x34' + chr(344 - 289), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1698 - 1648) + chr(0b110000) + chr(865 - 814), 0o10), nzTpIcepk0o8('\x30' + chr(0b101010 + 0o105) + chr(49) + '\x34' + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(335 - 287) + '\157' + chr(49) + chr(0b10110 + 0o34) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b100000 + 0o23) + chr(1388 - 1336) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(0b11 + 0o154) + chr(0b110001) + chr(1236 - 1182) + chr(0b10001 + 0o37), 0b1000), nzTpIcepk0o8(chr(2179 - 2131) + chr(0b1101111) + chr(0b100101 + 0o16) + '\x37', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + chr(0b110011) + '\061', 0b1000), nzTpIcepk0o8('\x30' + chr(3653 - 3542) + chr(543 - 489) + chr(2545 - 2494), ord("\x08")), nzTpIcepk0o8(chr(0b10111 + 0o31) + '\x6f' + '\061' + '\060' + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(4685 - 4574) + chr(50) + '\063', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1151 - 1101) + chr(48), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + chr(51) + chr(0b101100 + 0o7), 0o10), nzTpIcepk0o8('\x30' + chr(3102 - 2991) + chr(2510 - 2459) + chr(0b1000 + 0o51) + chr(0b110000 + 0o6), 33262 - 33254), nzTpIcepk0o8(chr(0b10011 + 0o35) + '\157' + '\x32' + '\064' + chr(435 - 380), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(844 - 793) + chr(0b100111 + 0o12) + chr(1366 - 1316), 61783 - 61775), nzTpIcepk0o8('\060' + '\157' + chr(1605 - 1555) + chr(54) + chr(0b110100), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(920 - 870) + chr(0b110000 + 0o7) + '\067', 0b1000), nzTpIcepk0o8('\x30' + '\157' + '\063' + chr(2359 - 2309) + chr(0b110010), 0b1000), nzTpIcepk0o8('\060' + chr(0b110 + 0o151) + '\x33' + chr(0b110001) + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b10000 + 0o41) + '\063' + '\x32', 0o10), nzTpIcepk0o8(chr(0b11100 + 0o24) + '\157' + chr(0b110010) + chr(52) + chr(0b110111), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110010) + '\063' + chr(0b0 + 0o61), 41412 - 41404), nzTpIcepk0o8('\060' + '\157' + '\063' + '\x36' + chr(54), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110100) + '\x30', 0b1000), nzTpIcepk0o8(chr(0b100101 + 0o13) + '\x6f' + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b1001 + 0o47) + chr(5259 - 5148) + chr(49) + chr(49) + chr(1086 - 1035), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(3873 - 3762) + '\062' + chr(0b100001 + 0o21) + chr(0b11111 + 0o27), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110011) + chr(0b101011 + 0o13) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(1982 - 1934) + '\157' + chr(0b110001) + chr(0b10101 + 0o40) + chr(1547 - 1493), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(539 - 490) + chr(1618 - 1565) + '\064', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x31' + chr(0b110001) + chr(2058 - 2003), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + '\x6f' + chr(0b110101) + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x0f'), chr(0b1100100) + chr(0b1100101) + chr(0b1100011) + '\157' + '\x64' + chr(0b1010111 + 0o16))('\x75' + '\164' + '\x66' + chr(2000 - 1955) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def qhfoDck_nzbX(hXMPsSrOQzbh, bosuODBggRL2): hXMPsSrOQzbh.dk2y_snE2bkP = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'QM\xcb\x94\x80'), chr(100) + chr(101) + '\x63' + chr(0b11100 + 0o123) + chr(0b1100100) + chr(6066 - 5965))(chr(117) + chr(0b1001111 + 0o45) + '\146' + chr(45) + chr(0b111000))][roI3spqORKae(ES5oEprVxulp(b'Os\xdf\x9a\x81\x9dV'), chr(0b1100000 + 0o4) + '\x65' + chr(0b1100011) + chr(111) + chr(100) + '\145')(chr(0b111000 + 0o75) + chr(6675 - 6559) + chr(0b1100110) + '\055' + chr(341 - 285))] hXMPsSrOQzbh.LrJdSN7lyakY = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'QM\xcb\x94\x80'), chr(2955 - 2855) + chr(0b1100101) + '\143' + '\157' + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(10057 - 9955) + '\x2d' + chr(56))][roI3spqORKae(ES5oEprVxulp(b'Os\xcb\x9a\x9a\x8a'), chr(0b10110 + 0o116) + chr(101) + chr(2002 - 1903) + chr(111) + '\x64' + chr(101))(chr(0b1110101) + chr(8630 - 8514) + chr(102) + '\055' + '\x38')] hXMPsSrOQzbh.k1oUvdSEfbRH = bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'QM\xcb\x94\x80'), '\x64' + chr(9407 - 9306) + chr(99) + '\157' + chr(100) + '\x65')(chr(117) + chr(11276 - 11160) + chr(0b111010 + 0o54) + '\x2d' + '\070')][roI3spqORKae(ES5oEprVxulp(b'T_\xdc\xaa\x9e\x8dJ\xc2\x82\xe790\x8c\x1c{*'), chr(0b110 + 0o136) + '\145' + chr(0b1100011) + '\157' + chr(6961 - 6861) + '\x65')(chr(4800 - 4683) + chr(116) + chr(0b1100110) + '\x2d' + '\x38')] hXMPsSrOQzbh.XY_qtUmskpBf = EtmzwggrVapE.bbbJ3NnlZx1Z(bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'HB\xd0\x81\xb2\x94J\xd4\x82\xef'), chr(6346 - 6246) + '\x65' + '\x63' + chr(12030 - 11919) + '\x64' + chr(0b1100101))('\x75' + chr(116) + '\146' + chr(45) + chr(2174 - 2118))]) if bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'U^\xd8\x9c\x83\x9cA\xef\x80\xef\t4\x82\x1c@4\\%v|'), chr(100) + chr(0b100001 + 0o104) + chr(99) + chr(111) + '\x64' + chr(101))(chr(117) + chr(5815 - 5699) + '\x66' + '\x2d' + chr(0b111000))] is None: hXMPsSrOQzbh.gDx_7i6jKzwI = None else: hXMPsSrOQzbh.gDx_7i6jKzwI = EtmzwggrVapE.bbbJ3NnlZx1Z(bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'U^\xd8\x9c\x83\x9cA\xef\x80\xef\t4\x82\x1c@4\\%v|'), '\x64' + chr(0b1001101 + 0o30) + '\143' + chr(0b10010 + 0o135) + chr(5039 - 4939) + chr(101))(chr(117) + '\x74' + chr(403 - 301) + chr(0b11101 + 0o20) + chr(56))]) hXMPsSrOQzbh.QUyECYmD1vdQ = [(whwzl4LhvM_u, nDF4gVNx0u9Q.asarray(dPmtNHTIAOfd), nDF4gVNx0u9Q.asarray(lGTavdCofTYw)) for (whwzl4LhvM_u, dPmtNHTIAOfd, lGTavdCofTYw) in bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'GC\xd5\x91\x9e'), '\x64' + chr(101) + chr(5169 - 5070) + '\157' + chr(0b1000010 + 0o42) + chr(0b100101 + 0o100))('\x75' + chr(116) + '\146' + '\055' + chr(56))]] hXMPsSrOQzbh.aof1V7ZJiHmd = {whwzl4LhvM_u: EtmzwggrVapE.bbbJ3NnlZx1Z(qKoQwSlKz2Fe) for (whwzl4LhvM_u, qKoQwSlKz2Fe) in bosuODBggRL2[roI3spqORKae(ES5oEprVxulp(b'NY\xcd\x85\x98\x8d'), chr(100) + chr(0b1 + 0o144) + chr(0b1100011) + '\x6f' + chr(100) + chr(0b1001111 + 0o26))(chr(0b1110101) + '\x74' + chr(0b11110 + 0o110) + chr(0b101101) + chr(0b111000))].Y_nNEzH43vXi()}
gagneurlab/concise
concise/legacy/concise.py
ConciseCV.load
def load(cls, file_path): """ Load the object from a JSON file (saved with :py:func:`ConciseCV.save`) Returns: ConciseCV: Loaded ConciseCV object. """ data = helper.read_json(file_path) return ConciseCV.from_dict(data)
python
def load(cls, file_path): """ Load the object from a JSON file (saved with :py:func:`ConciseCV.save`) Returns: ConciseCV: Loaded ConciseCV object. """ data = helper.read_json(file_path) return ConciseCV.from_dict(data)
[ "def", "load", "(", "cls", ",", "file_path", ")", ":", "data", "=", "helper", ".", "read_json", "(", "file_path", ")", "return", "ConciseCV", ".", "from_dict", "(", "data", ")" ]
Load the object from a JSON file (saved with :py:func:`ConciseCV.save`) Returns: ConciseCV: Loaded ConciseCV object.
[ "Load", "the", "object", "from", "a", "JSON", "file", "(", "saved", "with", ":", "py", ":", "func", ":", "ConciseCV", ".", "save", ")" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/legacy/concise.py#L1370-L1378
train
Load the object from a JSON file.
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1825) + chr(0b1011000 + 0o27) + chr(0b110010 + 0o1) + chr(0b110111) + chr(0b1000 + 0o50), 0b1000), nzTpIcepk0o8('\060' + chr(326 - 215) + '\061' + '\060' + chr(0b110010), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110011) + chr(51) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x31' + chr(0b10011 + 0o41) + chr(0b100110 + 0o12), 0o10), nzTpIcepk0o8('\x30' + chr(111) + '\x31' + chr(53) + chr(0b100010 + 0o24), 0o10), nzTpIcepk0o8(chr(0b10100 + 0o34) + '\157' + chr(0b110001) + '\x36' + chr(0b110101), 0b1000), nzTpIcepk0o8('\060' + '\157' + '\x31' + chr(53) + '\x30', 0b1000), nzTpIcepk0o8(chr(779 - 731) + chr(111) + chr(50) + chr(0b110011) + '\064', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\063' + '\060' + '\x37', 0b1000), nzTpIcepk0o8('\x30' + chr(1109 - 998) + '\063' + chr(55) + chr(0b110011), 28653 - 28645), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110011) + chr(0b110101) + '\066', ord("\x08")), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b1101001 + 0o6) + chr(0b1010 + 0o51) + chr(0b10000 + 0o47), 61365 - 61357), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110001) + '\x31' + chr(0b10 + 0o65), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x31' + chr(1740 - 1685) + chr(55), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b10011 + 0o134) + '\063' + '\x37' + '\067', 33553 - 33545), nzTpIcepk0o8(chr(0b110000) + chr(0b11110 + 0o121) + chr(429 - 380) + chr(0b110101) + chr(248 - 196), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(55) + chr(48), 36765 - 36757), nzTpIcepk0o8('\060' + chr(111) + chr(0b110001) + '\x30' + chr(0b110010), 8), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b1101111) + '\x32' + '\067' + chr(0b10101 + 0o33), 8489 - 8481), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(0b1101111) + chr(2056 - 2006) + chr(53) + chr(48), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b10011 + 0o40) + '\x33' + '\x33', 8), nzTpIcepk0o8(chr(48) + chr(0b100100 + 0o113) + chr(51) + chr(0b11011 + 0o30) + '\063', 8), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b101010 + 0o7) + chr(54) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(492 - 444) + chr(0b101111 + 0o100) + chr(0b110010) + chr(0b11 + 0o61) + chr(52), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110010) + chr(0b100000 + 0o22), 0o10), nzTpIcepk0o8(chr(924 - 876) + chr(0b1101111) + '\x32' + '\x35' + chr(48), 8), nzTpIcepk0o8(chr(1829 - 1781) + chr(0b10011 + 0o134) + '\067' + chr(52), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(2332 - 2282) + chr(110 - 56) + chr(2041 - 1991), ord("\x08")), nzTpIcepk0o8(chr(1224 - 1176) + '\x6f' + chr(50) + chr(0b111 + 0o51) + chr(0b1000 + 0o52), 20968 - 20960), nzTpIcepk0o8(chr(48) + chr(0b1100111 + 0o10) + '\x32' + '\x31', 8), nzTpIcepk0o8(chr(0b1 + 0o57) + '\157' + chr(0b11011 + 0o26) + '\067' + chr(55), 8), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b1101111) + '\x33' + chr(0b1001 + 0o53), 30467 - 30459), nzTpIcepk0o8('\060' + '\157' + chr(0b110000 + 0o1) + chr(2467 - 2416) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(1541 - 1493) + chr(3173 - 3062) + chr(49) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(1356 - 1308) + chr(0b10 + 0o155) + chr(1770 - 1720) + '\x31' + '\x34', 8911 - 8903), nzTpIcepk0o8(chr(570 - 522) + '\157' + '\x31' + chr(0b110000) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(1782 - 1734) + chr(9277 - 9166) + chr(49) + chr(0b11101 + 0o26) + chr(53), ord("\x08")), nzTpIcepk0o8(chr(1110 - 1062) + chr(0b11 + 0o154) + '\x37' + '\x31', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b100010 + 0o16) + '\157' + '\065' + '\060', 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'?'), '\x64' + chr(1711 - 1610) + '\143' + chr(0b1110 + 0o141) + chr(0b1001 + 0o133) + chr(101))(chr(0b1110101) + chr(0b1101001 + 0o13) + '\x66' + chr(45) + chr(535 - 479)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ZERsdc7c1d8E(_1vzISbJ_R2i, FQgy_W0Nc99x): FfKOThdpoDTb = tqyqU6jLWlkN.read_json(FQgy_W0Nc99x) return roI3spqORKae(u60wYFdaJ6Rd, roI3spqORKae(ES5oEprVxulp(b'sY\x9a\x08\xe8.\x00\x192\xe4\xf6\xa1'), chr(0b10011 + 0o121) + chr(0b1100101) + '\x63' + chr(111) + '\144' + chr(0b1100101))(chr(0b1011010 + 0o33) + chr(116) + chr(102) + chr(45) + '\x38'))(FfKOThdpoDTb)
gagneurlab/concise
concise/utils/pwm.py
pwm_array2pssm_array
def pwm_array2pssm_array(arr, background_probs=DEFAULT_BASE_BACKGROUND): """Convert pwm array to pssm array """ b = background_probs2array(background_probs) b = b.reshape([1, 4, 1]) return np.log(arr / b).astype(arr.dtype)
python
def pwm_array2pssm_array(arr, background_probs=DEFAULT_BASE_BACKGROUND): """Convert pwm array to pssm array """ b = background_probs2array(background_probs) b = b.reshape([1, 4, 1]) return np.log(arr / b).astype(arr.dtype)
[ "def", "pwm_array2pssm_array", "(", "arr", ",", "background_probs", "=", "DEFAULT_BASE_BACKGROUND", ")", ":", "b", "=", "background_probs2array", "(", "background_probs", ")", "b", "=", "b", ".", "reshape", "(", "[", "1", ",", "4", ",", "1", "]", ")", "return", "np", ".", "log", "(", "arr", "/", "b", ")", ".", "astype", "(", "arr", ".", "dtype", ")" ]
Convert pwm array to pssm array
[ "Convert", "pwm", "array", "to", "pssm", "array" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/pwm.py#L239-L244
train
Convert pwm array to pssm array
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(111) + '\x31' + chr(0b110101) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(1611 - 1563) + chr(0b1101111) + chr(0b110010) + '\060' + '\x36', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b10011 + 0o134) + chr(0b110010) + '\063' + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110011) + chr(54) + chr(0b10100 + 0o37), 0o10), nzTpIcepk0o8('\x30' + chr(0b101100 + 0o103) + chr(1233 - 1184) + '\063' + '\x33', 25609 - 25601), nzTpIcepk0o8(chr(0b111 + 0o51) + chr(0b1101111) + chr(50) + chr(55) + chr(0b100100 + 0o23), 0o10), nzTpIcepk0o8(chr(0b1110 + 0o42) + '\157' + '\061' + chr(52) + chr(50), ord("\x08")), nzTpIcepk0o8(chr(0b1111 + 0o41) + '\x6f' + chr(353 - 304) + chr(0b110010) + chr(1973 - 1923), 0o10), nzTpIcepk0o8(chr(1675 - 1627) + chr(0b100010 + 0o115) + chr(0b100000 + 0o23) + chr(0b11010 + 0o27) + chr(51), 0o10), nzTpIcepk0o8(chr(0b101011 + 0o5) + chr(0b1101111) + '\x31' + '\062' + '\066', 0b1000), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(5346 - 5235) + chr(0b110100) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(2273 - 2225) + chr(111) + '\062' + chr(0b110 + 0o55) + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + '\157' + '\x33' + chr(0b110110) + chr(0b11101 + 0o30), 34601 - 34593), nzTpIcepk0o8(chr(1468 - 1420) + chr(0b11000 + 0o127) + chr(55) + '\x36', 37094 - 37086), nzTpIcepk0o8(chr(1303 - 1255) + chr(111) + chr(49) + '\064' + '\064', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(1521 - 1410) + chr(0b110010) + chr(1543 - 1490) + '\x33', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110011) + '\061' + chr(0b0 + 0o65), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + chr(0b110000) + '\x31', ord("\x08")), nzTpIcepk0o8(chr(1491 - 1443) + '\x6f' + '\062' + '\x36' + '\x33', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b101111 + 0o100) + chr(592 - 539) + '\x32', 37619 - 37611), nzTpIcepk0o8(chr(0b1111 + 0o41) + '\157' + chr(51) + chr(127 - 76) + '\x30', 0o10), nzTpIcepk0o8('\060' + chr(0b1101 + 0o142) + '\062' + '\063' + chr(53), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + '\x30' + chr(49), 8), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\157' + chr(52) + chr(48), 49337 - 49329), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(0b110010) + chr(50), 8), nzTpIcepk0o8(chr(48) + '\x6f' + '\x32' + '\067' + chr(2364 - 2312), ord("\x08")), nzTpIcepk0o8(chr(2229 - 2181) + '\x6f' + chr(0b100100 + 0o17) + chr(0b110001) + chr(1229 - 1181), 0b1000), nzTpIcepk0o8(chr(358 - 310) + '\157' + chr(1805 - 1755) + chr(1117 - 1067) + '\061', 0b1000), nzTpIcepk0o8(chr(48) + chr(3155 - 3044) + '\x31' + chr(53) + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b1101111) + '\063' + chr(0b110111) + chr(53), 25548 - 25540), nzTpIcepk0o8(chr(0b100001 + 0o17) + '\x6f' + chr(0b110001) + chr(1964 - 1909) + '\065', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110001 + 0o0) + '\060' + chr(0b110010), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(382 - 331) + '\060' + chr(0b110101), 19744 - 19736), nzTpIcepk0o8(chr(438 - 390) + '\157' + chr(51) + '\064' + chr(1540 - 1490), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + chr(0b10 + 0o56) + chr(0b110100), 34521 - 34513), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(503 - 454) + chr(0b110001) + '\x32', 63870 - 63862), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b1101111) + chr(51) + chr(0b110000) + chr(53), 8), nzTpIcepk0o8(chr(48) + chr(0b11010 + 0o125) + chr(0b110010) + chr(54) + chr(49), 0o10), nzTpIcepk0o8(chr(1830 - 1782) + chr(297 - 186) + '\066' + '\x31', 0o10), nzTpIcepk0o8(chr(688 - 640) + '\157' + chr(0b110001) + chr(1981 - 1933) + '\x34', ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(1439 - 1391) + chr(111) + chr(0b110101) + chr(0b110000), 55704 - 55696)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'F'), '\x64' + chr(5402 - 5301) + '\x63' + '\157' + chr(9128 - 9028) + chr(0b110110 + 0o57))(chr(9242 - 9125) + '\164' + '\146' + '\x2d' + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Qf1albwgd3A3(JaZEP80kXwoT, BlVpc8NdjRFf=My96B1t7weDW): xFDEVQn5qSdh = IoHFfeeoE5Sf(BlVpc8NdjRFf) xFDEVQn5qSdh = xFDEVQn5qSdh.reshape([nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(0b1101111) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(5810 - 5699) + chr(49), 8)]) return roI3spqORKae(nDF4gVNx0u9Q.log(JaZEP80kXwoT / xFDEVQn5qSdh), roI3spqORKae(ES5oEprVxulp(b'\x10\xf7\xda\xb03\xcf\x01\x10\xa0%T\xfd'), '\x64' + '\145' + chr(0b1110 + 0o125) + '\157' + '\x64' + '\x65')(chr(0b1001111 + 0o46) + chr(116) + chr(0b110000 + 0o66) + '\055' + '\070'))(roI3spqORKae(JaZEP80kXwoT, roI3spqORKae(ES5oEprVxulp(b':\xe5\xc3\xca9\xdd\x17\x1d\xb1>\x12\xd3'), chr(7215 - 7115) + chr(940 - 839) + chr(0b1100011) + chr(2889 - 2778) + '\x64' + '\145')(chr(0b1110000 + 0o5) + '\x74' + '\x66' + '\x2d' + '\070')))
gagneurlab/concise
concise/utils/pwm.py
pssm_array2pwm_array
def pssm_array2pwm_array(arr, background_probs=DEFAULT_BASE_BACKGROUND): """Convert pssm array to pwm array """ b = background_probs2array(background_probs) b = b.reshape([1, 4, 1]) return (np.exp(arr) * b).astype(arr.dtype)
python
def pssm_array2pwm_array(arr, background_probs=DEFAULT_BASE_BACKGROUND): """Convert pssm array to pwm array """ b = background_probs2array(background_probs) b = b.reshape([1, 4, 1]) return (np.exp(arr) * b).astype(arr.dtype)
[ "def", "pssm_array2pwm_array", "(", "arr", ",", "background_probs", "=", "DEFAULT_BASE_BACKGROUND", ")", ":", "b", "=", "background_probs2array", "(", "background_probs", ")", "b", "=", "b", ".", "reshape", "(", "[", "1", ",", "4", ",", "1", "]", ")", "return", "(", "np", ".", "exp", "(", "arr", ")", "*", "b", ")", ".", "astype", "(", "arr", ".", "dtype", ")" ]
Convert pssm array to pwm array
[ "Convert", "pssm", "array", "to", "pwm", "array" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/pwm.py#L247-L252
train
Convert pssm array to pwm array
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x32' + chr(0b10110 + 0o41) + '\x36', 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(1720 - 1669) + chr(0b110001 + 0o1) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + '\063' + chr(48) + chr(0b110110), 60431 - 60423), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(49) + chr(253 - 203) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + chr(0b1101 + 0o45) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(50) + '\x32' + chr(0b11011 + 0o32), 0o10), nzTpIcepk0o8('\x30' + chr(11297 - 11186) + chr(0b110010 + 0o1) + '\065' + chr(52), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(51) + chr(51) + '\060', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b100001 + 0o116) + chr(0b110001 + 0o4) + chr(0b110000), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + '\x32' + '\x32' + '\x35', 8), nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(0b1000010 + 0o55) + '\062' + chr(1554 - 1500) + chr(791 - 739), 0b1000), nzTpIcepk0o8(chr(48) + chr(837 - 726) + chr(0b110110) + chr(0b11101 + 0o26), 0b1000), nzTpIcepk0o8(chr(69 - 21) + chr(0b101000 + 0o107) + '\x33' + chr(0b110101) + chr(1661 - 1611), ord("\x08")), nzTpIcepk0o8(chr(576 - 528) + chr(0b1101111) + chr(0b110101) + chr(3011 - 2956), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(10766 - 10655) + '\062' + chr(0b11110 + 0o25) + chr(0b10101 + 0o41), ord("\x08")), nzTpIcepk0o8(chr(539 - 491) + chr(0b1101111) + chr(0b11101 + 0o25) + '\x36' + '\065', 0o10), nzTpIcepk0o8(chr(48) + chr(111) + '\061' + '\x36' + chr(537 - 484), 0b1000), nzTpIcepk0o8(chr(318 - 270) + '\x6f' + chr(0b110001) + '\060', 28041 - 28033), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b10 + 0o60) + '\x34' + chr(48), ord("\x08")), nzTpIcepk0o8('\x30' + chr(2261 - 2150) + chr(1066 - 1017) + chr(52), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(50) + chr(0b110001), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110010) + chr(55) + chr(2036 - 1982), 8), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x32' + chr(474 - 419), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110110 + 0o1) + chr(48), 0b1000), nzTpIcepk0o8(chr(1357 - 1309) + '\157' + chr(1953 - 1904) + '\060' + chr(52), ord("\x08")), nzTpIcepk0o8(chr(0b110 + 0o52) + chr(0b1010001 + 0o36) + chr(0b110110) + chr(0b11101 + 0o24), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + '\061' + chr(53) + chr(55), 0b1000), nzTpIcepk0o8(chr(48) + chr(9706 - 9595) + chr(0b110010) + chr(0b0 + 0o61) + chr(52), 0b1000), nzTpIcepk0o8('\060' + chr(1046 - 935) + chr(0b1111 + 0o43) + chr(1813 - 1762) + '\x31', ord("\x08")), nzTpIcepk0o8('\060' + chr(12070 - 11959) + chr(0b110001) + chr(0b110000) + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1010100 + 0o33) + chr(0b110011 + 0o3) + chr(50), 0b1000), nzTpIcepk0o8(chr(1772 - 1724) + chr(7554 - 7443) + chr(0b10011 + 0o37) + chr(54) + chr(0b101011 + 0o14), 60735 - 60727), nzTpIcepk0o8(chr(1155 - 1107) + '\157' + chr(0b11100 + 0o26) + '\061' + chr(55), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + chr(1672 - 1624) + chr(0b101000 + 0o14), 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b101110 + 0o3) + chr(0b110001) + '\x37', 0o10), nzTpIcepk0o8('\060' + chr(0b110011 + 0o74) + '\x33' + '\061' + '\x37', 0o10), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b1101111) + '\x33' + chr(0b110010) + '\x34', 0o10), nzTpIcepk0o8(chr(0b10001 + 0o37) + '\x6f' + chr(0b110000 + 0o1) + '\061' + chr(49), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101 + 0o142) + chr(0b110011) + chr(415 - 361) + chr(0b110000 + 0o7), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b1000 + 0o56), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(8161 - 8050) + chr(1678 - 1625) + chr(1620 - 1572), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x90'), chr(100) + chr(0b1100101) + chr(3201 - 3102) + '\157' + chr(0b1100100) + '\145')(chr(2261 - 2144) + '\x74' + '\146' + chr(0b101101) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def dPP7_1x6t4rG(JaZEP80kXwoT, BlVpc8NdjRFf=My96B1t7weDW): xFDEVQn5qSdh = IoHFfeeoE5Sf(BlVpc8NdjRFf) xFDEVQn5qSdh = xFDEVQn5qSdh.reshape([nzTpIcepk0o8(chr(0b11 + 0o55) + '\157' + chr(1795 - 1746), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(1738 - 1686), 57147 - 57139), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(0b1000100 + 0o53) + chr(49), 8)]) return roI3spqORKae(nDF4gVNx0u9Q.exp(JaZEP80kXwoT) * xFDEVQn5qSdh, roI3spqORKae(ES5oEprVxulp(b'\xc6\xa7\x87\x11\xfc\xe5\x8f\x9aC\xe6\xc7Q'), chr(100) + chr(101) + chr(1394 - 1295) + chr(4052 - 3941) + chr(0b1100100) + chr(0b10100 + 0o121))('\x75' + chr(0b1110100) + chr(0b11001 + 0o115) + '\x2d' + chr(0b111000)))(roI3spqORKae(JaZEP80kXwoT, roI3spqORKae(ES5oEprVxulp(b'\xec\xb5\x9ek\xf6\xf7\x99\x97R\xfd\x81\x7f'), chr(100) + chr(0b100110 + 0o77) + chr(0b1100011) + chr(8802 - 8691) + chr(5463 - 5363) + chr(0b10 + 0o143))('\x75' + '\x74' + chr(0b1100110) + '\055' + '\070')))
gagneurlab/concise
concise/utils/pwm.py
load_motif_db
def load_motif_db(filename, skipn_matrix=0): """Read the motif file in the following format ``` >motif_name <skip n>0.1<delim>0.2<delim>0.5<delim>0.6 ... >motif_name2 .... ``` Delim can be anything supported by np.loadtxt # Arguments filename: str, file path skipn_matrix: integer, number of characters to skip when reading the numeric matrix (for Encode = 2) # Returns Dictionary of numpy arrays """ # read-lines if filename.endswith(".gz"): f = gzip.open(filename, 'rt', encoding='utf-8') else: f = open(filename, 'r') lines = f.readlines() f.close() motifs_dict = {} motif_lines = "" motif_name = None def lines2matrix(lines): return np.loadtxt(StringIO(lines)) for line in lines: if line.startswith(">"): if motif_lines: # lines -> matrix motifs_dict[motif_name] = lines2matrix(motif_lines) motif_name = line[1:].strip() motif_lines = "" else: motif_lines += line[skipn_matrix:] if motif_lines and motif_name is not None: motifs_dict[motif_name] = lines2matrix(motif_lines) return motifs_dict
python
def load_motif_db(filename, skipn_matrix=0): """Read the motif file in the following format ``` >motif_name <skip n>0.1<delim>0.2<delim>0.5<delim>0.6 ... >motif_name2 .... ``` Delim can be anything supported by np.loadtxt # Arguments filename: str, file path skipn_matrix: integer, number of characters to skip when reading the numeric matrix (for Encode = 2) # Returns Dictionary of numpy arrays """ # read-lines if filename.endswith(".gz"): f = gzip.open(filename, 'rt', encoding='utf-8') else: f = open(filename, 'r') lines = f.readlines() f.close() motifs_dict = {} motif_lines = "" motif_name = None def lines2matrix(lines): return np.loadtxt(StringIO(lines)) for line in lines: if line.startswith(">"): if motif_lines: # lines -> matrix motifs_dict[motif_name] = lines2matrix(motif_lines) motif_name = line[1:].strip() motif_lines = "" else: motif_lines += line[skipn_matrix:] if motif_lines and motif_name is not None: motifs_dict[motif_name] = lines2matrix(motif_lines) return motifs_dict
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Read the motif file in the following format ``` >motif_name <skip n>0.1<delim>0.2<delim>0.5<delim>0.6 ... >motif_name2 .... ``` Delim can be anything supported by np.loadtxt # Arguments filename: str, file path skipn_matrix: integer, number of characters to skip when reading the numeric matrix (for Encode = 2) # Returns Dictionary of numpy arrays
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/pwm.py#L255-L306
train
Read the motif file in the following format and return a dictionary of numpy arrays.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + chr(4099 - 3988) + chr(0b10001 + 0o41) + chr(52) + chr(0b1100 + 0o45), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1000001 + 0o56) + '\061' + '\062' + '\x36', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(54) + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(8590 - 8479) + chr(0b1110 + 0o43) + chr(572 - 521) + chr(1568 - 1520), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b101000 + 0o12) + chr(0b110100) + chr(1006 - 955), 41365 - 41357), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(53) + '\066', 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b10000 + 0o43) + chr(0b110011) + chr(0b100001 + 0o25), 34161 - 34153), nzTpIcepk0o8('\060' + chr(111) + '\063' + chr(0b110100) + chr(789 - 734), 0o10), nzTpIcepk0o8(chr(48) + chr(0b111011 + 0o64) + chr(0b1010 + 0o50) + '\065' + chr(1904 - 1855), 30476 - 30468), nzTpIcepk0o8(chr(0b110000) + chr(0b101110 + 0o101) + chr(54) + chr(0b110100), 56890 - 56882), nzTpIcepk0o8('\x30' + '\x6f' + '\063' + chr(51) + chr(54), 8), nzTpIcepk0o8(chr(0b110000) + chr(6119 - 6008) + '\x37' + chr(51), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1011001 + 0o26) + chr(0b11110 + 0o24) + '\063' + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(111) + chr(49) + chr(188 - 140) + '\x34', 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + chr(0b1110 + 0o46) + chr(0b101010 + 0o7), ord("\x08")), nzTpIcepk0o8(chr(268 - 220) + chr(111) + chr(2218 - 2168) + chr(0b101000 + 0o16) + chr(0b110110), 58609 - 58601), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(51) + chr(52) + chr(0b110101), 55316 - 55308), nzTpIcepk0o8(chr(48) + chr(8897 - 8786) + chr(0b1011 + 0o47) + chr(448 - 397) + chr(50), 8), nzTpIcepk0o8('\060' + '\157' + '\062' + '\x33' + chr(1262 - 1214), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b100001 + 0o116) + chr(504 - 449) + '\060', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(54) + chr(743 - 692), 8), nzTpIcepk0o8('\x30' + '\157' + chr(51) + chr(50) + chr(55), 0b1000), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b10101 + 0o132) + chr(51) + chr(2595 - 2543) + chr(0b110101), 8), nzTpIcepk0o8(chr(0b110000) + chr(6532 - 6421) + chr(1216 - 1165) + '\x34' + '\066', 36259 - 36251), nzTpIcepk0o8(chr(0b110000) + chr(11620 - 11509) + chr(55) + chr(543 - 495), 8), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110011) + chr(0b1000 + 0o55) + chr(660 - 608), 0o10), nzTpIcepk0o8(chr(48) + chr(0b100100 + 0o113) + chr(0b110011) + chr(2219 - 2166), 0b1000), nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(0b1010101 + 0o32) + chr(2200 - 2148), 31013 - 31005), nzTpIcepk0o8('\x30' + '\157' + chr(50) + chr(55) + '\061', ord("\x08")), nzTpIcepk0o8(chr(1832 - 1784) + '\157' + chr(49) + '\x30' + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(49) + chr(52) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1100 + 0o143) + chr(0b10110 + 0o34) + chr(1569 - 1515) + chr(394 - 346), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b111011 + 0o64) + chr(0b0 + 0o63) + chr(0b10 + 0o57) + chr(48), 0b1000), nzTpIcepk0o8(chr(622 - 574) + chr(0b110001 + 0o76) + chr(0b110011) + chr(2664 - 2612) + '\x35', 8), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110010) + '\x37' + chr(0b110010), 0o10), nzTpIcepk0o8(chr(1620 - 1572) + chr(111) + '\061' + chr(2322 - 2270) + chr(51), 63742 - 63734), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110001) + chr(0b110011) + '\062', 0o10), nzTpIcepk0o8(chr(78 - 30) + chr(6168 - 6057) + '\061' + '\064' + chr(855 - 804), 8), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110 + 0o55) + chr(0b110 + 0o54) + chr(0b110011), 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110011) + '\x37' + '\x35', 22011 - 22003)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(1039 - 991) + '\x6f' + '\065' + chr(48), 42572 - 42564)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x8f'), chr(0b111100 + 0o50) + chr(101) + '\x63' + '\x6f' + chr(0b1100100) + chr(795 - 694))('\x75' + '\x74' + chr(0b1101 + 0o131) + chr(0b1100 + 0o41) + chr(0b10011 + 0o45)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def TgztFWYuthrl(FxZHtXEolYsL, jhGiJvwDJr5H=nzTpIcepk0o8('\060' + chr(0b1101111) + chr(48), 59472 - 59464)): if roI3spqORKae(FxZHtXEolYsL, roI3spqORKae(ES5oEprVxulp(b'\xe8oU\x13\xeam\x9f\xab\xc8A\x94I'), chr(0b111010 + 0o52) + '\x65' + chr(0b1010000 + 0o23) + chr(0b111100 + 0o63) + '\144' + '\x65')(chr(0b1101 + 0o150) + '\x74' + chr(0b1100110) + chr(45) + '\x38'))(roI3spqORKae(ES5oEprVxulp(b'\x8f1I'), '\x64' + chr(0b101111 + 0o66) + '\143' + chr(111) + '\x64' + chr(0b1100101))(chr(0b101011 + 0o112) + chr(0b1110100) + chr(102) + '\055' + chr(0b111000))): _R8IKF5IwAfX = xx_WP37oeyA3.DnU3Rq9N5ala(FxZHtXEolYsL, roI3spqORKae(ES5oEprVxulp(b'\xd3"'), '\144' + chr(0b1100101) + chr(99) + chr(0b111000 + 0o67) + chr(0b1100100) + chr(0b1100101))('\165' + chr(116) + chr(2684 - 2582) + chr(45) + chr(0b1010 + 0o56)), encoding=roI3spqORKae(ES5oEprVxulp(b'\xd4"Uu\x9b'), '\144' + '\x65' + chr(0b11001 + 0o112) + chr(0b1101111) + chr(0b1100100) + chr(0b1100101 + 0o0))(chr(5191 - 5074) + chr(116) + chr(0b1100110) + chr(0b101101) + chr(0b10010 + 0o46))) else: _R8IKF5IwAfX = DnU3Rq9N5ala(FxZHtXEolYsL, roI3spqORKae(ES5oEprVxulp(b'\xd3'), '\x64' + '\x65' + chr(0b110 + 0o135) + chr(0b1101111) + chr(0b1100100) + '\x65')(chr(3104 - 2987) + chr(0b100010 + 0o122) + chr(0b1100110) + '\x2d' + chr(0b111000))) vniSnlI09HNg = _R8IKF5IwAfX.TKmlmUjNQ4dY() roI3spqORKae(_R8IKF5IwAfX, roI3spqORKae(ES5oEprVxulp(b'\xfb3Bo\xe0M\xb8\xde\xfcP\xe6Q'), '\x64' + '\145' + chr(99) + chr(0b1100101 + 0o12) + '\x64' + chr(8462 - 8361))('\165' + '\164' + chr(102) + '\x2d' + chr(2050 - 1994)))() YDfcRVL7zc_R = {} _N1TTU__eW4Q = roI3spqORKae(ES5oEprVxulp(b''), '\144' + chr(101) + '\x63' + chr(0b100100 + 0o113) + chr(0b1100100) + chr(101))(chr(0b1110101) + '\164' + '\x66' + chr(1459 - 1414) + chr(56)) _dpRyu_xoWzq = None def VbQwtdKd47lC(vniSnlI09HNg): return roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\xcd9R<\xd7V\xaa'), '\x64' + chr(0b1100101) + chr(99) + '\157' + chr(100) + chr(101))(chr(117) + '\164' + chr(0b1100010 + 0o4) + '\055' + chr(175 - 119)))(jPb_jAbkIToX(vniSnlI09HNg)) for ffiOpFBWGmZU in vniSnlI09HNg: if roI3spqORKae(ffiOpFBWGmZU, roI3spqORKae(ES5oEprVxulp(b'\xd2"R*\xd7]\xa9\x8e\xdd\\'), chr(0b1100100) + chr(2406 - 2305) + '\x63' + '\x6f' + chr(0b1100100) + chr(0b1100101))('\165' + '\164' + chr(0b1100110) + '\x2d' + chr(1726 - 1670)))(roI3spqORKae(ES5oEprVxulp(b'\x9f'), '\x64' + chr(3617 - 3516) + chr(99) + '\157' + '\x64' + chr(0b1100101))('\165' + chr(0b1011000 + 0o34) + '\x66' + chr(0b11000 + 0o25) + chr(56))): if _N1TTU__eW4Q: YDfcRVL7zc_R[_dpRyu_xoWzq] = VbQwtdKd47lC(_N1TTU__eW4Q) _dpRyu_xoWzq = ffiOpFBWGmZU[nzTpIcepk0o8(chr(1309 - 1261) + '\x6f' + chr(0b101110 + 0o3), 0b1000):].kdIDrcwZTCs5() _N1TTU__eW4Q = roI3spqORKae(ES5oEprVxulp(b''), '\x64' + chr(101) + '\x63' + '\157' + chr(6637 - 6537) + '\x65')('\165' + '\164' + chr(0b1100100 + 0o2) + '\x2d' + chr(1018 - 962)) else: _N1TTU__eW4Q += ffiOpFBWGmZU[jhGiJvwDJr5H:] if _N1TTU__eW4Q and _dpRyu_xoWzq is not None: YDfcRVL7zc_R[_dpRyu_xoWzq] = VbQwtdKd47lC(_N1TTU__eW4Q) return YDfcRVL7zc_R
gagneurlab/concise
concise/effects/dropout.py
dropout_pred
def dropout_pred(model, ref, ref_rc, alt, alt_rc, mutation_positions, out_annotation_all_outputs, output_filter_mask=None, out_annotation=None, dropout_iterations=30): """Dropout-based variant effect prediction This method is based on the ideas in [Gal et al.](https://arxiv.org/pdf/1506.02142.pdf) where dropout layers are also actived in the model prediction phase in order to estimate model uncertainty. The advantage of this method is that instead of a point estimate of the model output the distribution of the model output is estimated. # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. dropout_iterations: Number of prediction iterations to be performed in order to estimate the output distribution. Values greater than 30 are recommended to get a reliable p-value. # Returns Dictionary with a set of measures of the model uncertainty in the variant position. The ones of interest are: - do_{ref, alt}_mean: Mean of the model predictions given the respective input sequence and dropout. - Forward or reverse-complement sequences are chosen as for 'do_pv'. - do_{ref, alt}_var: Variance of the model predictions given the respective input sequence and dropout. - Forward or reverse-complement sequences are chosen as for 'do_pv'. - do_diff: 'do_alt_mean' - 'do_alt_mean', which is an estimate similar to ISM using diff_type "diff". - do_pv: P-value of a paired t-test, comparing the predictions of ref with the ones of alt. Forward or - reverse-complement sequences are chosen based on which pair has the lower p-value. """ prefix = "do" seqs = {"ref": ref, "ref_rc": ref_rc, "alt": alt, "alt_rc": alt_rc} assert np.all([np.array(get_seq_len(ref)) == np.array(get_seq_len(seqs[k])) for k in seqs.keys() if k != "ref"]) assert get_seq_len(ref)[0] == mutation_positions.shape[0] assert len(mutation_positions.shape) == 1 # determine which outputs should be selected if output_filter_mask is None: if out_annotation is None: output_filter_mask = np.arange(out_annotation_all_outputs.shape[0]) else: output_filter_mask = np.where(np.in1d(out_annotation_all_outputs, out_annotation))[0] # make sure the labels are assigned correctly out_annotation = out_annotation_all_outputs[output_filter_mask] # Instead of loading the model from a json file I will transfer the model architecture + weights in memory model_config = model._updated_config() alt_config = replace_dict_values(model_config, u"Dropout", u"BiDropout") # Custom objects have to be added before correctly! alt_model = keras.layers.deserialize(alt_config) # Transfer weights and biases alt_model.set_weights(model.get_weights()) # ANALOGOUS TO ISM: # predict preds = {} for k in seqs: preds[k] = pred_do(alt_model, seqs[k], output_filter_mask=output_filter_mask, dropout_iterations=dropout_iterations) t, prob = ttest_ind(preds["ref"], preds["alt"], axis=0) t_rc, prob_rc = ttest_ind(preds["ref_rc"], preds["alt_rc"], axis=0) logit_prob = None logit_prob_rc = None pred_range = get_range(preds) # In case the predictions are bound to [0,1] it might make sense to use logit on the data, as the model output # could be probalilities if np.all([(pred_range[k] >= 0) and (pred_range[k] <= 1) for k in pred_range]): logit_preds = apply_over_single(preds, logit) logit_prob = apply_over_double(logit_preds["ref"], logit_preds["alt"], apply_func=ttest_ind, select_return_elm=1, axis=0) logit_prob_rc = apply_over_double(logit_preds["ref_rc"], logit_preds["alt_rc"], apply_func=ttest_ind, select_return_elm=1, axis=0) # fwd and rc are independent here... so this can be done differently here... sel = (np.abs(prob) > np.abs(prob_rc)).astype(np.int) # Select the LOWER p-value among fwd and rc out_dict = {} out_dict["%s_pv" % prefix] = pd.DataFrame(overwite_by(prob, prob_rc, sel), columns=out_annotation) if logit_prob is not None: logit_sel = (np.abs(logit_prob) > np.abs(logit_prob_rc)).astype(np.int) out_dict["%s_logit_pv" % prefix] = pd.DataFrame(overwite_by(logit_prob, logit_prob_rc, logit_sel), columns=out_annotation) pred_means = {} pred_vars = {} pred_cvar2 = {} for k in preds: pred_means[k] = np.mean(preds[k], axis=0) pred_vars[k] = np.var(preds[k], axis=0) pred_cvar2[k] = pred_vars[k] / (pred_means[k] ** 2) mean_cvar = np.sqrt((pred_cvar2["ref"] + pred_cvar2["alt"]) / 2) mean_cvar_rc = np.sqrt((pred_cvar2["ref_rc"] + pred_cvar2["alt_rc"]) / 2) mean_cvar = overwite_by(mean_cvar, mean_cvar_rc, sel) ref_mean = overwite_by(pred_means["ref"], pred_means["ref_rc"], sel) alt_mean = overwite_by(pred_means["alt"], pred_means["alt_rc"], sel) ref_var = overwite_by(pred_vars["ref"], pred_vars["ref_rc"], sel) alt_var = overwite_by(pred_vars["alt"], pred_vars["alt_rc"], sel) out_dict["%s_ref_mean" % prefix] = pd.DataFrame(ref_mean, columns=out_annotation) out_dict["%s_alt_mean" % prefix] = pd.DataFrame(alt_mean, columns=out_annotation) out_dict["%s_ref_var" % prefix] = pd.DataFrame(ref_var, columns=out_annotation) out_dict["%s_alt_var" % prefix] = pd.DataFrame(alt_var, columns=out_annotation) out_dict["%s_cvar" % prefix] = pd.DataFrame(mean_cvar, columns=out_annotation) out_dict["%s_diff" % prefix] = out_dict["%s_alt_mean" % prefix] - out_dict["%s_ref_mean" % prefix] return out_dict
python
def dropout_pred(model, ref, ref_rc, alt, alt_rc, mutation_positions, out_annotation_all_outputs, output_filter_mask=None, out_annotation=None, dropout_iterations=30): """Dropout-based variant effect prediction This method is based on the ideas in [Gal et al.](https://arxiv.org/pdf/1506.02142.pdf) where dropout layers are also actived in the model prediction phase in order to estimate model uncertainty. The advantage of this method is that instead of a point estimate of the model output the distribution of the model output is estimated. # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. dropout_iterations: Number of prediction iterations to be performed in order to estimate the output distribution. Values greater than 30 are recommended to get a reliable p-value. # Returns Dictionary with a set of measures of the model uncertainty in the variant position. The ones of interest are: - do_{ref, alt}_mean: Mean of the model predictions given the respective input sequence and dropout. - Forward or reverse-complement sequences are chosen as for 'do_pv'. - do_{ref, alt}_var: Variance of the model predictions given the respective input sequence and dropout. - Forward or reverse-complement sequences are chosen as for 'do_pv'. - do_diff: 'do_alt_mean' - 'do_alt_mean', which is an estimate similar to ISM using diff_type "diff". - do_pv: P-value of a paired t-test, comparing the predictions of ref with the ones of alt. Forward or - reverse-complement sequences are chosen based on which pair has the lower p-value. """ prefix = "do" seqs = {"ref": ref, "ref_rc": ref_rc, "alt": alt, "alt_rc": alt_rc} assert np.all([np.array(get_seq_len(ref)) == np.array(get_seq_len(seqs[k])) for k in seqs.keys() if k != "ref"]) assert get_seq_len(ref)[0] == mutation_positions.shape[0] assert len(mutation_positions.shape) == 1 # determine which outputs should be selected if output_filter_mask is None: if out_annotation is None: output_filter_mask = np.arange(out_annotation_all_outputs.shape[0]) else: output_filter_mask = np.where(np.in1d(out_annotation_all_outputs, out_annotation))[0] # make sure the labels are assigned correctly out_annotation = out_annotation_all_outputs[output_filter_mask] # Instead of loading the model from a json file I will transfer the model architecture + weights in memory model_config = model._updated_config() alt_config = replace_dict_values(model_config, u"Dropout", u"BiDropout") # Custom objects have to be added before correctly! alt_model = keras.layers.deserialize(alt_config) # Transfer weights and biases alt_model.set_weights(model.get_weights()) # ANALOGOUS TO ISM: # predict preds = {} for k in seqs: preds[k] = pred_do(alt_model, seqs[k], output_filter_mask=output_filter_mask, dropout_iterations=dropout_iterations) t, prob = ttest_ind(preds["ref"], preds["alt"], axis=0) t_rc, prob_rc = ttest_ind(preds["ref_rc"], preds["alt_rc"], axis=0) logit_prob = None logit_prob_rc = None pred_range = get_range(preds) # In case the predictions are bound to [0,1] it might make sense to use logit on the data, as the model output # could be probalilities if np.all([(pred_range[k] >= 0) and (pred_range[k] <= 1) for k in pred_range]): logit_preds = apply_over_single(preds, logit) logit_prob = apply_over_double(logit_preds["ref"], logit_preds["alt"], apply_func=ttest_ind, select_return_elm=1, axis=0) logit_prob_rc = apply_over_double(logit_preds["ref_rc"], logit_preds["alt_rc"], apply_func=ttest_ind, select_return_elm=1, axis=0) # fwd and rc are independent here... so this can be done differently here... sel = (np.abs(prob) > np.abs(prob_rc)).astype(np.int) # Select the LOWER p-value among fwd and rc out_dict = {} out_dict["%s_pv" % prefix] = pd.DataFrame(overwite_by(prob, prob_rc, sel), columns=out_annotation) if logit_prob is not None: logit_sel = (np.abs(logit_prob) > np.abs(logit_prob_rc)).astype(np.int) out_dict["%s_logit_pv" % prefix] = pd.DataFrame(overwite_by(logit_prob, logit_prob_rc, logit_sel), columns=out_annotation) pred_means = {} pred_vars = {} pred_cvar2 = {} for k in preds: pred_means[k] = np.mean(preds[k], axis=0) pred_vars[k] = np.var(preds[k], axis=0) pred_cvar2[k] = pred_vars[k] / (pred_means[k] ** 2) mean_cvar = np.sqrt((pred_cvar2["ref"] + pred_cvar2["alt"]) / 2) mean_cvar_rc = np.sqrt((pred_cvar2["ref_rc"] + pred_cvar2["alt_rc"]) / 2) mean_cvar = overwite_by(mean_cvar, mean_cvar_rc, sel) ref_mean = overwite_by(pred_means["ref"], pred_means["ref_rc"], sel) alt_mean = overwite_by(pred_means["alt"], pred_means["alt_rc"], sel) ref_var = overwite_by(pred_vars["ref"], pred_vars["ref_rc"], sel) alt_var = overwite_by(pred_vars["alt"], pred_vars["alt_rc"], sel) out_dict["%s_ref_mean" % prefix] = pd.DataFrame(ref_mean, columns=out_annotation) out_dict["%s_alt_mean" % prefix] = pd.DataFrame(alt_mean, columns=out_annotation) out_dict["%s_ref_var" % prefix] = pd.DataFrame(ref_var, columns=out_annotation) out_dict["%s_alt_var" % prefix] = pd.DataFrame(alt_var, columns=out_annotation) out_dict["%s_cvar" % prefix] = pd.DataFrame(mean_cvar, columns=out_annotation) out_dict["%s_diff" % prefix] = out_dict["%s_alt_mean" % prefix] - out_dict["%s_ref_mean" % prefix] return out_dict
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Dropout-based variant effect prediction This method is based on the ideas in [Gal et al.](https://arxiv.org/pdf/1506.02142.pdf) where dropout layers are also actived in the model prediction phase in order to estimate model uncertainty. The advantage of this method is that instead of a point estimate of the model output the distribution of the model output is estimated. # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. dropout_iterations: Number of prediction iterations to be performed in order to estimate the output distribution. Values greater than 30 are recommended to get a reliable p-value. # Returns Dictionary with a set of measures of the model uncertainty in the variant position. The ones of interest are: - do_{ref, alt}_mean: Mean of the model predictions given the respective input sequence and dropout. - Forward or reverse-complement sequences are chosen as for 'do_pv'. - do_{ref, alt}_var: Variance of the model predictions given the respective input sequence and dropout. - Forward or reverse-complement sequences are chosen as for 'do_pv'. - do_diff: 'do_alt_mean' - 'do_alt_mean', which is an estimate similar to ISM using diff_type "diff". - do_pv: P-value of a paired t-test, comparing the predictions of ref with the ones of alt. Forward or - reverse-complement sequences are chosen based on which pair has the lower p-value.
[ "Dropout", "-", "based", "variant", "effect", "prediction" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/effects/dropout.py#L164-L287
train
Dropout - based variant effect prediction
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830) + chr(52), 11421 - 11413), nzTpIcepk0o8(chr(48) + '\x6f' + '\x31', ord("\x08")), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(0b1101111) + '\x33' + '\065' + chr(537 - 487), ord("\x08")), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(567 - 456) + chr(0b100001 + 0o20) + chr(48) + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(1392 - 1344) + chr(0b101110 + 0o101) + '\x32' + '\x32' + chr(0b110100), 42235 - 42227), nzTpIcepk0o8(chr(1300 - 1252) + chr(0b1101111) + chr(0b101110 + 0o11) + chr(1351 - 1303), 0b1000), nzTpIcepk0o8('\060' + chr(0b10 + 0o155) + '\061' + chr(861 - 809) + chr(759 - 705), 0b1000), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(0b1101111) + chr(0b110101) + chr(316 - 267), 0o10), nzTpIcepk0o8(chr(0b100010 + 0o16) + chr(7847 - 7736) + chr(49) + chr(53) + '\063', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110001 + 0o0) + chr(0b11101 + 0o23) + chr(52), 0o10), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(111) + chr(51) + chr(0b110011) + chr(0b10011 + 0o43), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(2400 - 2345) + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + '\x30' + chr(0b110011), 20122 - 20114), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(0b1101111) + chr(0b110011) + '\x37' + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(209 - 98) + '\x34' + '\064', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(50) + chr(707 - 654), 0o10), nzTpIcepk0o8('\060' + chr(7531 - 7420) + '\063' + chr(0b110000) + chr(51), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(984 - 933) + chr(2466 - 2414) + chr(54), 0o10), nzTpIcepk0o8('\060' + chr(0b1011100 + 0o23) + '\062' + chr(0b110001) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(111) + '\062', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b10010 + 0o41) + '\x36' + '\x32', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(2138 - 2089) + '\063' + '\067', 8719 - 8711), nzTpIcepk0o8(chr(48) + '\x6f' + chr(51) + chr(0b101010 + 0o15) + '\066', 17684 - 17676), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(0b1101111) + chr(50) + '\x32' + '\066', 21311 - 21303), nzTpIcepk0o8(chr(1248 - 1200) + chr(0b10000 + 0o137) + chr(0b110110) + chr(0b111 + 0o51), 0b1000), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(10213 - 10102) + '\x31' + chr(0b110111) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1100111 + 0o10) + chr(50) + chr(0b1000 + 0o57), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + chr(0b110001 + 0o3) + '\065', 0o10), nzTpIcepk0o8('\060' + '\157' + '\062' + '\061' + '\x34', 8), nzTpIcepk0o8('\x30' + '\157' + chr(0b0 + 0o61) + chr(123 - 73) + chr(0b110100), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b11010 + 0o30) + '\062' + chr(0b1111 + 0o44), 0b1000), nzTpIcepk0o8(chr(597 - 549) + chr(6305 - 6194) + chr(49) + chr(50) + chr(1783 - 1728), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(2780 - 2725) + '\067', 8), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(53), 0o10), nzTpIcepk0o8(chr(48) + chr(0b111000 + 0o67) + '\063' + chr(49) + '\x34', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b11 + 0o154) + chr(0b110010) + chr(0b100001 + 0o24) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(703 - 655) + chr(0b1101111) + chr(0b111 + 0o52) + chr(199 - 149) + '\063', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\x6f' + chr(0b1 + 0o64) + chr(0b110 + 0o52), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xbe'), chr(0b1100100) + chr(7864 - 7763) + chr(99) + '\x6f' + '\x64' + chr(0b100001 + 0o104))(chr(117) + chr(0b1001101 + 0o47) + '\146' + chr(0b10100 + 0o31) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def OMs36NiaVfiW(KW0sEfjlgNpM, CmNScfxJ1Uih, mPxBBmhtnfa5, YVIVvpvk_rzo, Qi4vzZ3jOuj1, VcOMQxUzLMoF, D_zWDgcSEwND, L5mwt8l_ntKw=None, pA8ISuln0_AH=None, rBUw20UPQARm=nzTpIcepk0o8('\x30' + chr(0b10011 + 0o134) + '\063' + chr(0b110110), 3865 - 3857)): ZJwZgaHE72Po = roI3spqORKae(ES5oEprVxulp(b'\xf4\xdf'), '\x64' + chr(0b110011 + 0o62) + '\143' + chr(1272 - 1161) + '\x64' + '\x65')(chr(0b1110101) + '\x74' + chr(0b1001100 + 0o32) + chr(0b100001 + 0o14) + chr(1367 - 1311)) LmTSN4iJgDMb = {roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea'), chr(0b1100100) + chr(0b1100101) + chr(0b1010101 + 0o16) + '\x6f' + chr(0b1100100) + '\145')(chr(0b1110101) + '\x74' + '\x66' + chr(45) + chr(0b111000)): CmNScfxJ1Uih, roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea\xabs\x89'), chr(0b100001 + 0o103) + chr(0b10001 + 0o124) + '\x63' + chr(7823 - 7712) + chr(0b1010111 + 0o15) + chr(101))(chr(117) + chr(0b1010 + 0o152) + '\146' + chr(0b101101) + chr(56)): mPxBBmhtnfa5, roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8'), '\144' + '\x65' + '\143' + '\157' + '\x64' + chr(4038 - 3937))('\165' + chr(0b1110100) + chr(9667 - 9565) + chr(0b101100 + 0o1) + chr(0b11011 + 0o35)): YVIVvpvk_rzo, roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8\xabs\x89'), chr(0b1100100) + '\145' + chr(0b1001101 + 0o26) + chr(0b1101111) + chr(0b1100100) + '\145')('\x75' + chr(116) + '\146' + '\x2d' + '\x38'): Qi4vzZ3jOuj1} assert roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\xe1\xe8\xba\xc4m\xa5v\xf8_.h^'), chr(3799 - 3699) + '\x65' + chr(0b101110 + 0o65) + chr(0b1101111) + chr(0b1 + 0o143) + chr(0b1100101))('\165' + '\164' + '\x66' + '\x2d' + chr(0b11111 + 0o31)))([roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\xc4\xde\xba\x86F\x98p\xccl+\x1e\x1f'), '\x64' + chr(0b111010 + 0o53) + '\143' + chr(0b110101 + 0o72) + chr(100) + '\x65')(chr(117) + '\164' + chr(102) + '\x2d' + chr(0b110010 + 0o6)))(XYc6TB8k_kZq(CmNScfxJ1Uih)) == roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\xc4\xde\xba\x86F\x98p\xccl+\x1e\x1f'), chr(0b1100100) + chr(0b101001 + 0o74) + '\143' + chr(10266 - 10155) + '\144' + '\x65')('\x75' + '\164' + chr(102) + '\x2d' + '\x38'))(XYc6TB8k_kZq(LmTSN4iJgDMb[B6UAF1zReOyJ])) for B6UAF1zReOyJ in roI3spqORKae(LmTSN4iJgDMb, roI3spqORKae(ES5oEprVxulp(b'\xfb\xd5\xf5\x87'), '\x64' + chr(6502 - 6401) + chr(99) + chr(0b1101001 + 0o6) + chr(6275 - 6175) + chr(0b1100101))(chr(8601 - 8484) + chr(0b1110100) + '\x66' + '\055' + chr(56)))() if B6UAF1zReOyJ != roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea'), chr(6991 - 6891) + chr(0b100 + 0o141) + chr(99) + '\157' + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(0b111010 + 0o72) + '\146' + chr(0b101101) + chr(0b10000 + 0o50))]) assert XYc6TB8k_kZq(CmNScfxJ1Uih)[nzTpIcepk0o8(chr(1232 - 1184) + chr(0b1101111) + '\060', 0b1000)] == roI3spqORKae(VcOMQxUzLMoF, roI3spqORKae(ES5oEprVxulp(b'\xfc\xd8\xee\xb91\xd3u\xd5~1\x11\r'), chr(0b1100100) + '\145' + chr(0b1100011) + chr(111) + chr(5905 - 5805) + '\145')(chr(0b1001100 + 0o51) + chr(0b1110100) + chr(0b1001110 + 0o30) + chr(0b11110 + 0o17) + '\070'))[nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(10263 - 10152) + '\060', 8)] assert ftfygxgFas5X(roI3spqORKae(VcOMQxUzLMoF, roI3spqORKae(ES5oEprVxulp(b'\xfc\xd8\xee\xb91\xd3u\xd5~1\x11\r'), '\144' + '\145' + chr(0b1100011) + chr(0b1010100 + 0o33) + chr(1101 - 1001) + chr(6461 - 6360))(chr(117) + chr(0b100 + 0o160) + '\146' + chr(259 - 214) + chr(0b10111 + 0o41)))) == nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110001), 8) if L5mwt8l_ntKw is None: if pA8ISuln0_AH is None: L5mwt8l_ntKw = nDF4gVNx0u9Q.chmI_GMU_sEi(D_zWDgcSEwND.lhbM092AFW8f[nzTpIcepk0o8(chr(48) + '\x6f' + chr(719 - 671), 8)]) else: L5mwt8l_ntKw = nDF4gVNx0u9Q.xWH4M7K6Qbd3(nDF4gVNx0u9Q.in1d(D_zWDgcSEwND, pA8ISuln0_AH))[nzTpIcepk0o8(chr(48) + chr(5804 - 5693) + chr(0b10101 + 0o33), 8)] pA8ISuln0_AH = D_zWDgcSEwND[L5mwt8l_ntKw] IuPXx3dTcKa2 = KW0sEfjlgNpM._updated_config() _EQU1mNcRByJ = WJs4rzpoxYpW(IuPXx3dTcKa2, roI3spqORKae(ES5oEprVxulp(b'\xd4\xc2\xe3\x84n\x9f3'), chr(0b1100100) + chr(5435 - 5334) + '\143' + chr(0b1101111) + '\144' + chr(0b1011010 + 0o13))(chr(0b1110101) + '\x74' + chr(9482 - 9380) + chr(1420 - 1375) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\xd2\xd9\xc8\x86n\x9a(\xe1L'), chr(0b1100100) + chr(101) + chr(99) + '\157' + '\144' + '\145')(chr(117) + chr(0b1100001 + 0o23) + '\146' + chr(1131 - 1086) + '\070')) D1cSIknbfylS = IOcOHqROZMjc.layers.deserialize(_EQU1mNcRByJ) roI3spqORKae(D1cSIknbfylS, roI3spqORKae(ES5oEprVxulp(b'\xe3\xd5\xf8\xabv\x8f.\xf3P\x12Z'), chr(100) + chr(0b1010001 + 0o24) + chr(0b11001 + 0o112) + chr(0b1100101 + 0o12) + '\x64' + chr(101))(chr(1949 - 1832) + chr(116) + '\146' + chr(688 - 643) + '\070'))(roI3spqORKae(KW0sEfjlgNpM, roI3spqORKae(ES5oEprVxulp(b'\xf7\xd5\xf8\xabv\x8f.\xf3P\x12Z'), '\x64' + chr(7534 - 7433) + chr(99) + '\x6f' + chr(0b101010 + 0o72) + chr(0b101000 + 0o75))(chr(117) + chr(116) + chr(0b1100110) + chr(0b1110 + 0o37) + chr(0b111000)))()) CqFQFIEK_3me = {} for B6UAF1zReOyJ in LmTSN4iJgDMb: CqFQFIEK_3me[B6UAF1zReOyJ] = lsZEI3tKPcE1(D1cSIknbfylS, LmTSN4iJgDMb[B6UAF1zReOyJ], output_filter_mask=L5mwt8l_ntKw, dropout_iterations=rBUw20UPQARm) (h3Vc_4wxEbgd, FTVA28dcYVum) = IWbap3Upam6l(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea'), chr(0b1001011 + 0o31) + chr(0b1100101) + chr(0b11010 + 0o111) + chr(0b1101110 + 0o1) + '\144' + '\145')('\165' + chr(12540 - 12424) + chr(0b1010000 + 0o26) + chr(0b11110 + 0o17) + chr(0b101001 + 0o17))], CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(637 - 526) + '\x64' + '\x65')('\165' + chr(0b1011011 + 0o31) + chr(102) + '\x2d' + chr(824 - 768))], axis=nzTpIcepk0o8(chr(1169 - 1121) + chr(0b1010111 + 0o30) + chr(0b110000), 8)) (rsjAcVCea1wQ, kCp8Z8WCr6g4) = IWbap3Upam6l(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea\xabs\x89'), '\144' + chr(0b1100101) + '\143' + chr(111) + '\144' + '\x65')(chr(0b1110101) + chr(116) + chr(5245 - 5143) + '\055' + chr(0b111000))], CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8\xabs\x89'), '\144' + chr(0b101011 + 0o72) + chr(1963 - 1864) + chr(111) + chr(0b1011011 + 0o11) + chr(0b1100101))(chr(117) + '\x74' + chr(5823 - 5721) + '\055' + '\x38')], axis=nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(0b100001 + 0o116) + chr(390 - 342), 8)) IyotrMZc0L2_ = None Qw06a4QhlQnE = None MGZVZ3dlPEKG = gh9o5DuaxAhB(CqFQFIEK_3me) if roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\xe1\xe8\xba\xc4m\xa5v\xf8_.h^'), chr(0b1100100) + chr(3148 - 3047) + chr(99) + chr(0b1101111) + chr(7780 - 7680) + chr(101))(chr(117) + '\164' + '\x66' + '\055' + '\x38'))([MGZVZ3dlPEKG[B6UAF1zReOyJ] >= nzTpIcepk0o8(chr(234 - 186) + chr(111) + chr(1997 - 1949), 8) and MGZVZ3dlPEKG[B6UAF1zReOyJ] <= nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(111) + chr(0b1011 + 0o46), 8) for B6UAF1zReOyJ in MGZVZ3dlPEKG]): eWXwckgbIaVO = gmGSL8y6LePv(CqFQFIEK_3me, ZqCHlSR6dDCx) IyotrMZc0L2_ = jlitfKYKA8tg(eWXwckgbIaVO[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea'), chr(100) + chr(0b1100101) + '\x63' + '\157' + '\x64' + chr(101))(chr(0b1100011 + 0o22) + '\164' + '\x66' + '\x2d' + chr(0b100101 + 0o23))], eWXwckgbIaVO[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8'), '\144' + chr(0b10011 + 0o122) + chr(0b1011101 + 0o6) + '\157' + '\x64' + chr(0b1100101))('\165' + '\x74' + chr(0b1100110) + chr(0b101101) + chr(2109 - 2053))], apply_func=IWbap3Upam6l, select_return_elm=nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b1101 + 0o44), 8), axis=nzTpIcepk0o8(chr(0b110000) + chr(7368 - 7257) + chr(0b1111 + 0o41), 8)) Qw06a4QhlQnE = jlitfKYKA8tg(eWXwckgbIaVO[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea\xabs\x89'), '\144' + chr(0b1100101) + chr(9585 - 9486) + chr(111) + chr(100) + chr(0b1001001 + 0o34))(chr(5082 - 4965) + chr(0b1110100) + '\146' + chr(1297 - 1252) + chr(56))], eWXwckgbIaVO[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8\xabs\x89'), chr(0b1100100) + chr(0b100011 + 0o102) + chr(99) + '\x6f' + '\x64' + '\145')(chr(452 - 335) + '\x74' + '\x66' + chr(0b101101) + chr(0b111000))], apply_func=IWbap3Upam6l, select_return_elm=nzTpIcepk0o8('\060' + chr(0b101000 + 0o107) + '\061', 8), axis=nzTpIcepk0o8(chr(0b1011 + 0o45) + '\157' + chr(0b11110 + 0o22), 8)) CDi4Ik7DuaGz = (nDF4gVNx0u9Q.abs(FTVA28dcYVum) > nDF4gVNx0u9Q.abs(kCp8Z8WCr6g4)).xqAChpcBkssb(nDF4gVNx0u9Q.nzTpIcepk0o8) gDUu8BipnstT = {} gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x84w'), '\144' + chr(0b1100101) + chr(0b1001011 + 0o30) + '\x6f' + chr(100) + '\145')(chr(4292 - 4175) + chr(9535 - 9419) + chr(0b1100110) + '\x2d' + chr(0b101011 + 0o15)) % ZJwZgaHE72Po] = HLKt4sa1j9hm.DataFrame(zGzLA1LEDxMm(FTVA28dcYVum, kCp8Z8WCr6g4, CDi4Ik7DuaGz), columns=pA8ISuln0_AH) if IyotrMZc0L2_ is not None: Vuy8ADKsXbBs = (nDF4gVNx0u9Q.abs(IyotrMZc0L2_) > nDF4gVNx0u9Q.abs(Qw06a4QhlQnE)).xqAChpcBkssb(nDF4gVNx0u9Q.nzTpIcepk0o8) gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x98n\x8d.\xe0g\x16_'), chr(0b1010001 + 0o23) + '\x65' + chr(8357 - 8258) + chr(0b1101111) + chr(2056 - 1956) + chr(0b1100101))(chr(0b101000 + 0o115) + '\x74' + chr(102) + '\055' + chr(2827 - 2771)) % ZJwZgaHE72Po] = HLKt4sa1j9hm.DataFrame(zGzLA1LEDxMm(IyotrMZc0L2_, Qw06a4QhlQnE, Vuy8ADKsXbBs), columns=pA8ISuln0_AH) S2TrwlguA_KT = {} n3pP2Z82Jyai = {} tmhrUFJcJD6z = {} for B6UAF1zReOyJ in CqFQFIEK_3me: S2TrwlguA_KT[B6UAF1zReOyJ] = nDF4gVNx0u9Q.JE1frtxECu3x(CqFQFIEK_3me[B6UAF1zReOyJ], axis=nzTpIcepk0o8(chr(2030 - 1982) + '\x6f' + chr(0b100011 + 0o15), 8)) n3pP2Z82Jyai[B6UAF1zReOyJ] = nDF4gVNx0u9Q.dCTqsFxxt3gY(CqFQFIEK_3me[B6UAF1zReOyJ], axis=nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(111) + '\060', 8)) tmhrUFJcJD6z[B6UAF1zReOyJ] = n3pP2Z82Jyai[B6UAF1zReOyJ] / S2TrwlguA_KT[B6UAF1zReOyJ] ** nzTpIcepk0o8(chr(0b110000) + '\157' + chr(2435 - 2385), 8) bMYLXQTr8TD4 = nDF4gVNx0u9Q.sqrt((tmhrUFJcJD6z[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea'), chr(0b1011111 + 0o5) + chr(0b1100101) + '\143' + chr(0b1101111) + chr(100) + chr(2610 - 2509))(chr(10420 - 10303) + chr(116) + chr(102) + chr(0b101101) + '\x38')] + tmhrUFJcJD6z[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8'), chr(100) + '\145' + chr(99) + '\157' + chr(9582 - 9482) + chr(0b1100101))(chr(8152 - 8035) + '\164' + chr(0b1010011 + 0o23) + chr(0b101101) + chr(56))]) / nzTpIcepk0o8(chr(0b101 + 0o53) + chr(0b111111 + 0o60) + chr(0b111 + 0o53), 8)) IZ8VZncoLH37 = nDF4gVNx0u9Q.sqrt((tmhrUFJcJD6z[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea\xabs\x89'), chr(100) + '\x65' + '\x63' + '\157' + chr(0b111111 + 0o45) + chr(9163 - 9062))(chr(0b1111 + 0o146) + '\x74' + chr(0b1100110) + chr(0b101101) + '\070')] + tmhrUFJcJD6z[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8\xabs\x89'), '\x64' + chr(2411 - 2310) + chr(6206 - 6107) + chr(0b1011110 + 0o21) + '\x64' + '\145')(chr(8724 - 8607) + '\164' + '\146' + chr(820 - 775) + chr(0b111000))]) / nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010), 8)) bMYLXQTr8TD4 = zGzLA1LEDxMm(bMYLXQTr8TD4, IZ8VZncoLH37, CDi4Ik7DuaGz) rc3kStxOByWc = zGzLA1LEDxMm(S2TrwlguA_KT[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea'), chr(9894 - 9794) + chr(0b1010111 + 0o16) + chr(7660 - 7561) + '\157' + chr(100) + chr(0b1100100 + 0o1))(chr(0b1011111 + 0o26) + chr(0b1110100) + chr(0b1000 + 0o136) + '\055' + chr(0b111000))], S2TrwlguA_KT[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea\xabs\x89'), chr(9053 - 8953) + chr(101) + chr(0b110110 + 0o55) + '\157' + chr(100) + chr(101))(chr(12930 - 12813) + chr(116) + chr(102) + chr(0b1111 + 0o36) + chr(56))], CDi4Ik7DuaGz) WbYgdoMQACCx = zGzLA1LEDxMm(S2TrwlguA_KT[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8'), '\x64' + '\x65' + chr(0b1100011) + chr(0b1101111) + '\144' + chr(0b111111 + 0o46))('\x75' + '\164' + chr(7893 - 7791) + chr(0b101101) + '\x38')], S2TrwlguA_KT[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8\xabs\x89'), chr(100) + chr(890 - 789) + chr(0b1001000 + 0o33) + chr(1346 - 1235) + chr(2339 - 2239) + '\x65')(chr(0b1010001 + 0o44) + chr(0b110111 + 0o75) + '\146' + chr(45) + chr(0b111000))], CDi4Ik7DuaGz) EKYMNoTg_Kdq = zGzLA1LEDxMm(n3pP2Z82Jyai[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea'), chr(0b1100100) + '\x65' + chr(0b1100011) + '\157' + '\x64' + '\145')('\x75' + '\x74' + '\146' + chr(1650 - 1605) + chr(56))], n3pP2Z82Jyai[roI3spqORKae(ES5oEprVxulp(b'\xe2\xd5\xea\xabs\x89'), '\144' + chr(0b1100101) + chr(6289 - 6190) + '\x6f' + chr(4772 - 4672) + chr(0b0 + 0o145))('\x75' + chr(0b1110100) + chr(9829 - 9727) + chr(45) + chr(1528 - 1472))], CDi4Ik7DuaGz) g4LT3CyMgQN1 = zGzLA1LEDxMm(n3pP2Z82Jyai[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8'), chr(3377 - 3277) + '\x65' + chr(0b101111 + 0o64) + chr(0b1000110 + 0o51) + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(9987 - 9871) + '\146' + chr(0b101101) + chr(0b111000))], n3pP2Z82Jyai[roI3spqORKae(ES5oEprVxulp(b'\xf1\xdc\xf8\xabs\x89'), chr(1753 - 1653) + chr(0b1100101) + chr(99) + '\157' + chr(0b1100100) + chr(9138 - 9037))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(0b111000))], CDi4Ik7DuaGz) gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x86d\x8c\x18\xf9]\x07G'), chr(100) + chr(0b1001011 + 0o32) + '\143' + '\157' + chr(0b1100100) + chr(0b1000110 + 0o37))(chr(0b1110101) + chr(11397 - 11281) + '\146' + chr(1946 - 1901) + chr(0b11011 + 0o35)) % ZJwZgaHE72Po] = HLKt4sa1j9hm.DataFrame(rc3kStxOByWc, columns=pA8ISuln0_AH) gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x95m\x9e\x18\xf9]\x07G'), '\144' + chr(0b10010 + 0o123) + chr(0b1100011) + chr(0b1101111) + chr(0b1010001 + 0o23) + chr(0b1100101))(chr(0b11101 + 0o130) + '\x74' + '\146' + chr(0b101101) + '\070') % ZJwZgaHE72Po] = HLKt4sa1j9hm.DataFrame(WbYgdoMQACCx, columns=pA8ISuln0_AH) gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x86d\x8c\x18\xe2Y\x14'), '\x64' + chr(0b1100101) + chr(99) + chr(111) + chr(100) + '\x65')('\165' + '\164' + chr(1424 - 1322) + '\x2d' + chr(0b11100 + 0o34)) % ZJwZgaHE72Po] = HLKt4sa1j9hm.DataFrame(EKYMNoTg_Kdq, columns=pA8ISuln0_AH) gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x95m\x9e\x18\xe2Y\x14'), chr(0b1100100) + chr(8779 - 8678) + chr(6435 - 6336) + '\x6f' + chr(100) + chr(5081 - 4980))(chr(5337 - 5220) + chr(270 - 154) + '\146' + chr(0b101101) + chr(56)) % ZJwZgaHE72Po] = HLKt4sa1j9hm.DataFrame(g4LT3CyMgQN1, columns=pA8ISuln0_AH) gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x97w\x8b5'), '\144' + '\145' + chr(0b1100011) + chr(0b1110 + 0o141) + chr(0b1100100) + chr(0b1100101))('\x75' + chr(5551 - 5435) + chr(102) + chr(0b101101) + '\070') % ZJwZgaHE72Po] = HLKt4sa1j9hm.DataFrame(bMYLXQTr8TD4, columns=pA8ISuln0_AH) gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x90h\x8c!'), '\144' + chr(0b100001 + 0o104) + chr(0b1110 + 0o125) + chr(0b1011001 + 0o26) + '\x64' + chr(101))('\165' + chr(0b11000 + 0o134) + chr(102) + chr(137 - 92) + '\070') % ZJwZgaHE72Po] = gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x95m\x9e\x18\xf9]\x07G'), '\x64' + '\145' + chr(0b1100011) + '\157' + '\144' + chr(101))(chr(117) + chr(615 - 499) + '\146' + '\055' + chr(0b100000 + 0o30)) % ZJwZgaHE72Po] - gDUu8BipnstT[roI3spqORKae(ES5oEprVxulp(b'\xb5\xc3\xd3\x86d\x8c\x18\xf9]\x07G'), chr(0b1100100) + chr(8731 - 8630) + '\x63' + chr(5600 - 5489) + chr(0b10111 + 0o115) + chr(0b1100101))(chr(0b1110101) + '\164' + chr(3007 - 2905) + chr(0b101101) + chr(0b101111 + 0o11)) % ZJwZgaHE72Po] return gDUu8BipnstT
gagneurlab/concise
concise/utils/fasta.py
iter_fasta
def iter_fasta(file_path): """Returns an iterator over the fasta file Given a fasta file. yield tuples of header, sequence Code modified from Brent Pedersen's: "Correct Way To Parse A Fasta File In Python" # Example ```python fasta = fasta_iter("hg19.fa") for header, seq in fasta: print(header) ``` """ fh = open(file_path) # ditch the boolean (x[0]) and just keep the header or sequence since # we know they alternate. faiter = (x[1] for x in groupby(fh, lambda line: line[0] == ">")) for header in faiter: # drop the ">" headerStr = header.__next__()[1:].strip() # join all sequence lines to one. seq = "".join(s.strip() for s in faiter.__next__()) yield (headerStr, seq)
python
def iter_fasta(file_path): """Returns an iterator over the fasta file Given a fasta file. yield tuples of header, sequence Code modified from Brent Pedersen's: "Correct Way To Parse A Fasta File In Python" # Example ```python fasta = fasta_iter("hg19.fa") for header, seq in fasta: print(header) ``` """ fh = open(file_path) # ditch the boolean (x[0]) and just keep the header or sequence since # we know they alternate. faiter = (x[1] for x in groupby(fh, lambda line: line[0] == ">")) for header in faiter: # drop the ">" headerStr = header.__next__()[1:].strip() # join all sequence lines to one. seq = "".join(s.strip() for s in faiter.__next__()) yield (headerStr, seq)
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Returns an iterator over the fasta file Given a fasta file. yield tuples of header, sequence Code modified from Brent Pedersen's: "Correct Way To Parse A Fasta File In Python" # Example ```python fasta = fasta_iter("hg19.fa") for header, seq in fasta: print(header) ```
[ "Returns", "an", "iterator", "over", "the", "fasta", "file" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/fasta.py#L11-L39
train
Returns an iterator over the fasta file Given a fasta file yield tuples of header sequence MimeType
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(216 - 168) + chr(0b10010 + 0o135) + chr(0b110010) + chr(0b110101) + chr(53), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b101000 + 0o107) + chr(0b110001) + chr(0b110011) + '\x31', 44984 - 44976), nzTpIcepk0o8(chr(1577 - 1529) + chr(0b1011101 + 0o22) + '\x33' + chr(0b110011 + 0o3) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(0b1101111) + '\063' + chr(51) + chr(48), 17568 - 17560), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(50) + chr(945 - 892) + chr(2212 - 2160), 0o10), nzTpIcepk0o8(chr(0b101111 + 0o1) + '\x6f' + '\x31' + chr(2636 - 2582), 54234 - 54226), nzTpIcepk0o8(chr(1793 - 1745) + chr(4933 - 4822) + chr(0b10110 + 0o35) + chr(1886 - 1834), 47436 - 47428), nzTpIcepk0o8(chr(642 - 594) + '\157' + chr(0b110001) + chr(0b100101 + 0o16), 37501 - 37493), nzTpIcepk0o8(chr(1122 - 1074) + chr(111) + chr(0b110010), 37049 - 37041), nzTpIcepk0o8('\x30' + chr(0b100111 + 0o110) + chr(51) + chr(53) + chr(52), 54086 - 54078), nzTpIcepk0o8(chr(48) + '\x6f' + chr(600 - 549) + chr(0b100110 + 0o21) + chr(50), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b110000 + 0o77) + '\063' + chr(0b101100 + 0o5) + chr(0b110000), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(1015 - 964) + chr(48) + chr(52), 0o10), nzTpIcepk0o8(chr(1285 - 1237) + '\157' + chr(49) + chr(0b1110 + 0o42) + chr(0b110010), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(0b10110 + 0o33) + chr(2509 - 2457) + '\064', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b11 + 0o154) + '\x31' + chr(0b1010 + 0o46) + chr(0b11000 + 0o36), 0o10), nzTpIcepk0o8(chr(0b1111 + 0o41) + '\x6f' + '\x33' + chr(53) + chr(48), 0o10), nzTpIcepk0o8('\060' + chr(0b100011 + 0o114) + '\065' + chr(52), 6709 - 6701), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110100) + '\x33', 6744 - 6736), nzTpIcepk0o8('\x30' + chr(215 - 104) + chr(51) + '\x31' + '\x35', 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(2254 - 2203) + '\x37', 0o10), nzTpIcepk0o8('\060' + chr(0b100010 + 0o115) + '\061' + chr(52) + '\066', 32265 - 32257), nzTpIcepk0o8(chr(710 - 662) + chr(9182 - 9071) + chr(0b110001 + 0o2) + '\x32' + chr(0b110101), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110010) + chr(0b1101 + 0o44) + '\067', ord("\x08")), nzTpIcepk0o8(chr(1399 - 1351) + chr(111) + '\062' + chr(52) + chr(0b110110), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + '\x35' + '\061', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1680 - 1631) + '\060' + '\x31', ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(0b100010 + 0o21) + chr(48), 38162 - 38154), nzTpIcepk0o8('\x30' + '\x6f' + chr(51) + '\x36' + '\x34', 0b1000), nzTpIcepk0o8(chr(1962 - 1914) + '\157' + chr(0b110 + 0o54) + chr(49) + '\063', 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110001 + 0o0) + chr(0b100101 + 0o16) + chr(0b110100 + 0o3), 0o10), nzTpIcepk0o8(chr(2141 - 2093) + chr(111) + chr(51) + chr(0b1010 + 0o52) + chr(0b11 + 0o56), 27748 - 27740), nzTpIcepk0o8(chr(0b110000) + chr(6647 - 6536) + '\063' + chr(52) + chr(0b10101 + 0o35), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1011110 + 0o21) + chr(948 - 893) + chr(0b11000 + 0o35), ord("\x08")), nzTpIcepk0o8(chr(938 - 890) + chr(6544 - 6433) + chr(52) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(2172 - 2061) + chr(50) + '\066', 0b1000), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(11798 - 11687) + '\x36' + chr(1898 - 1845), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(323 - 272) + chr(55) + '\064', 0b1000), nzTpIcepk0o8('\060' + '\x6f' + '\x33' + '\062', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(0b11101 + 0o27), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(111) + '\x35' + chr(0b101010 + 0o6), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x83'), chr(0b1100100) + '\x65' + '\143' + '\x6f' + chr(0b1100100) + chr(0b1 + 0o144))('\165' + chr(4141 - 4025) + chr(0b1100110) + '\055' + chr(0b110101 + 0o3)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def rMgCBWefRxhX(FQgy_W0Nc99x): ghfrO2vbANu_ = DnU3Rq9N5ala(FQgy_W0Nc99x) HfMPDDjfcbWC = (bI5jsQ9OkQtj[nzTpIcepk0o8('\060' + chr(0b1100 + 0o143) + chr(0b110001), 35844 - 35836)] for bI5jsQ9OkQtj in w_qQn28TrKHP(ghfrO2vbANu_, lambda ffiOpFBWGmZU: ffiOpFBWGmZU[nzTpIcepk0o8('\060' + '\157' + '\060', 0b1000)] == roI3spqORKae(ES5oEprVxulp(b'\x93'), chr(0b111111 + 0o45) + chr(101) + '\x63' + chr(0b1101111) + chr(0b1000011 + 0o41) + chr(7560 - 7459))('\x75' + chr(0b1110100) + '\x66' + '\x2d' + chr(0b111000)))) for jkp_M8Pp8CIt in HfMPDDjfcbWC: iQkzI7WruGZL = jkp_M8Pp8CIt.__next__()[nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x31', 8):].kdIDrcwZTCs5() ftk9lc7G5FOo = roI3spqORKae(ES5oEprVxulp(b''), chr(0b1011001 + 0o13) + '\x65' + '\143' + '\x6f' + chr(100) + chr(101))('\x75' + chr(0b1101000 + 0o14) + chr(102) + chr(1936 - 1891) + chr(0b101011 + 0o15)).Y4yM9BcfTCNq((PmE5_h409JAA.kdIDrcwZTCs5() for PmE5_h409JAA in HfMPDDjfcbWC.__next__())) yield (iQkzI7WruGZL, ftk9lc7G5FOo)
gagneurlab/concise
concise/utils/fasta.py
write_fasta
def write_fasta(file_path, seq_list, name_list=None): """Write a fasta file # Arguments file_path: file path seq_list: List of strings name_list: List of names corresponding to the sequences. If not None, it should have the same length as `seq_list` """ if name_list is None: name_list = [str(i) for i in range(len(seq_list))] # needs to be dict or seq with open(file_path, "w") as f: for i in range(len(seq_list)): f.write(">" + name_list[i] + "\n" + seq_list[i] + "\n")
python
def write_fasta(file_path, seq_list, name_list=None): """Write a fasta file # Arguments file_path: file path seq_list: List of strings name_list: List of names corresponding to the sequences. If not None, it should have the same length as `seq_list` """ if name_list is None: name_list = [str(i) for i in range(len(seq_list))] # needs to be dict or seq with open(file_path, "w") as f: for i in range(len(seq_list)): f.write(">" + name_list[i] + "\n" + seq_list[i] + "\n")
[ "def", "write_fasta", "(", "file_path", ",", "seq_list", ",", "name_list", "=", "None", ")", ":", "if", "name_list", "is", "None", ":", "name_list", "=", "[", "str", "(", "i", ")", "for", "i", "in", "range", "(", "len", "(", "seq_list", ")", ")", "]", "# needs to be dict or seq", "with", "open", "(", "file_path", ",", "\"w\"", ")", "as", "f", ":", "for", "i", "in", "range", "(", "len", "(", "seq_list", ")", ")", ":", "f", ".", "write", "(", "\">\"", "+", "name_list", "[", "i", "]", "+", "\"\\n\"", "+", "seq_list", "[", "i", "]", "+", "\"\\n\"", ")" ]
Write a fasta file # Arguments file_path: file path seq_list: List of strings name_list: List of names corresponding to the sequences. If not None, it should have the same length as `seq_list`
[ "Write", "a", "fasta", "file" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/utils/fasta.py#L42-L57
train
Writes a fasta file containing the sequence list.
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2191) + '\x6f' + chr(0b10101 + 0o34) + '\067' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(111) + chr(0b110010) + '\x37' + chr(1818 - 1766), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\063' + chr(0b10110 + 0o33) + chr(2268 - 2219), 0b1000), nzTpIcepk0o8('\060' + chr(0b1000010 + 0o55) + chr(0b110010) + chr(52) + chr(0b11110 + 0o23), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1011110 + 0o21) + chr(1295 - 1246) + chr(0b110101) + '\x33', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b11101 + 0o25) + '\x33' + chr(55), 0o10), nzTpIcepk0o8('\060' + chr(0b10000 + 0o137) + chr(51) + chr(0b111 + 0o51), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b11110 + 0o23) + chr(52), 36778 - 36770), nzTpIcepk0o8('\060' + '\157' + '\x33' + chr(1268 - 1220) + chr(48), 0b1000), nzTpIcepk0o8(chr(1616 - 1568) + chr(4233 - 4122) + '\x34', 0b1000), nzTpIcepk0o8(chr(115 - 67) + chr(0b1100010 + 0o15) + chr(0b110001) + chr(48), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + '\061', 0o10), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(8864 - 8753) + '\067' + chr(0b1010 + 0o54), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + '\x36', 0o10), nzTpIcepk0o8('\x30' + '\157' + '\x33' + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x33' + chr(0b10000 + 0o40) + '\063', 38056 - 38048), nzTpIcepk0o8('\060' + '\157' + chr(0b110011) + chr(50) + chr(53), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + '\061' + '\064' + chr(0b110110), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(1864 - 1814) + '\063' + chr(0b110001), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(50) + chr(0b101110 + 0o5) + '\x37', 8), nzTpIcepk0o8('\060' + '\157' + chr(0b110010) + '\063' + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(177 - 129) + chr(111) + chr(0b11010 + 0o27) + '\065' + chr(51), 8), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\x6f' + chr(0b11110 + 0o23) + chr(0b110000), 8), nzTpIcepk0o8('\060' + chr(0b100110 + 0o111) + chr(0b100011 + 0o20) + '\063' + chr(0b100 + 0o57), ord("\x08")), nzTpIcepk0o8('\060' + chr(2371 - 2260) + chr(0b1100 + 0o46) + '\061' + '\063', 0o10), nzTpIcepk0o8('\x30' + chr(0b1011101 + 0o22) + '\061' + chr(0b100000 + 0o26) + chr(0b110110), 0o10), nzTpIcepk0o8('\060' + chr(0b101110 + 0o101) + '\x35' + '\064', 0o10), nzTpIcepk0o8(chr(0b11000 + 0o30) + chr(11070 - 10959) + '\x31' + chr(53) + '\067', 0o10), nzTpIcepk0o8('\x30' + chr(0b100000 + 0o117) + '\063' + '\067' + chr(0b11101 + 0o26), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(910 - 861) + chr(1043 - 991) + chr(0b110001), 4735 - 4727), nzTpIcepk0o8(chr(1991 - 1943) + chr(111) + chr(0b110 + 0o53) + chr(1425 - 1375) + chr(52), 0b1000), nzTpIcepk0o8('\x30' + '\157' + '\x31' + chr(1660 - 1609) + '\065', 0o10), nzTpIcepk0o8(chr(346 - 298) + chr(1243 - 1132) + chr(292 - 243) + chr(0b110001) + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1010001 + 0o36) + '\061' + '\064' + chr(1580 - 1526), 8), nzTpIcepk0o8('\060' + chr(9733 - 9622) + chr(1330 - 1280) + '\067' + chr(55), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1026 - 976) + '\x31' + chr(0b110101), 64338 - 64330), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + chr(0b110101) + chr(48), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(51) + '\062' + '\x32', 20911 - 20903), nzTpIcepk0o8(chr(0b100010 + 0o16) + chr(111) + chr(1187 - 1136) + chr(0b110000), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + chr(5762 - 5651) + chr(53) + chr(0b101111 + 0o1), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'U'), '\144' + chr(0b1100101) + '\x63' + '\157' + '\144' + '\x65')('\165' + chr(0b1110100) + '\x66' + '\055' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ROYi2PwyMhWh(FQgy_W0Nc99x, X9MwysUNJZ2p, znxd3AkgKlhG=None): if znxd3AkgKlhG is None: znxd3AkgKlhG = [N9zlRy29S1SS(ZlbFMSG8gCoF) for ZlbFMSG8gCoF in bbT2xIe5pzk7(ftfygxgFas5X(X9MwysUNJZ2p))] with DnU3Rq9N5ala(FQgy_W0Nc99x, roI3spqORKae(ES5oEprVxulp(b'\x0c'), chr(100) + chr(101) + chr(2025 - 1926) + chr(111) + chr(1416 - 1316) + chr(101))(chr(117) + chr(1404 - 1288) + chr(0b1011100 + 0o12) + chr(0b101101) + '\x38')) as _R8IKF5IwAfX: for ZlbFMSG8gCoF in bbT2xIe5pzk7(ftfygxgFas5X(X9MwysUNJZ2p)): roI3spqORKae(_R8IKF5IwAfX, roI3spqORKae(ES5oEprVxulp(b'\x16j\x8c\xa1\xc9\x1b\xe9)@\xb0u:'), chr(0b1100 + 0o130) + '\x65' + '\143' + chr(0b1101111 + 0o0) + chr(0b1100100) + chr(0b1100101))(chr(0b1000011 + 0o62) + chr(0b1011001 + 0o33) + chr(6454 - 6352) + chr(1985 - 1940) + chr(0b101100 + 0o14)))(roI3spqORKae(ES5oEprVxulp(b'E'), chr(100) + chr(3755 - 3654) + chr(0b100001 + 0o102) + chr(11141 - 11030) + chr(0b1100100) + chr(101))(chr(0b1110101) + chr(0b11111 + 0o125) + chr(0b1100110) + chr(0b1000 + 0o45) + chr(1756 - 1700)) + znxd3AkgKlhG[ZlbFMSG8gCoF] + roI3spqORKae(ES5oEprVxulp(b'q'), chr(100) + chr(0b1011100 + 0o11) + chr(7287 - 7188) + chr(0b1010 + 0o145) + '\x64' + '\145')('\x75' + chr(7867 - 7751) + chr(102) + chr(0b101101) + '\070') + X9MwysUNJZ2p[ZlbFMSG8gCoF] + roI3spqORKae(ES5oEprVxulp(b'q'), '\x64' + chr(0b1100101 + 0o0) + chr(0b1100011) + chr(2542 - 2431) + chr(0b1100100) + '\x65')(chr(4498 - 4381) + '\x74' + chr(4157 - 4055) + chr(0b11011 + 0o22) + chr(56)))
gagneurlab/concise
concise/preprocessing/structure.py
run_RNAplfold
def run_RNAplfold(input_fasta, tmpdir, W=240, L=160, U=1): """ Arguments: W, Int: span - window length L, Int, maxiumm span U, Int, size of unpaired region """ profiles = RNAplfold_PROFILES_EXECUTE for i, P in enumerate(profiles): print("running {P}_RNAplfold... ({i}/{N})".format(P=P, i=i + 1, N=len(profiles))) command = "{bin}/{P}_RNAplfold".format(bin=RNAplfold_BIN_DIR, P=P) file_out = "{tmp}/{P}_profile.fa".format(tmp=tmpdir, P=P) args = " -W {W} -L {L} -u {U} < {fa} > {file_out}".format(W=W, L=L, U=U, fa=input_fasta, file_out=file_out) os.system(command + args) # check if the file is empty if os.path.getsize(file_out) == 0: raise Exception("command wrote an empty file: {0}".format(file_out)) print("done!")
python
def run_RNAplfold(input_fasta, tmpdir, W=240, L=160, U=1): """ Arguments: W, Int: span - window length L, Int, maxiumm span U, Int, size of unpaired region """ profiles = RNAplfold_PROFILES_EXECUTE for i, P in enumerate(profiles): print("running {P}_RNAplfold... ({i}/{N})".format(P=P, i=i + 1, N=len(profiles))) command = "{bin}/{P}_RNAplfold".format(bin=RNAplfold_BIN_DIR, P=P) file_out = "{tmp}/{P}_profile.fa".format(tmp=tmpdir, P=P) args = " -W {W} -L {L} -u {U} < {fa} > {file_out}".format(W=W, L=L, U=U, fa=input_fasta, file_out=file_out) os.system(command + args) # check if the file is empty if os.path.getsize(file_out) == 0: raise Exception("command wrote an empty file: {0}".format(file_out)) print("done!")
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Arguments: W, Int: span - window length L, Int, maxiumm span U, Int, size of unpaired region
[ "Arguments", ":", "W", "Int", ":", "span", "-", "window", "length", "L", "Int", "maxiumm", "span", "U", "Int", "size", "of", "unpaired", "region" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/structure.py#L18-L39
train
Runs RNA - PLL fold on the input FASTA file.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b10010 + 0o135) + chr(703 - 652) + chr(0b110010) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(71 - 23) + '\157' + chr(0b100100 + 0o16) + chr(328 - 280) + '\061', 17013 - 17005), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110011) + chr(0b10101 + 0o41), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b110111 + 0o70) + '\063' + '\x33' + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\063' + '\x34' + chr(2295 - 2244), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + chr(608 - 559) + '\063', 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(0b100101 + 0o22), ord("\x08")), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(111) + chr(0b110001) + chr(48) + chr(0b110000), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + '\x35', 0b1000), nzTpIcepk0o8(chr(48) + chr(1339 - 1228) + chr(0b10101 + 0o35) + '\060' + '\064', ord("\x08")), nzTpIcepk0o8(chr(1843 - 1795) + '\157' + '\x33' + chr(54) + '\x33', 2024 - 2016), nzTpIcepk0o8(chr(782 - 734) + chr(7452 - 7341) + chr(349 - 298) + chr(53), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(50) + '\x34', 0b1000), nzTpIcepk0o8(chr(150 - 102) + chr(0b1101111) + '\062' + chr(0b1111 + 0o42) + chr(49), 9547 - 9539), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(111) + '\x33' + chr(0b10101 + 0o34) + '\x33', 60633 - 60625), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x31' + chr(51) + '\060', 35959 - 35951), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b100000 + 0o22) + chr(48) + '\x36', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + '\061' + chr(0b100001 + 0o21), ord("\x08")), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(0b101010 + 0o105) + '\x33' + chr(0b1000 + 0o55) + '\062', 16943 - 16935), nzTpIcepk0o8('\x30' + chr(111) + chr(0b100100 + 0o15) + chr(1864 - 1814) + chr(0b100110 + 0o21), ord("\x08")), nzTpIcepk0o8(chr(0b11 + 0o55) + '\x6f' + chr(0b101100 + 0o5) + '\x34', ord("\x08")), nzTpIcepk0o8(chr(0b100110 + 0o12) + '\157' + chr(0b101100 + 0o5) + chr(53) + chr(1567 - 1518), 33211 - 33203), nzTpIcepk0o8('\060' + chr(3756 - 3645) + chr(0b10011 + 0o40) + '\062' + chr(0b1100 + 0o50), 0b1000), nzTpIcepk0o8(chr(1126 - 1078) + chr(0b1101111) + '\061' + '\060' + chr(49), 1738 - 1730), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(49) + chr(183 - 130) + chr(0b1101 + 0o46), ord("\x08")), nzTpIcepk0o8(chr(0b11001 + 0o27) + '\x6f' + chr(0b110010) + chr(0b110100) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(503 - 455) + '\x6f' + chr(1142 - 1093) + chr(55) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110010) + chr(49) + '\066', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x32' + chr(0b110101) + chr(0b110101), 0o10), nzTpIcepk0o8(chr(48) + chr(7742 - 7631) + chr(51) + chr(0b1000 + 0o55) + '\x37', 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(50) + '\x36' + chr(53), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(0b100011 + 0o16) + chr(0b110111) + chr(0b110111), 0o10), nzTpIcepk0o8(chr(1106 - 1058) + chr(5085 - 4974) + chr(0b100011 + 0o17) + '\062' + chr(1492 - 1439), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(0b10100 + 0o35) + '\x33' + chr(0b110101), 0o10), nzTpIcepk0o8('\060' + chr(6670 - 6559) + '\x32' + chr(0b10 + 0o64) + chr(1275 - 1221), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(55), 0b1000), nzTpIcepk0o8(chr(0b11001 + 0o27) + '\157' + chr(50) + '\x34' + '\x35', 0b1000), nzTpIcepk0o8(chr(1091 - 1043) + chr(111) + '\x30', 0b1000), nzTpIcepk0o8(chr(769 - 721) + '\x6f' + '\x32' + '\x31' + chr(0b100 + 0o57), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110011) + '\063' + chr(53), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(556 - 508) + chr(2709 - 2598) + chr(53) + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xff'), '\144' + chr(0b1100101) + chr(0b1100011) + '\x6f' + '\144' + '\x65')(chr(6074 - 5957) + chr(116) + chr(3000 - 2898) + chr(45) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def _oUz_7xTAXba(fO6Ysi4VqQsT, fIL2oZNHB0Ly, uzYpZLBDz9M7=nzTpIcepk0o8(chr(1187 - 1139) + '\157' + chr(51) + '\x36' + '\x30', 0b1000), QkRI2ibxeUAu=nzTpIcepk0o8(chr(0b10001 + 0o37) + chr(0b1100011 + 0o14) + chr(2228 - 2178) + chr(2692 - 2640) + '\x30', 8), gkx2kn9x1cnU=nzTpIcepk0o8(chr(1794 - 1746) + chr(0b1001011 + 0o44) + chr(49), 0o10)): e1wmOy0RMzm1 = Ro4zLCRkkP70 for (ZlbFMSG8gCoF, mOo9OqMgUnvf) in _kV_Bomx8PZ4(e1wmOy0RMzm1): v8jsMqaYV6U2(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\xa3\xf4p\xb4\x8a%``n\xd4\x8eBF\xc7\x8a(\xea\xec\x85;hG\xfaoK\x88\x03\xe7\xd0\xc0\xce1\xe8t'), chr(0b1100100) + chr(0b1100101) + chr(0b1100011) + chr(1604 - 1493) + chr(0b1100100) + chr(101))(chr(117) + '\x74' + chr(0b1100110) + '\x2d' + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\xa0\xb2-\x91\xa4xa/D\xdb\xb0W'), '\144' + '\x65' + chr(3852 - 3753) + chr(0b1000000 + 0o57) + '\144' + chr(101))('\165' + '\164' + chr(102) + '\055' + chr(0b100101 + 0o23)))(P=mOo9OqMgUnvf, i=ZlbFMSG8gCoF + nzTpIcepk0o8('\060' + chr(0b1110 + 0o141) + '\x31', 8), N=ftfygxgFas5X(e1wmOy0RMzm1))) rZO0j44B8n0L = roI3spqORKae(ES5oEprVxulp(b'\xaa\xe3w\xb4\x9ed|\x10h\xdb\xa1SU\xf9\xa7>\xe9\xe6\x8e'), '\144' + chr(101) + '\143' + chr(0b1101111) + chr(9570 - 9470) + chr(5507 - 5406))(chr(117) + '\164' + chr(102) + chr(0b101101) + '\070').q33KG3foQ_CJ(bin=OalOG8YjSSFH, P=mOo9OqMgUnvf) OEu3ynQ9hhJX = roI3spqORKae(ES5oEprVxulp(b'\xaa\xf5s\xaa\x9ed|\x10h\xdb\x83o{\xef\xa24\xe3\xa4\x8c6'), chr(100) + '\145' + chr(99) + '\157' + '\144' + chr(101))(chr(117) + '\164' + '\146' + chr(45) + '\x38').q33KG3foQ_CJ(tmp=fIL2oZNHB0Ly, P=mOo9OqMgUnvf) eemPYp2vtTSr = roI3spqORKae(ES5oEprVxulp(b'\xf1\xacI\xfa\x98\x1cz`8\xc8\xd3fX\xf4\xebu\xf3\xaa\x91\x02qI\xe8a\x10\xc6\x19\xf3\x8d\xd1\x95\x04\xf34\xdaj\xfao\xfe\xa9\xac'), chr(0b10110 + 0o116) + chr(6408 - 6307) + '\143' + chr(3334 - 3223) + chr(2399 - 2299) + chr(101))(chr(2306 - 2189) + '\x74' + chr(2889 - 2787) + chr(45) + chr(0b10011 + 0o45)).q33KG3foQ_CJ(W=uzYpZLBDz9M7, L=QkRI2ibxeUAu, U=gkx2kn9x1cnU, fa=fO6Ysi4VqQsT, file_out=OEu3ynQ9hhJX) roI3spqORKae(aHUqKstZLeS6, roI3spqORKae(ES5oEprVxulp(b'\xa2\xf8m\xae\x86&'), chr(0b100111 + 0o75) + '\145' + chr(0b111111 + 0o44) + chr(958 - 847) + chr(5937 - 5837) + chr(0b1100101))(chr(117) + chr(4164 - 4048) + chr(0b111001 + 0o55) + '\x2d' + chr(754 - 698)))(rZO0j44B8n0L + eemPYp2vtTSr) if roI3spqORKae(aHUqKstZLeS6.path, roI3spqORKae(ES5oEprVxulp(b'\xb6\xe4j\xa9\x8a1b'), chr(0b1100100) + chr(287 - 186) + chr(371 - 272) + chr(7476 - 7365) + '\x64' + chr(8794 - 8693))(chr(0b1110101) + chr(1151 - 1035) + chr(0b1100000 + 0o6) + chr(0b101 + 0o50) + chr(0b111000)))(OEu3ynQ9hhJX) == nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(111) + chr(0b11 + 0o55), 8): raise zfo2Sgkz3IVJ(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b"\xb2\xees\xb7\x82%c`b\xf6\x9ciq\xa9\xaa6\xa6\xef\x87'x\x10\xf4'\x02\xcc\x1d\xb4\x8d\x94\x85\x02"), chr(0b1000010 + 0o42) + '\145' + chr(0b1100 + 0o127) + '\x6f' + chr(0b1010011 + 0o21) + chr(101))(chr(0b101000 + 0o115) + chr(7198 - 7082) + '\x66' + chr(383 - 338) + chr(2045 - 1989)), roI3spqORKae(ES5oEprVxulp(b'\xa0\xb2-\x91\xa4xa/D\xdb\xb0W'), chr(2380 - 2280) + '\x65' + '\143' + chr(0b100111 + 0o110) + chr(0b1111 + 0o125) + chr(101))(chr(0b1 + 0o164) + chr(0b1110100) + '\146' + '\055' + '\070'))(OEu3ynQ9hhJX)) v8jsMqaYV6U2(roI3spqORKae(ES5oEprVxulp(b'\xb5\xeep\xbf\xc2'), chr(0b1100100) + '\x65' + '\143' + chr(7320 - 7209) + chr(4374 - 4274) + '\145')('\165' + chr(8416 - 8300) + chr(0b110010 + 0o64) + chr(45) + '\x38'))
gagneurlab/concise
concise/preprocessing/structure.py
read_RNAplfold
def read_RNAplfold(tmpdir, maxlen=None, seq_align="start", pad_with="E"): """ pad_with = with which 2ndary structure should we pad the sequence? """ assert pad_with in {"P", "H", "I", "M", "E"} def read_profile(tmpdir, P): return [values.strip().split("\t") for seq_name, values in iter_fasta("{tmp}/{P}_profile.fa".format(tmp=tmpdir, P=P))] def nelem(P, pad_width): """get the right neutral element """ return 1 if P is pad_with else 0 arr_hime = np.array([pad_sequences(read_profile(tmpdir, P), value=[nelem(P, pad_with)], align=seq_align, maxlen=maxlen) for P in RNAplfold_PROFILES_EXECUTE], dtype="float32") # add the pairness column arr_p = 1 - arr_hime.sum(axis=0)[np.newaxis] arr = np.concatenate((arr_p, arr_hime)) # reshape to: seq, seq_length, num_channels arr = np.moveaxis(arr, 0, 2) return arr
python
def read_RNAplfold(tmpdir, maxlen=None, seq_align="start", pad_with="E"): """ pad_with = with which 2ndary structure should we pad the sequence? """ assert pad_with in {"P", "H", "I", "M", "E"} def read_profile(tmpdir, P): return [values.strip().split("\t") for seq_name, values in iter_fasta("{tmp}/{P}_profile.fa".format(tmp=tmpdir, P=P))] def nelem(P, pad_width): """get the right neutral element """ return 1 if P is pad_with else 0 arr_hime = np.array([pad_sequences(read_profile(tmpdir, P), value=[nelem(P, pad_with)], align=seq_align, maxlen=maxlen) for P in RNAplfold_PROFILES_EXECUTE], dtype="float32") # add the pairness column arr_p = 1 - arr_hime.sum(axis=0)[np.newaxis] arr = np.concatenate((arr_p, arr_hime)) # reshape to: seq, seq_length, num_channels arr = np.moveaxis(arr, 0, 2) return arr
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pad_with = with which 2ndary structure should we pad the sequence?
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/structure.py#L42-L69
train
read RNAplfold files and return a numpy array of the 2ndary structure.
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1028) + chr(0b11111 + 0o21) + chr(53), 0o10), nzTpIcepk0o8(chr(0b11101 + 0o23) + '\157' + chr(1173 - 1123) + chr(0b110010) + chr(53), 40426 - 40418), nzTpIcepk0o8(chr(779 - 731) + chr(111) + chr(0b110010) + '\061' + '\x35', 59926 - 59918), nzTpIcepk0o8('\x30' + chr(0b101100 + 0o103) + chr(0b110010) + chr(0b110010) + chr(629 - 580), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(49) + chr(49) + chr(51), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(50) + chr(53) + chr(52), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(2042 - 1992) + chr(788 - 740) + '\x36', ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110001) + chr(0b111 + 0o52), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + '\063' + chr(0b110010) + chr(0b110101), ord("\x08")), nzTpIcepk0o8('\x30' + chr(1105 - 994) + '\x31' + chr(1289 - 1241) + chr(1718 - 1666), 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\157' + '\062' + chr(0b110011) + chr(172 - 121), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(0b1111 + 0o47) + chr(1248 - 1198), 36272 - 36264), nzTpIcepk0o8(chr(0b110000) + chr(0b1001011 + 0o44) + '\061' + '\x37' + chr(0b10110 + 0o32), ord("\x08")), nzTpIcepk0o8(chr(970 - 922) + '\x6f' + '\061' + chr(0b110001) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + '\062' + '\x35' + chr(0b100010 + 0o16), 16653 - 16645), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + chr(0b100010 + 0o16) + chr(1244 - 1189), 50101 - 50093), nzTpIcepk0o8(chr(1386 - 1338) + chr(0b1101111) + chr(0b110111) + chr(0b110011), 12615 - 12607), nzTpIcepk0o8('\x30' + '\157' + '\x31' + '\063' + '\062', 39772 - 39764), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110111) + chr(48), 0b1000), nzTpIcepk0o8(chr(1319 - 1271) + chr(0b1101111) + chr(0b110001) + chr(0b1010 + 0o51) + chr(54), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(48), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(10453 - 10342) + chr(1042 - 991) + chr(0b110011) + chr(48), 0b1000), nzTpIcepk0o8(chr(2137 - 2089) + chr(3405 - 3294) + '\x33' + chr(192 - 142) + chr(0b1110 + 0o45), 0b1000), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(0b1101111) + '\x32' + chr(0b110100 + 0o1) + chr(0b110110), 38009 - 38001), nzTpIcepk0o8('\x30' + '\x6f' + '\x33' + '\064' + chr(1788 - 1736), 0b1000), nzTpIcepk0o8('\x30' + chr(1032 - 921) + chr(0b110010) + chr(0b110110) + chr(336 - 282), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(1497 - 1446) + '\x37' + chr(0b11001 + 0o30), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(51) + chr(0b11110 + 0o24) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(3376 - 3265) + chr(51) + chr(0b110001), 40108 - 40100), nzTpIcepk0o8(chr(496 - 448) + chr(111) + '\x31' + chr(0b1 + 0o64), 0o10), nzTpIcepk0o8(chr(48) + chr(0b111 + 0o150) + chr(1076 - 1027) + '\067', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(51) + chr(53) + chr(0b110100 + 0o1), 0o10), nzTpIcepk0o8('\x30' + chr(111) + '\x33' + '\x32' + chr(0b100001 + 0o17), 0b1000), nzTpIcepk0o8(chr(1716 - 1668) + chr(5796 - 5685) + chr(2093 - 2042) + '\066' + chr(0b101101 + 0o5), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(2410 - 2359) + chr(49) + '\x30', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + '\x32' + '\x35' + chr(0b110100), 8), nzTpIcepk0o8('\x30' + '\157' + '\061' + chr(0b10110 + 0o34) + chr(0b110001), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b10010 + 0o41) + '\066' + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b10001 + 0o37) + chr(111) + chr(257 - 207) + chr(0b10111 + 0o36) + chr(2465 - 2413), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(0b1101 + 0o142) + chr(53) + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x17'), chr(340 - 240) + chr(3695 - 3594) + chr(0b1100011) + chr(11653 - 11542) + chr(0b1100100) + chr(0b11110 + 0o107))('\165' + chr(0b1110100) + chr(102) + chr(0b101101) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Qnz8wtlRFyoo(fIL2oZNHB0Ly, bkEe14a1B30s=None, TmBGUpmSiJjm=roI3spqORKae(ES5oEprVxulp(b'J\xb1\xf4\xff\xe5'), '\144' + chr(0b1100101) + chr(0b1011001 + 0o12) + chr(0b1101111) + chr(0b1100100) + chr(0b11101 + 0o110))('\x75' + chr(116) + chr(3048 - 2946) + chr(45) + chr(1541 - 1485)), HaTuveWX5ddr=roI3spqORKae(ES5oEprVxulp(b'|'), chr(752 - 652) + chr(5063 - 4962) + '\143' + chr(10573 - 10462) + '\144' + chr(101))(chr(7605 - 7488) + chr(0b1110100) + chr(0b111000 + 0o56) + chr(45) + chr(56))): assert HaTuveWX5ddr in {roI3spqORKae(ES5oEprVxulp(b'i'), chr(490 - 390) + chr(0b11110 + 0o107) + '\143' + '\x6f' + chr(1280 - 1180) + '\x65')('\165' + chr(116) + chr(0b1100110) + chr(0b101101) + chr(2076 - 2020)), roI3spqORKae(ES5oEprVxulp(b'q'), '\144' + chr(0b1100101) + '\143' + chr(0b1100100 + 0o13) + '\144' + '\x65')('\165' + chr(0b10011 + 0o141) + '\146' + chr(0b11111 + 0o16) + chr(0b10111 + 0o41)), roI3spqORKae(ES5oEprVxulp(b'p'), chr(100) + chr(0b110111 + 0o56) + chr(0b1100011) + chr(0b1101111) + chr(0b1100100) + chr(101))(chr(117) + '\164' + chr(0b1000010 + 0o44) + chr(0b101101) + '\070'), roI3spqORKae(ES5oEprVxulp(b't'), '\x64' + '\145' + '\x63' + '\x6f' + chr(0b1100 + 0o130) + chr(9118 - 9017))(chr(117) + chr(0b10011 + 0o141) + chr(102) + chr(0b101101) + chr(1738 - 1682)), roI3spqORKae(ES5oEprVxulp(b'|'), chr(0b1000100 + 0o40) + '\x65' + chr(5210 - 5111) + chr(9426 - 9315) + chr(0b1100100) + chr(0b1100101))(chr(13254 - 13137) + chr(0b1110100) + chr(0b10000 + 0o126) + '\x2d' + '\070')} def wYhUyN7650U5(fIL2oZNHB0Ly, mOo9OqMgUnvf): return [roI3spqORKae(CsodZJH6x9Tx.strip(), roI3spqORKae(ES5oEprVxulp(b'u\xa3\xc7\xff\xc0\x04\xd4\xf3M\xa3*\xd8'), '\x64' + chr(0b1100101) + chr(7578 - 7479) + chr(650 - 539) + '\144' + chr(4780 - 4679))('\165' + chr(116) + chr(102) + chr(0b10101 + 0o30) + '\070'))(roI3spqORKae(ES5oEprVxulp(b'0'), chr(100) + chr(0b1100101) + '\143' + '\x6f' + chr(100) + chr(8199 - 8098))('\165' + chr(0b1011111 + 0o25) + chr(102) + chr(45) + chr(0b1011 + 0o55))) for (d2iX2gjsiyCp, CsodZJH6x9Tx) in rMgCBWefRxhX(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'B\xb1\xf8\xfd\xecd\xd7\xd6t\x8a4\xe9\xdd\x1e!\xc4\xe2\x15<Y'), chr(0b11101 + 0o107) + chr(3243 - 3142) + '\143' + '\x6f' + '\x64' + chr(0b100001 + 0o104))(chr(117) + '\x74' + chr(9105 - 9003) + '\x2d' + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'H\xf6\xa6\xc6\xd6x\xca\xe9X\x8a\x07\xd1'), chr(4181 - 4081) + '\145' + chr(826 - 727) + '\x6f' + chr(100) + '\x65')('\x75' + chr(0b1110011 + 0o1) + chr(3746 - 3644) + '\055' + chr(504 - 448)))(tmp=fIL2oZNHB0Ly, P=mOo9OqMgUnvf))] def _tscSGocqUN0(mOo9OqMgUnvf, imwedeggp5U6): return nzTpIcepk0o8(chr(0b100100 + 0o14) + '\157' + chr(1127 - 1078), ord("\x08")) if mOo9OqMgUnvf is HaTuveWX5ddr else nzTpIcepk0o8(chr(48) + chr(0b10011 + 0o134) + chr(48), 8) gt55XGFL6kov = nDF4gVNx0u9Q.Tn6rGr7XTM7t([mkEpJ4h5YYWA(wYhUyN7650U5(fIL2oZNHB0Ly, mOo9OqMgUnvf), value=[_tscSGocqUN0(mOo9OqMgUnvf, HaTuveWX5ddr)], align=TmBGUpmSiJjm, maxlen=bkEe14a1B30s) for mOo9OqMgUnvf in Ro4zLCRkkP70], dtype=roI3spqORKae(ES5oEprVxulp(b'_\xa9\xfa\xec\xe5x\x9e'), chr(0b1110 + 0o126) + chr(101) + chr(0b110011 + 0o60) + chr(0b1100101 + 0o12) + chr(100) + chr(7920 - 7819))('\x75' + '\164' + chr(7264 - 7162) + chr(45) + '\x38')) zIfSNxjl7DFH = nzTpIcepk0o8(chr(0b10101 + 0o33) + '\x6f' + chr(49), 8) - gt55XGFL6kov.oclC8DLjA_lV(axis=nzTpIcepk0o8('\060' + '\x6f' + chr(48), 8))[nDF4gVNx0u9Q.newaxis] JaZEP80kXwoT = nDF4gVNx0u9Q.concatenate((zIfSNxjl7DFH, gt55XGFL6kov)) JaZEP80kXwoT = nDF4gVNx0u9Q.moveaxis(JaZEP80kXwoT, nzTpIcepk0o8(chr(0b110000) + chr(0b110010 + 0o75) + chr(0b110000), 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(50), 0b1000)) return JaZEP80kXwoT
gagneurlab/concise
concise/preprocessing/structure.py
encodeRNAStructure
def encodeRNAStructure(seq_vec, maxlen=None, seq_align="start", W=240, L=160, U=1, tmpdir="/tmp/RNAplfold/"): """Compute RNA secondary structure with RNAplfold implemented in Kazan et al 2010, [doi](https://doi.org/10.1371/journal.pcbi.1000832). # Note Secondary structure is represented as the probability to be in the following states: - `["Pairedness", "Hairpin loop", "Internal loop", "Multi loop", "External region"]` See Kazan et al 2010, [doi](https://doi.org/10.1371/journal.pcbi.1000832) for more information. # Arguments seq_vec: list of DNA/RNA sequences maxlen: Maximum sequence length. See `concise.preprocessing.pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `concise.preprocessing.pad_sequences` for more detail W: Int; span - window length L: Int; maxiumm span U: Int; size of unpaired region tmpdir: Where to store the intermediary files of RNAplfold. # Note Recommended parameters: - for human, mouse use W, L, u : 240, 160, 1 - for fly, yeast use W, L, u : 80, 40, 1 # Returns np.ndarray of shape `(len(seq_vec), maxlen, 5)` """ # extend the tmpdir with uuid string to allow for parallel execution tmpdir = tmpdir + "/" + str(uuid4()) + "/" if not isinstance(seq_vec, list): seq_vec = seq_vec.tolist() if not os.path.exists(tmpdir): os.makedirs(tmpdir) fasta_path = tmpdir + "/input.fasta" write_fasta(fasta_path, seq_vec) run_RNAplfold(fasta_path, tmpdir, W=W, L=L, U=U) # 1. split the fasta into pieces # 2. run_RNAplfold for each of them # 3. Read the results return read_RNAplfold(tmpdir, maxlen, seq_align=seq_align, pad_with="E")
python
def encodeRNAStructure(seq_vec, maxlen=None, seq_align="start", W=240, L=160, U=1, tmpdir="/tmp/RNAplfold/"): """Compute RNA secondary structure with RNAplfold implemented in Kazan et al 2010, [doi](https://doi.org/10.1371/journal.pcbi.1000832). # Note Secondary structure is represented as the probability to be in the following states: - `["Pairedness", "Hairpin loop", "Internal loop", "Multi loop", "External region"]` See Kazan et al 2010, [doi](https://doi.org/10.1371/journal.pcbi.1000832) for more information. # Arguments seq_vec: list of DNA/RNA sequences maxlen: Maximum sequence length. See `concise.preprocessing.pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `concise.preprocessing.pad_sequences` for more detail W: Int; span - window length L: Int; maxiumm span U: Int; size of unpaired region tmpdir: Where to store the intermediary files of RNAplfold. # Note Recommended parameters: - for human, mouse use W, L, u : 240, 160, 1 - for fly, yeast use W, L, u : 80, 40, 1 # Returns np.ndarray of shape `(len(seq_vec), maxlen, 5)` """ # extend the tmpdir with uuid string to allow for parallel execution tmpdir = tmpdir + "/" + str(uuid4()) + "/" if not isinstance(seq_vec, list): seq_vec = seq_vec.tolist() if not os.path.exists(tmpdir): os.makedirs(tmpdir) fasta_path = tmpdir + "/input.fasta" write_fasta(fasta_path, seq_vec) run_RNAplfold(fasta_path, tmpdir, W=W, L=L, U=U) # 1. split the fasta into pieces # 2. run_RNAplfold for each of them # 3. Read the results return read_RNAplfold(tmpdir, maxlen, seq_align=seq_align, pad_with="E")
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Compute RNA secondary structure with RNAplfold implemented in Kazan et al 2010, [doi](https://doi.org/10.1371/journal.pcbi.1000832). # Note Secondary structure is represented as the probability to be in the following states: - `["Pairedness", "Hairpin loop", "Internal loop", "Multi loop", "External region"]` See Kazan et al 2010, [doi](https://doi.org/10.1371/journal.pcbi.1000832) for more information. # Arguments seq_vec: list of DNA/RNA sequences maxlen: Maximum sequence length. See `concise.preprocessing.pad_sequences` for more detail seq_align: How to align the sequences of variable lengths. See `concise.preprocessing.pad_sequences` for more detail W: Int; span - window length L: Int; maxiumm span U: Int; size of unpaired region tmpdir: Where to store the intermediary files of RNAplfold. # Note Recommended parameters: - for human, mouse use W, L, u : 240, 160, 1 - for fly, yeast use W, L, u : 80, 40, 1 # Returns np.ndarray of shape `(len(seq_vec), maxlen, 5)`
[ "Compute", "RNA", "secondary", "structure", "with", "RNAplfold", "implemented", "in", "Kazan", "et", "al", "2010", "[", "doi", "]", "(", "https", ":", "//", "doi", ".", "org", "/", "10", ".", "1371", "/", "journal", ".", "pcbi", ".", "1000832", ")", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/preprocessing/structure.py#L92-L138
train
Compute the RNA secondary structure of a sequence vector.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + chr(55) + chr(50), 63676 - 63668), nzTpIcepk0o8(chr(48) + chr(0b1000011 + 0o54) + '\x32' + chr(52) + chr(0b110000), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(50) + '\x32' + chr(0b11110 + 0o24), ord("\x08")), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b111011 + 0o64) + '\x34' + chr(0b11010 + 0o35), ord("\x08")), nzTpIcepk0o8(chr(0b1010 + 0o46) + chr(0b1101111) + chr(160 - 111) + chr(0b10011 + 0o36) + chr(1809 - 1754), ord("\x08")), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(5906 - 5795) + chr(0b1100 + 0o46) + '\064' + chr(0b110000), 8), nzTpIcepk0o8(chr(48) + chr(9411 - 9300) + '\061' + '\060' + '\067', 0o10), nzTpIcepk0o8('\060' + '\157' + chr(666 - 616) + '\x30' + '\x30', 39968 - 39960), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x36' + chr(55), 0b1000), nzTpIcepk0o8(chr(48) + chr(6224 - 6113) + '\063' + '\x36' + chr(1688 - 1639), 51794 - 51786), nzTpIcepk0o8('\060' + chr(111) + '\061' + chr(0b110001 + 0o1) + '\060', ord("\x08")), nzTpIcepk0o8(chr(1775 - 1727) + '\157' + '\x31' + chr(288 - 238) + chr(53), 15073 - 15065), nzTpIcepk0o8('\060' + '\157' + chr(1610 - 1559) + '\x37' + '\064', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(1673 - 1624) + '\066' + chr(2174 - 2121), 56547 - 56539), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(51) + '\x37' + chr(1039 - 984), 0o10), nzTpIcepk0o8(chr(696 - 648) + chr(0b1101111) + chr(0b10101 + 0o35) + chr(1943 - 1891) + chr(0b100001 + 0o21), 0b1000), nzTpIcepk0o8(chr(0b100 + 0o54) + '\157' + chr(0b101010 + 0o11) + '\x36' + chr(0b1001 + 0o53), 0o10), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(5683 - 5572) + chr(0b100011 + 0o23) + chr(0b110010), 18803 - 18795), nzTpIcepk0o8(chr(639 - 591) + chr(0b1101111) + chr(1242 - 1193) + chr(53) + chr(2431 - 2380), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1927 - 1876) + chr(0b10011 + 0o42) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b1100000 + 0o17) + chr(719 - 668) + chr(50) + chr(961 - 910), ord("\x08")), nzTpIcepk0o8(chr(1443 - 1395) + chr(111) + '\062' + chr(1248 - 1196) + '\x37', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\062' + '\x33' + chr(51), 14529 - 14521), nzTpIcepk0o8(chr(332 - 284) + '\157' + '\063' + '\x30' + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(49) + chr(554 - 499) + '\063', ord("\x08")), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(0b111100 + 0o63) + '\064' + chr(575 - 524), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + '\063' + '\063' + '\x34', ord("\x08")), nzTpIcepk0o8('\060' + chr(3535 - 3424) + chr(0b110011) + chr(54) + chr(53), 0b1000), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(0b10110 + 0o131) + chr(0b11100 + 0o27) + chr(471 - 417) + '\065', 8), nzTpIcepk0o8('\060' + '\157' + chr(53) + '\x30', 0b1000), nzTpIcepk0o8(chr(0b11 + 0o55) + '\157' + chr(0b110011) + '\065' + chr(0b110100), 17315 - 17307), nzTpIcepk0o8('\x30' + '\157' + chr(0b110011) + '\064' + chr(0b10101 + 0o36), 23356 - 23348), nzTpIcepk0o8('\x30' + '\157' + chr(0b1101 + 0o45) + chr(51), 23898 - 23890), nzTpIcepk0o8(chr(2133 - 2085) + chr(6419 - 6308) + '\x32' + chr(1080 - 1031) + chr(54), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x34' + chr(0b1101 + 0o51), 45145 - 45137), nzTpIcepk0o8(chr(48) + chr(6464 - 6353) + '\063' + '\063' + chr(0b110110), 59558 - 59550), nzTpIcepk0o8('\x30' + '\157' + chr(1113 - 1064) + chr(52) + '\x37', 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b1011 + 0o46) + chr(52) + chr(0b110110), 21863 - 21855), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(0b1101111) + chr(1983 - 1933) + chr(52) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + '\066' + '\067', ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(10756 - 10645) + chr(0b110101) + chr(1230 - 1182), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x94'), '\x64' + '\145' + chr(0b11001 + 0o112) + chr(0b1000000 + 0o57) + '\x64' + chr(7425 - 7324))('\165' + chr(116) + '\x66' + chr(0b101101) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def OvRc5Nqegfa7(uHp4AmKWEZ_K, bkEe14a1B30s=None, TmBGUpmSiJjm=roI3spqORKae(ES5oEprVxulp(b'\xc9\xd4\xf3U;'), '\x64' + chr(0b1100101) + '\x63' + '\x6f' + chr(9798 - 9698) + '\x65')('\x75' + chr(0b1110100) + chr(0b1100110) + '\x2d' + '\070'), uzYpZLBDz9M7=nzTpIcepk0o8(chr(48) + chr(2358 - 2247) + chr(0b110011) + '\066' + chr(270 - 222), 0o10), QkRI2ibxeUAu=nzTpIcepk0o8('\x30' + chr(10986 - 10875) + chr(0b110010) + chr(902 - 850) + chr(48), 8), gkx2kn9x1cnU=nzTpIcepk0o8('\x30' + chr(0b101011 + 0o104) + '\x31', 0b1000), fIL2oZNHB0Ly=roI3spqORKae(ES5oEprVxulp(b'\x95\xd4\xffW`\xf2\t\xc1G\x9d6:\x90\x11\xd0'), '\144' + chr(4453 - 4352) + chr(0b10 + 0o141) + chr(8260 - 8149) + chr(100) + chr(4743 - 4642))(chr(117) + '\x74' + chr(0b110001 + 0o65) + '\055' + chr(56))): fIL2oZNHB0Ly = fIL2oZNHB0Ly + roI3spqORKae(ES5oEprVxulp(b'\x95'), '\144' + chr(0b111011 + 0o52) + chr(99) + chr(0b1101111) + '\x64' + chr(101))(chr(0b1110101) + chr(116) + chr(0b1100110) + '\x2d' + '\x38') + N9zlRy29S1SS(mD6kVAFumSl4()) + roI3spqORKae(ES5oEprVxulp(b'\x95'), chr(0b111010 + 0o52) + chr(0b100011 + 0o102) + chr(99) + '\157' + chr(0b1100100) + '\x65')('\x75' + chr(4609 - 4493) + chr(3334 - 3232) + '\x2d' + chr(640 - 584)) if not suIjIS24Zkqw(uHp4AmKWEZ_K, H4NoA26ON7iG): uHp4AmKWEZ_K = uHp4AmKWEZ_K.tolist() if not roI3spqORKae(aHUqKstZLeS6.path, roI3spqORKae(ES5oEprVxulp(b'\xc0\xf3\xdb^!\xf02\xc5A\x9d\x01a'), chr(0b1000110 + 0o36) + chr(101) + '\x63' + chr(5227 - 5116) + chr(5244 - 5144) + '\x65')('\165' + chr(0b100111 + 0o115) + '\x66' + chr(0b11000 + 0o25) + chr(56)))(fIL2oZNHB0Ly): roI3spqORKae(aHUqKstZLeS6, roI3spqORKae(ES5oEprVxulp(b'\xd7\xc1\xf9B+\xc95\xf3'), chr(0b1100100) + chr(5762 - 5661) + '\x63' + '\x6f' + '\144' + chr(0b1100101))(chr(0b1110101) + '\x74' + chr(102) + chr(0b100001 + 0o14) + chr(0b111000)))(fIL2oZNHB0Ly) BJDsNNmGGgxh = fIL2oZNHB0Ly + roI3spqORKae(ES5oEprVxulp(b'\x95\xc9\xfcW:\xd4i\xe6V\x82$4'), chr(100) + '\x65' + chr(99) + chr(0b1101111) + chr(0b1100100) + '\x65')(chr(0b1110101) + chr(0b111110 + 0o66) + chr(0b1000110 + 0o40) + chr(0b101101) + '\070') ROYi2PwyMhWh(BJDsNNmGGgxh, uHp4AmKWEZ_K) _oUz_7xTAXba(BJDsNNmGGgxh, fIL2oZNHB0Ly, W=uzYpZLBDz9M7, L=QkRI2ibxeUAu, U=gkx2kn9x1cnU) return Qnz8wtlRFyoo(fIL2oZNHB0Ly, bkEe14a1B30s, seq_align=TmBGUpmSiJjm, pad_with=roI3spqORKae(ES5oEprVxulp(b'\xff'), '\x64' + chr(0b1000001 + 0o44) + '\x63' + chr(0b1010000 + 0o37) + chr(2063 - 1963) + '\x65')(chr(10169 - 10052) + chr(116) + '\x66' + '\x2d' + chr(0b10010 + 0o46)))
gagneurlab/concise
concise/effects/ism.py
ism
def ism(model, ref, ref_rc, alt, alt_rc, mutation_positions, out_annotation_all_outputs, output_filter_mask=None, out_annotation=None, diff_type="log_odds", rc_handling="maximum"): """In-silico mutagenesis Using ISM in with diff_type 'log_odds' and rc_handling 'maximum' will produce predictions as used in [DeepSEA](http://www.nature.com/nmeth/journal/v12/n10/full/nmeth.3547.html). ISM offers two ways to calculate the difference between the outputs created by reference and alternative sequence and two different methods to select whether to use the output generated from the forward or from the reverse-complement sequences. To calculate "e-values" as mentioned in DeepSEA the same ISM prediction has to be performed on a randomised set of 1 million 1000genomes, MAF-matched variants to get a background of predicted effects of random SNPs. # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. diff_type: "log_odds" or "diff". When set to 'log_odds' calculate scores based on log_odds, which assumes the model output is a probability. When set to 'diff' the model output for 'ref' is subtracted from 'alt'. Using 'log_odds' with outputs that are not in the range [0,1] nan will be returned. rc_handling: "average" or "maximum". Either average over the predictions derived from forward and reverse-complement predictions ('average') or pick the prediction with the bigger absolute value ('maximum'). # Returns Dictionary with the key `ism` which contains a pandas DataFrame containing the calculated values for each (selected) model output and input sequence """ seqs = {"ref": ref, "ref_rc": ref_rc, "alt": alt, "alt_rc": alt_rc} assert diff_type in ["log_odds", "diff"] assert rc_handling in ["average", "maximum"] assert np.all([np.array(get_seq_len(ref)) == np.array(get_seq_len(seqs[k])) for k in seqs.keys() if k != "ref"]) assert get_seq_len(ref)[0] == mutation_positions.shape[0] assert len(mutation_positions.shape) == 1 # determine which outputs should be selected if output_filter_mask is None: if out_annotation is None: output_filter_mask = np.arange(out_annotation_all_outputs.shape[0]) else: output_filter_mask = np.where(np.in1d(out_annotation_all_outputs, out_annotation))[0] # make sure the labels are assigned correctly out_annotation = out_annotation_all_outputs[output_filter_mask] preds = {} for k in seqs: # preds[k] = model.predict(seqs[k]) preds[k] = np.array(model.predict(seqs[k])[..., output_filter_mask]) if diff_type == "log_odds": if np.any([(preds[k].min() < 0 or preds[k].max() > 1) for k in preds]): warnings.warn("Using log_odds on model outputs that are not bound [0,1]") diffs = np.log(preds["alt"] / (1 - preds["alt"])) - np.log(preds["ref"] / (1 - preds["ref"])) diffs_rc = np.log(preds["alt_rc"] / (1 - preds["alt_rc"])) - np.log(preds["ref_rc"] / (1 - preds["ref_rc"])) elif diff_type == "diff": diffs = preds["alt"] - preds["ref"] diffs_rc = preds["alt_rc"] - preds["ref_rc"] if rc_handling == "average": diffs = np.mean([diffs, diffs_rc], axis=0) elif rc_handling == "maximum": replace_filt = np.abs(diffs) < np.abs(diffs_rc) diffs[replace_filt] = diffs_rc[replace_filt] diffs = pd.DataFrame(diffs, columns=out_annotation) return {"ism": diffs}
python
def ism(model, ref, ref_rc, alt, alt_rc, mutation_positions, out_annotation_all_outputs, output_filter_mask=None, out_annotation=None, diff_type="log_odds", rc_handling="maximum"): """In-silico mutagenesis Using ISM in with diff_type 'log_odds' and rc_handling 'maximum' will produce predictions as used in [DeepSEA](http://www.nature.com/nmeth/journal/v12/n10/full/nmeth.3547.html). ISM offers two ways to calculate the difference between the outputs created by reference and alternative sequence and two different methods to select whether to use the output generated from the forward or from the reverse-complement sequences. To calculate "e-values" as mentioned in DeepSEA the same ISM prediction has to be performed on a randomised set of 1 million 1000genomes, MAF-matched variants to get a background of predicted effects of random SNPs. # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. diff_type: "log_odds" or "diff". When set to 'log_odds' calculate scores based on log_odds, which assumes the model output is a probability. When set to 'diff' the model output for 'ref' is subtracted from 'alt'. Using 'log_odds' with outputs that are not in the range [0,1] nan will be returned. rc_handling: "average" or "maximum". Either average over the predictions derived from forward and reverse-complement predictions ('average') or pick the prediction with the bigger absolute value ('maximum'). # Returns Dictionary with the key `ism` which contains a pandas DataFrame containing the calculated values for each (selected) model output and input sequence """ seqs = {"ref": ref, "ref_rc": ref_rc, "alt": alt, "alt_rc": alt_rc} assert diff_type in ["log_odds", "diff"] assert rc_handling in ["average", "maximum"] assert np.all([np.array(get_seq_len(ref)) == np.array(get_seq_len(seqs[k])) for k in seqs.keys() if k != "ref"]) assert get_seq_len(ref)[0] == mutation_positions.shape[0] assert len(mutation_positions.shape) == 1 # determine which outputs should be selected if output_filter_mask is None: if out_annotation is None: output_filter_mask = np.arange(out_annotation_all_outputs.shape[0]) else: output_filter_mask = np.where(np.in1d(out_annotation_all_outputs, out_annotation))[0] # make sure the labels are assigned correctly out_annotation = out_annotation_all_outputs[output_filter_mask] preds = {} for k in seqs: # preds[k] = model.predict(seqs[k]) preds[k] = np.array(model.predict(seqs[k])[..., output_filter_mask]) if diff_type == "log_odds": if np.any([(preds[k].min() < 0 or preds[k].max() > 1) for k in preds]): warnings.warn("Using log_odds on model outputs that are not bound [0,1]") diffs = np.log(preds["alt"] / (1 - preds["alt"])) - np.log(preds["ref"] / (1 - preds["ref"])) diffs_rc = np.log(preds["alt_rc"] / (1 - preds["alt_rc"])) - np.log(preds["ref_rc"] / (1 - preds["ref_rc"])) elif diff_type == "diff": diffs = preds["alt"] - preds["ref"] diffs_rc = preds["alt_rc"] - preds["ref_rc"] if rc_handling == "average": diffs = np.mean([diffs, diffs_rc], axis=0) elif rc_handling == "maximum": replace_filt = np.abs(diffs) < np.abs(diffs_rc) diffs[replace_filt] = diffs_rc[replace_filt] diffs = pd.DataFrame(diffs, columns=out_annotation) return {"ism": diffs}
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In-silico mutagenesis Using ISM in with diff_type 'log_odds' and rc_handling 'maximum' will produce predictions as used in [DeepSEA](http://www.nature.com/nmeth/journal/v12/n10/full/nmeth.3547.html). ISM offers two ways to calculate the difference between the outputs created by reference and alternative sequence and two different methods to select whether to use the output generated from the forward or from the reverse-complement sequences. To calculate "e-values" as mentioned in DeepSEA the same ISM prediction has to be performed on a randomised set of 1 million 1000genomes, MAF-matched variants to get a background of predicted effects of random SNPs. # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. output_filter_mask: Mask of boolean values indicating which model outputs should be used. Use this or 'out_annotation' out_annotation: List of outputs labels for which of the outputs (in case of a multi-task model) the predictions should be calculated. diff_type: "log_odds" or "diff". When set to 'log_odds' calculate scores based on log_odds, which assumes the model output is a probability. When set to 'diff' the model output for 'ref' is subtracted from 'alt'. Using 'log_odds' with outputs that are not in the range [0,1] nan will be returned. rc_handling: "average" or "maximum". Either average over the predictions derived from forward and reverse-complement predictions ('average') or pick the prediction with the bigger absolute value ('maximum'). # Returns Dictionary with the key `ism` which contains a pandas DataFrame containing the calculated values for each (selected) model output and input sequence
[ "In", "-", "silico", "mutagenesis" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/effects/ism.py#L9-L84
train
This function is used to calculate the difference between the outputs of the model output for the given reference and alternative sequences. The model output for the given reference and alternative sequences is used to calculate the predictions of the model output for the given model output.
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9873) + '\x32' + chr(49) + chr(93 - 40), ord("\x08")), nzTpIcepk0o8(chr(515 - 467) + chr(0b111011 + 0o64) + chr(1320 - 1270) + chr(1663 - 1614) + '\060', 0b1000), nzTpIcepk0o8('\x30' + chr(6593 - 6482) + '\x31' + chr(0b110111) + '\x37', 0o10), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(111) + chr(0b100111 + 0o12) + chr(0b11110 + 0o26) + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(54) + chr(51), 60096 - 60088), nzTpIcepk0o8(chr(0b10010 + 0o36) + '\x6f' + '\x31' + chr(0b110001) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1010001 + 0o36) + chr(0b110100 + 0o2) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x32' + chr(52) + chr(1261 - 1211), 50221 - 50213), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(51) + chr(0b1010 + 0o51) + chr(0b1 + 0o62), ord("\x08")), nzTpIcepk0o8(chr(449 - 401) + chr(111) + chr(0b101010 + 0o7) + chr(0b101101 + 0o10) + chr(0b1100 + 0o45), 0o10), nzTpIcepk0o8('\060' + '\157' + '\063' + '\x33' + chr(0b100110 + 0o12), 27009 - 27001), nzTpIcepk0o8(chr(2237 - 2189) + chr(0b1101111 + 0o0) + '\063' + chr(50) + chr(0b110000 + 0o6), 15094 - 15086), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x35' + chr(1900 - 1851), ord("\x08")), nzTpIcepk0o8(chr(0b101001 + 0o7) + '\157' + '\061' + chr(1682 - 1633) + chr(54), 0o10), nzTpIcepk0o8('\x30' + chr(0b111 + 0o150) + chr(0b100010 + 0o20) + '\065' + chr(0b110010), 1483 - 1475), nzTpIcepk0o8('\060' + chr(111) + '\x32' + '\x34' + chr(52), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\063' + chr(2462 - 2407) + chr(188 - 134), 0o10), nzTpIcepk0o8(chr(1851 - 1803) + chr(0b1101111) + chr(49) + chr(1349 - 1297) + '\x37', 8), nzTpIcepk0o8('\x30' + chr(10866 - 10755) + chr(51) + chr(0b110001 + 0o0) + '\066', 0o10), nzTpIcepk0o8('\x30' + chr(0b1100 + 0o143) + '\x33' + '\x36' + chr(55), ord("\x08")), nzTpIcepk0o8(chr(377 - 329) + chr(111) + chr(2092 - 2043) + chr(0b100101 + 0o13) + chr(0b110010), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110001) + chr(51) + '\x33', 0o10), nzTpIcepk0o8('\060' + chr(0b1101110 + 0o1) + chr(0b1010 + 0o50) + '\065' + '\x36', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(1275 - 1224) + chr(53), 34788 - 34780), nzTpIcepk0o8(chr(48) + chr(0b110011 + 0o74) + chr(0b110001) + chr(0b110000) + chr(1496 - 1447), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110001) + '\x37' + chr(0b1100 + 0o44), 0b1000), nzTpIcepk0o8(chr(0b1 + 0o57) + '\x6f' + chr(53) + chr(49), 8), nzTpIcepk0o8(chr(1990 - 1942) + '\x6f' + '\062' + '\062' + '\066', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(50) + '\060' + '\060', 231 - 223), nzTpIcepk0o8(chr(919 - 871) + '\x6f' + chr(313 - 258) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1010011 + 0o34) + '\061' + chr(0b110000) + chr(1020 - 972), 33722 - 33714), nzTpIcepk0o8('\x30' + chr(111) + '\062' + chr(0b100000 + 0o23) + chr(49), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(52) + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(0b1101111) + chr(0b10110 + 0o35) + chr(51) + chr(0b1110 + 0o51), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(51) + '\067' + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + chr(0b10111 + 0o31), ord("\x08")), nzTpIcepk0o8(chr(1600 - 1552) + '\x6f' + '\x32' + chr(1399 - 1348) + chr(0b110000), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(0b1001010 + 0o45) + chr(0b110101) + chr(164 - 116), 34796 - 34788)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x9c'), '\144' + chr(5162 - 5061) + chr(7555 - 7456) + chr(9848 - 9737) + chr(0b1100100) + '\x65')(chr(0b1100011 + 0o22) + chr(0b1011 + 0o151) + chr(102) + '\055' + chr(1380 - 1324)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def AfeXA1j1mS8M(KW0sEfjlgNpM, CmNScfxJ1Uih, mPxBBmhtnfa5, YVIVvpvk_rzo, Qi4vzZ3jOuj1, VcOMQxUzLMoF, D_zWDgcSEwND, L5mwt8l_ntKw=None, pA8ISuln0_AH=None, il4b7qd7eg_x=roI3spqORKae(ES5oEprVxulp(b'\xde&\xea\xd7\x10\x03W9'), chr(0b111100 + 0o50) + chr(491 - 390) + '\143' + '\157' + chr(100) + '\145')(chr(0b1001011 + 0o52) + '\x74' + '\x66' + '\055' + chr(56)), rQT5wdY9wjxk=roI3spqORKae(ES5oEprVxulp(b'\xdf(\xf5\xe1\x12\x12^'), chr(8272 - 8172) + chr(0b1100101) + '\143' + chr(111) + chr(0b1100100 + 0o0) + '\145')('\165' + chr(0b11110 + 0o126) + '\146' + chr(0b101101) + chr(0b1 + 0o67))): LmTSN4iJgDMb = {roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb'), chr(0b1011011 + 0o11) + chr(0b1010001 + 0o24) + '\143' + chr(111) + '\144' + chr(101))('\x75' + chr(0b1110100) + chr(0b110001 + 0o65) + chr(45) + '\070'): CmNScfxJ1Uih, roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb\xd7\r\x04'), chr(100) + chr(0b1100101) + '\143' + '\x6f' + chr(8139 - 8039) + '\x65')(chr(0b1100101 + 0o20) + chr(116) + '\x66' + chr(0b10110 + 0o27) + '\070'): mPxBBmhtnfa5, roI3spqORKae(ES5oEprVxulp(b'\xd3%\xf9'), chr(100) + chr(101) + chr(0b110100 + 0o57) + '\157' + '\x64' + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(102) + chr(0b101101) + chr(0b111000)): YVIVvpvk_rzo, roI3spqORKae(ES5oEprVxulp(b'\xd3%\xf9\xd7\r\x04'), '\144' + '\x65' + chr(99) + chr(111) + '\x64' + '\x65')('\165' + '\x74' + chr(0b1101 + 0o131) + '\055' + chr(0b111000)): Qi4vzZ3jOuj1} assert il4b7qd7eg_x in [roI3spqORKae(ES5oEprVxulp(b'\xde&\xea\xd7\x10\x03W9'), chr(0b1100 + 0o130) + chr(101) + chr(99) + chr(307 - 196) + chr(0b1100100) + '\x65')('\165' + chr(0b110010 + 0o102) + chr(0b1110 + 0o130) + chr(1599 - 1554) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\xd6 \xeb\xee'), chr(0b1100100) + '\145' + '\x63' + chr(0b1001100 + 0o43) + chr(0b1100100) + '\x65')(chr(0b1110101) + chr(0b1101011 + 0o11) + chr(0b1100110) + chr(0b11 + 0o52) + chr(2307 - 2251))] assert rQT5wdY9wjxk in [roI3spqORKae(ES5oEprVxulp(b'\xd3?\xe8\xfa\x1e\x00V'), chr(9910 - 9810) + '\145' + '\x63' + '\x6f' + '\x64' + '\145')('\x75' + '\x74' + chr(3680 - 3578) + chr(1758 - 1713) + '\070'), roI3spqORKae(ES5oEprVxulp(b'\xdf(\xf5\xe1\x12\x12^'), '\x64' + '\145' + chr(99) + '\x6f' + chr(0b10110 + 0o116) + chr(0b1100101))('\x75' + chr(12990 - 12874) + '\146' + chr(45) + chr(0b111000))] assert roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\xc3\x11\xbb\xb8\x13(\x02&W\xea\x9a\\'), chr(0b1100100) + chr(0b1100101) + chr(0b1011100 + 0o7) + chr(111) + chr(100) + chr(0b1100 + 0o131))(chr(117) + '\x74' + chr(0b1100110) + chr(45) + chr(0b11111 + 0o31)))([roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b"\xe6'\xbb\xfa8\x15\x04\x12d\xef\xec\x1d"), chr(0b1100100) + chr(4783 - 4682) + chr(99) + chr(3514 - 3403) + chr(100) + chr(0b100001 + 0o104))('\x75' + chr(0b1110100) + chr(9303 - 9201) + chr(45) + chr(56)))(XYc6TB8k_kZq(CmNScfxJ1Uih)) == roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b"\xe6'\xbb\xfa8\x15\x04\x12d\xef\xec\x1d"), chr(0b1100011 + 0o1) + chr(6420 - 6319) + '\x63' + chr(0b1101111) + '\144' + chr(3740 - 3639))(chr(0b1110101) + chr(12065 - 11949) + chr(2023 - 1921) + '\x2d' + chr(0b111000)))(XYc6TB8k_kZq(LmTSN4iJgDMb[B6UAF1zReOyJ])) for B6UAF1zReOyJ in roI3spqORKae(LmTSN4iJgDMb, roI3spqORKae(ES5oEprVxulp(b'\xd9,\xf4\xfb'), chr(100) + chr(101) + chr(0b1100011) + '\x6f' + chr(100) + '\145')('\165' + '\164' + '\146' + chr(45) + '\070'))() if B6UAF1zReOyJ != roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb'), chr(100) + chr(0b1100101) + chr(0b1100011) + '\x6f' + '\x64' + '\x65')(chr(0b111101 + 0o70) + chr(116) + '\146' + '\x2d' + chr(0b111000))]) assert XYc6TB8k_kZq(CmNScfxJ1Uih)[nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1118 - 1070), 0b1000)] == roI3spqORKae(VcOMQxUzLMoF, roI3spqORKae(ES5oEprVxulp(b'\xde!\xef\xc5O^\x01\x0bv\xf5\xe3\x0f'), '\x64' + '\145' + '\x63' + '\157' + chr(100) + chr(101))('\165' + chr(0b1110100) + chr(868 - 766) + chr(0b100111 + 0o6) + chr(56)))[nzTpIcepk0o8(chr(0b110000) + chr(0b1010100 + 0o33) + chr(0b101 + 0o53), 8)] assert ftfygxgFas5X(roI3spqORKae(VcOMQxUzLMoF, roI3spqORKae(ES5oEprVxulp(b'\xde!\xef\xc5O^\x01\x0bv\xf5\xe3\x0f'), '\x64' + '\145' + chr(0b100001 + 0o102) + '\157' + '\144' + '\x65')(chr(0b1000110 + 0o57) + '\x74' + '\146' + '\055' + chr(2520 - 2464)))) == nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001), 0o10) if L5mwt8l_ntKw is None: if pA8ISuln0_AH is None: L5mwt8l_ntKw = nDF4gVNx0u9Q.chmI_GMU_sEi(D_zWDgcSEwND.lhbM092AFW8f[nzTpIcepk0o8(chr(1639 - 1591) + '\157' + '\060', 8)]) else: L5mwt8l_ntKw = nDF4gVNx0u9Q.xWH4M7K6Qbd3(nDF4gVNx0u9Q.in1d(D_zWDgcSEwND, pA8ISuln0_AH))[nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110000), 8)] pA8ISuln0_AH = D_zWDgcSEwND[L5mwt8l_ntKw] CqFQFIEK_3me = {} for B6UAF1zReOyJ in LmTSN4iJgDMb: CqFQFIEK_3me[B6UAF1zReOyJ] = nDF4gVNx0u9Q.Tn6rGr7XTM7t(KW0sEfjlgNpM.predict(LmTSN4iJgDMb[B6UAF1zReOyJ])[..., L5mwt8l_ntKw]) if il4b7qd7eg_x == roI3spqORKae(ES5oEprVxulp(b'\xde&\xea\xd7\x10\x03W9'), chr(100) + '\145' + chr(5234 - 5135) + chr(111) + '\144' + chr(101))('\x75' + chr(116) + chr(9806 - 9704) + chr(0b101101) + chr(2974 - 2918)): if roI3spqORKae(nDF4gVNx0u9Q, roI3spqORKae(ES5oEprVxulp(b'\xe4\x0f\xb9\xf84(|(D\xce\x8b\n'), chr(0b1100100) + chr(0b1100101) + '\143' + chr(111) + chr(0b1001101 + 0o27) + chr(0b10001 + 0o124))(chr(0b1110101) + chr(10453 - 10337) + chr(102) + '\x2d' + chr(356 - 300)))([roI3spqORKae(CqFQFIEK_3me[B6UAF1zReOyJ], roI3spqORKae(ES5oEprVxulp(b'\xea\x1c\xdf\xf8\x127F\x0fg\xe1\x95/'), '\x64' + chr(4017 - 3916) + chr(99) + '\x6f' + chr(0b100010 + 0o102) + chr(0b101101 + 0o70))(chr(117) + chr(0b1111 + 0o145) + chr(0b1000111 + 0o37) + chr(45) + chr(1855 - 1799)))() < nzTpIcepk0o8(chr(0b1100 + 0o44) + '\157' + chr(0b10000 + 0o40), 8) or roI3spqORKae(CqFQFIEK_3me[B6UAF1zReOyJ], roI3spqORKae(ES5oEprVxulp(b'\xf9\x1f\xb4\xeb\x14.[8_\xeb\xb2\x08'), chr(0b1100100) + '\145' + '\x63' + chr(0b100 + 0o153) + chr(0b111011 + 0o51) + chr(0b1100101))(chr(0b1110101) + '\164' + '\146' + chr(45) + chr(0b110001 + 0o7)))() > nzTpIcepk0o8(chr(672 - 624) + '\157' + '\061', 8) for B6UAF1zReOyJ in CqFQFIEK_3me]): roI3spqORKae(EyN62Frii5S5, roI3spqORKae(ES5oEprVxulp(b'\xc1\x03\xdc\xde /B\x19\t\xc4\xbc\x13'), chr(0b1000110 + 0o36) + chr(0b1100100 + 0o1) + chr(6913 - 6814) + '\157' + chr(1436 - 1336) + chr(2838 - 2737))(chr(117) + '\x74' + chr(102) + chr(0b101101) + chr(56)))(roI3spqORKae(ES5oEprVxulp(b"\xe7:\xe4\xe6\x18G_%W\xfd\xb4\r\xbc\xa5\t!\xc4\x84\x93\x08\xaa\x92.{\xc1h5\x08\\\xe2\xf3\x1d4\xf1Ar\xff\x9eb\xfd\x92'\xe2\xfc_\x05\\?^\xc6\xfb2\xe8\xfa\x18\x13"), '\144' + chr(101) + chr(9465 - 9366) + '\157' + chr(0b101011 + 0o71) + chr(8259 - 8158))(chr(0b1101010 + 0o13) + '\164' + chr(0b1010101 + 0o21) + chr(45) + '\x38')) itfruDOg_HI1 = nDF4gVNx0u9Q.lmiGj7TonZgV(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xd3%\xf9'), '\144' + '\145' + chr(0b1100011) + '\157' + chr(375 - 275) + chr(9623 - 9522))(chr(955 - 838) + chr(0b1101011 + 0o11) + '\x66' + '\055' + chr(0b100011 + 0o25))] / (nzTpIcepk0o8('\060' + chr(12121 - 12010) + chr(1736 - 1687), 8) - CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xd3%\xf9'), chr(8660 - 8560) + '\145' + '\x63' + chr(111) + chr(7440 - 7340) + chr(0b1100101))('\x75' + chr(116) + chr(102) + chr(0b111 + 0o46) + '\070')])) - nDF4gVNx0u9Q.lmiGj7TonZgV(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb'), '\144' + chr(101) + chr(0b111101 + 0o46) + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(117) + chr(0b1100100 + 0o20) + '\146' + '\055' + chr(2439 - 2383))] / (nzTpIcepk0o8(chr(0b110000) + chr(0b101001 + 0o106) + chr(0b110001), 8) - CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb'), chr(5610 - 5510) + chr(0b1000100 + 0o41) + '\143' + '\x6f' + chr(100) + chr(0b11011 + 0o112))(chr(117) + '\x74' + '\146' + '\x2d' + chr(0b101101 + 0o13))])) ZIqPLVut9uaa = nDF4gVNx0u9Q.lmiGj7TonZgV(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xd3%\xf9\xd7\r\x04'), chr(0b111000 + 0o54) + chr(101) + '\x63' + '\x6f' + chr(100) + chr(0b10000 + 0o125))(chr(117) + '\x74' + chr(102) + chr(0b1000 + 0o45) + '\x38')] / (nzTpIcepk0o8('\x30' + chr(0b1101111 + 0o0) + chr(49), 8) - CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xd3%\xf9\xd7\r\x04'), chr(0b1100100) + '\x65' + chr(0b111100 + 0o47) + chr(111) + '\144' + chr(101))('\x75' + chr(116) + chr(0b100011 + 0o103) + '\055' + '\x38')])) - nDF4gVNx0u9Q.lmiGj7TonZgV(CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb\xd7\r\x04'), chr(100) + '\x65' + chr(0b1000110 + 0o35) + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(0b1000 + 0o155) + chr(0b1101001 + 0o13) + '\146' + chr(45) + chr(56))] / (nzTpIcepk0o8(chr(0b11 + 0o55) + chr(11864 - 11753) + chr(49), 8) - CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb\xd7\r\x04'), chr(0b111101 + 0o47) + '\145' + '\x63' + chr(0b1101 + 0o142) + '\x64' + '\x65')('\165' + '\164' + chr(0b101101 + 0o71) + chr(0b101101) + chr(0b1010 + 0o56))])) elif il4b7qd7eg_x == roI3spqORKae(ES5oEprVxulp(b'\xd6 \xeb\xee'), '\144' + chr(0b1100101) + '\143' + chr(0b110111 + 0o70) + '\144' + chr(0b1001010 + 0o33))(chr(3105 - 2988) + '\x74' + chr(0b110111 + 0o57) + '\055' + chr(0b111000)): itfruDOg_HI1 = CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xd3%\xf9'), chr(100) + chr(0b1011000 + 0o15) + '\x63' + '\x6f' + chr(0b1100100) + '\145')(chr(0b1110101) + '\x74' + chr(8586 - 8484) + chr(0b101101) + '\x38')] - CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb'), chr(100) + chr(8108 - 8007) + '\143' + chr(111) + '\144' + chr(101))('\x75' + '\164' + chr(0b1100110) + '\x2d' + chr(0b111000))] ZIqPLVut9uaa = CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xd3%\xf9\xd7\r\x04'), chr(5065 - 4965) + chr(5246 - 5145) + chr(172 - 73) + '\x6f' + chr(100) + chr(7195 - 7094))(chr(12265 - 12148) + chr(0b101100 + 0o110) + '\146' + chr(0b101101) + chr(2546 - 2490))] - CqFQFIEK_3me[roI3spqORKae(ES5oEprVxulp(b'\xc0,\xeb\xd7\r\x04'), chr(0b1100100) + '\x65' + chr(5314 - 5215) + chr(0b111111 + 0o60) + chr(0b1100100) + chr(0b1101 + 0o130))('\x75' + chr(0b1001110 + 0o46) + '\x66' + chr(45) + chr(0b111000))] if rQT5wdY9wjxk == roI3spqORKae(ES5oEprVxulp(b'\xd3?\xe8\xfa\x1e\x00V'), chr(100) + chr(0b111011 + 0o52) + chr(0b1100011) + chr(0b1010010 + 0o35) + '\144' + chr(7697 - 7596))(chr(0b1010001 + 0o44) + chr(0b1110100) + '\146' + chr(45) + chr(0b111000)): itfruDOg_HI1 = nDF4gVNx0u9Q.JE1frtxECu3x([itfruDOg_HI1, ZIqPLVut9uaa], axis=nzTpIcepk0o8(chr(48) + chr(111) + '\060', 8)) elif rQT5wdY9wjxk == roI3spqORKae(ES5oEprVxulp(b'\xdf(\xf5\xe1\x12\x12^'), chr(0b1100100) + chr(0b1100101) + chr(99) + '\157' + '\144' + chr(0b1100101))(chr(9246 - 9129) + chr(0b1110100) + chr(102) + chr(1536 - 1491) + chr(56)): bm4vIKZVTdUz = nDF4gVNx0u9Q.zQBGwUT7UU8L(itfruDOg_HI1) < nDF4gVNx0u9Q.zQBGwUT7UU8L(ZIqPLVut9uaa) itfruDOg_HI1[bm4vIKZVTdUz] = ZIqPLVut9uaa[bm4vIKZVTdUz] itfruDOg_HI1 = HLKt4sa1j9hm.DataFrame(itfruDOg_HI1, columns=pA8ISuln0_AH) return {roI3spqORKae(ES5oEprVxulp(b'\xdb:\xe0'), chr(0b1100100) + '\145' + chr(0b1100011) + chr(9537 - 9426) + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(0b1001101 + 0o47) + '\146' + chr(0b101101) + '\070'): itfruDOg_HI1}
gagneurlab/concise
concise/hyopt.py
_train_and_eval_single
def _train_and_eval_single(train, valid, model, batch_size=32, epochs=300, use_weight=False, callbacks=[], eval_best=False, add_eval_metrics={}): """Fit and evaluate a keras model eval_best: if True, load the checkpointed model for evaluation """ def _format_keras_history(history): """nicely format keras history """ return {"params": history.params, "loss": merge_dicts({"epoch": history.epoch}, history.history), } if use_weight: sample_weight = train[2] else: sample_weight = None # train the model logger.info("Fit...") history = History() model.fit(train[0], train[1], batch_size=batch_size, validation_data=valid[:2], epochs=epochs, sample_weight=sample_weight, verbose=2, callbacks=[history] + callbacks) # get history hist = _format_keras_history(history) # load and eval the best model if eval_best: mcp = [x for x in callbacks if isinstance(x, ModelCheckpoint)] assert len(mcp) == 1 model = load_model(mcp[0].filepath) return eval_model(model, valid, add_eval_metrics), hist
python
def _train_and_eval_single(train, valid, model, batch_size=32, epochs=300, use_weight=False, callbacks=[], eval_best=False, add_eval_metrics={}): """Fit and evaluate a keras model eval_best: if True, load the checkpointed model for evaluation """ def _format_keras_history(history): """nicely format keras history """ return {"params": history.params, "loss": merge_dicts({"epoch": history.epoch}, history.history), } if use_weight: sample_weight = train[2] else: sample_weight = None # train the model logger.info("Fit...") history = History() model.fit(train[0], train[1], batch_size=batch_size, validation_data=valid[:2], epochs=epochs, sample_weight=sample_weight, verbose=2, callbacks=[history] + callbacks) # get history hist = _format_keras_history(history) # load and eval the best model if eval_best: mcp = [x for x in callbacks if isinstance(x, ModelCheckpoint)] assert len(mcp) == 1 model = load_model(mcp[0].filepath) return eval_model(model, valid, add_eval_metrics), hist
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Fit and evaluate a keras model eval_best: if True, load the checkpointed model for evaluation
[ "Fit", "and", "evaluate", "a", "keras", "model" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L315-L351
train
Fit and evaluate a keras model for training
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(4777 - 4666) + chr(914 - 864) + '\x36' + chr(52), 0b1000), nzTpIcepk0o8('\060' + chr(0b111 + 0o150) + chr(0b100100 + 0o16) + chr(49) + '\x34', 23934 - 23926), nzTpIcepk0o8('\060' + chr(0b1100 + 0o143) + '\064' + '\061', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x32' + chr(54) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b10110 + 0o32) + chr(0b1101010 + 0o5) + chr(49) + chr(0b100101 + 0o22) + chr(49), 0o10), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(111) + '\061' + '\062' + '\066', 21477 - 21469), nzTpIcepk0o8(chr(830 - 782) + '\157' + chr(0b10100 + 0o36) + chr(0b1100 + 0o50), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101000 + 0o7) + chr(0b11 + 0o56) + chr(1846 - 1797) + '\067', 0o10), nzTpIcepk0o8('\060' + chr(0b110110 + 0o71) + chr(0b1011 + 0o47) + '\x37' + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b11101 + 0o24) + chr(0b101111 + 0o3) + chr(52), 63359 - 63351), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(111) + chr(0b10111 + 0o33) + '\x36' + chr(264 - 209), 0o10), nzTpIcepk0o8(chr(50 - 2) + '\157' + chr(51) + chr(0b110010) + chr(1692 - 1639), 0b1000), nzTpIcepk0o8('\060' + chr(0b10100 + 0o133) + '\x32' + chr(1957 - 1903) + chr(0b110101), 8), nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(111) + '\x32' + '\067' + '\x33', 0o10), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(111) + chr(0b11000 + 0o33) + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(6475 - 6364) + chr(2129 - 2078) + chr(1916 - 1866) + '\067', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + chr(0b10000 + 0o42) + chr(478 - 424), 49569 - 49561), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(6528 - 6417) + chr(0b110001) + chr(0b101110 + 0o3) + chr(0b100 + 0o56), 0o10), nzTpIcepk0o8(chr(0b1110 + 0o42) + chr(5771 - 5660) + chr(2568 - 2517) + '\x36' + chr(48), 0o10), nzTpIcepk0o8(chr(1954 - 1906) + chr(0b1101111) + chr(896 - 847) + chr(0b110001) + chr(0b10111 + 0o32), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x31' + '\x36' + chr(48), 11349 - 11341), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(111) + '\x32' + chr(1792 - 1744) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(2092 - 2044) + chr(0b1101111) + chr(49) + '\062' + chr(0b11101 + 0o30), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(50) + chr(2075 - 2020) + chr(0b1100 + 0o53), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + '\063' + '\062' + chr(0b100110 + 0o15), ord("\x08")), nzTpIcepk0o8('\060' + chr(11721 - 11610) + '\063' + chr(0b110110) + chr(0b110000), 8), nzTpIcepk0o8(chr(48) + '\157' + '\063' + chr(2414 - 2362), 53966 - 53958), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1464 - 1413) + '\x33' + '\064', 0o10), nzTpIcepk0o8(chr(809 - 761) + chr(111) + chr(0b101001 + 0o11) + chr(0b101001 + 0o11) + '\x35', 0b1000), nzTpIcepk0o8(chr(1451 - 1403) + '\157' + '\x32' + chr(2934 - 2879) + '\062', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\063' + chr(48) + '\062', 53317 - 53309), nzTpIcepk0o8(chr(1376 - 1328) + chr(0b1101111) + chr(0b110010) + '\062' + chr(0b110100 + 0o2), 8), nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(10303 - 10192) + chr(1519 - 1468) + chr(1438 - 1386) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(0b11110 + 0o22) + '\157' + chr(0b101 + 0o56) + chr(50) + '\061', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110011) + '\062' + chr(54), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b11011 + 0o27) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(408 - 358) + chr(1040 - 989) + '\x36', 0b1000), nzTpIcepk0o8(chr(2285 - 2237) + chr(0b1101111) + '\x37' + chr(0b10011 + 0o35), 20844 - 20836), nzTpIcepk0o8(chr(953 - 905) + '\157' + chr(55) + '\066', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(0b101101 + 0o4) + chr(0b110010) + chr(55), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(2196 - 2148) + chr(0b1101111) + chr(53) + chr(0b110000), 19290 - 19282)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x9a'), chr(100) + chr(101) + '\143' + chr(111) + chr(100) + chr(101))('\165' + chr(0b1110100) + chr(0b1001011 + 0o33) + chr(0b101101) + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ve13zwqaG9SH(dPmtNHTIAOfd, aD8EaTuDAVYE, KW0sEfjlgNpM, hRj9VCH4mP58=nzTpIcepk0o8(chr(1628 - 1580) + '\157' + chr(0b1011 + 0o51) + chr(264 - 216), 27231 - 27223), L0u6v4Qs4d_L=nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(1334 - 1282) + chr(0b110101) + chr(52), ord("\x08")), i54QqVHCL_Aq=nzTpIcepk0o8(chr(479 - 431) + chr(111) + '\x30', 6339 - 6331), KEqfAnEnIXIO=[], iVU2O7By2pJz=nzTpIcepk0o8('\x30' + chr(8766 - 8655) + '\x30', 8), l5ZSyd5xQVjQ={}): def pPeymRYzfw3a(v7fOR4wOhUN2): return {roI3spqORKae(ES5oEprVxulp(b'\xc4\xedS\xd4\x14%'), chr(0b10000 + 0o124) + chr(101) + '\143' + chr(0b1101111) + chr(0b111101 + 0o47) + chr(101))('\x75' + chr(0b1110100) + chr(1209 - 1107) + '\055' + chr(0b111000)): roI3spqORKae(v7fOR4wOhUN2, roI3spqORKae(ES5oEprVxulp(b'\xf3\xdaF\xf38\x0fY5\x8f\x07\xc0\xed'), chr(100) + chr(0b100010 + 0o103) + '\143' + chr(111) + '\144' + chr(0b111010 + 0o53))(chr(0b1110101) + '\164' + '\x66' + chr(0b101101) + chr(0b101101 + 0o13))), roI3spqORKae(ES5oEprVxulp(b'\xd8\xe3R\xc6'), chr(0b11101 + 0o107) + chr(101) + '\x63' + '\x6f' + chr(0b100010 + 0o102) + chr(7277 - 7176))('\x75' + chr(116) + '\x66' + chr(45) + chr(0b111000)): tFXyH4Axe3oZ({roI3spqORKae(ES5oEprVxulp(b'\xd1\xfcN\xd6\x11'), chr(271 - 171) + chr(0b101010 + 0o73) + chr(0b1000011 + 0o40) + chr(111) + '\144' + chr(101))(chr(11900 - 11783) + chr(0b111011 + 0o71) + chr(8156 - 8054) + '\055' + chr(0b111000)): roI3spqORKae(v7fOR4wOhUN2, roI3spqORKae(ES5oEprVxulp(b'\xcd\xe3n\xed\x188u\x01\xcc\x11\xe5\x94'), chr(0b1100010 + 0o2) + chr(0b111010 + 0o53) + chr(99) + '\157' + chr(0b1100100) + chr(0b1011111 + 0o6))(chr(117) + chr(12079 - 11963) + '\x66' + chr(45) + chr(855 - 799)))}, roI3spqORKae(v7fOR4wOhUN2, roI3spqORKae(ES5oEprVxulp(b'\xc2\xbbG\xfa+bc\x00\xd0\x01\xf9\xe7'), '\x64' + chr(0b1011011 + 0o12) + chr(1117 - 1018) + chr(0b1101010 + 0o5) + '\144' + chr(0b11101 + 0o110))(chr(0b110110 + 0o77) + '\x74' + chr(6804 - 6702) + '\055' + chr(56))))} if i54QqVHCL_Aq: KwbDzj9YwhXv = dPmtNHTIAOfd[nzTpIcepk0o8('\x30' + chr(1997 - 1886) + chr(0b110010), ord("\x08"))] else: KwbDzj9YwhXv = None roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xdd\xf4o\xcd@\x1ac\x10\x893\xc5\x9a'), chr(0b110110 + 0o56) + chr(9281 - 9180) + '\x63' + '\x6f' + chr(0b1100100) + '\x65')(chr(0b1110101) + chr(4730 - 4614) + '\146' + '\055' + chr(0b110110 + 0o2)))(roI3spqORKae(ES5oEprVxulp(b'\xf2\xe5U\x9bWx'), chr(1675 - 1575) + chr(0b1100101) + chr(0b1001110 + 0o25) + chr(0b1010010 + 0o35) + '\x64' + '\x65')(chr(7964 - 7847) + chr(0b1110100) + chr(0b110111 + 0o57) + '\x2d' + chr(1879 - 1823))) v7fOR4wOhUN2 = qNBP06qp5Z65() roI3spqORKae(KW0sEfjlgNpM, roI3spqORKae(ES5oEprVxulp(b'\xdf\xe7t\xe1&9-?\x8e\x11\xfd\x9a'), chr(100) + '\x65' + chr(0b11110 + 0o105) + '\157' + chr(0b1100100) + chr(0b1100101))('\165' + chr(116) + chr(9040 - 8938) + '\x2d' + '\070'))(dPmtNHTIAOfd[nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b10100 + 0o34), 8)], dPmtNHTIAOfd[nzTpIcepk0o8(chr(317 - 269) + chr(0b1000101 + 0o52) + '\x31', 0b1000)], batch_size=hRj9VCH4mP58, validation_data=aD8EaTuDAVYE[:nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(0b101101 + 0o102) + chr(1794 - 1744), 8)], epochs=L0u6v4Qs4d_L, sample_weight=KwbDzj9YwhXv, verbose=nzTpIcepk0o8(chr(2020 - 1972) + chr(0b1101111) + chr(2402 - 2352), 8), callbacks=[v7fOR4wOhUN2] + KEqfAnEnIXIO) vGufN7sLKJ4I = pPeymRYzfw3a(v7fOR4wOhUN2) if iVU2O7By2pJz: r2uJl2ma4nxn = [bI5jsQ9OkQtj for bI5jsQ9OkQtj in KEqfAnEnIXIO if suIjIS24Zkqw(bI5jsQ9OkQtj, xq71Vzw6eOYa)] assert ftfygxgFas5X(r2uJl2ma4nxn) == nzTpIcepk0o8('\060' + chr(0b1101111) + '\061', 8) KW0sEfjlgNpM = _zX6UeRpmueo(r2uJl2ma4nxn[nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\060', 8)].filepath) return (DBwNViu4omUr(KW0sEfjlgNpM, aD8EaTuDAVYE, l5ZSyd5xQVjQ), vGufN7sLKJ4I)
gagneurlab/concise
concise/hyopt.py
eval_model
def eval_model(model, test, add_eval_metrics={}): """Evaluate model's performance on the test-set. # Arguments model: Keras model test: test-dataset. Tuple of inputs `x` and target `y` - `(x, y)`. add_eval_metrics: Additional evaluation metrics to use. Can be a dictionary or a list of functions accepting arguments: `y_true`, `y_predicted`. Alternatively, you can provide names of functions from the `concise.eval_metrics` module. # Returns dictionary with evaluation metrics """ # evaluate the model logger.info("Evaluate...") # - model_metrics model_metrics_values = model.evaluate(test[0], test[1], verbose=0, batch_size=test[1].shape[0]) # evaluation is done in a single pass to have more precise metics model_metrics = dict(zip(_listify(model.metrics_names), _listify(model_metrics_values))) # - eval_metrics y_true = test[1] y_pred = model.predict(test[0], verbose=0) eval_metrics = {k: v(y_true, y_pred) for k, v in add_eval_metrics.items()} # handle the case where the two metrics names intersect # - omit duplicates from eval_metrics intersected_keys = set(model_metrics).intersection(set(eval_metrics)) if len(intersected_keys) > 0: logger.warning("Some metric names intersect: {0}. Ignoring the add_eval_metrics ones". format(intersected_keys)) eval_metrics = _delete_keys(eval_metrics, intersected_keys) return merge_dicts(model_metrics, eval_metrics)
python
def eval_model(model, test, add_eval_metrics={}): """Evaluate model's performance on the test-set. # Arguments model: Keras model test: test-dataset. Tuple of inputs `x` and target `y` - `(x, y)`. add_eval_metrics: Additional evaluation metrics to use. Can be a dictionary or a list of functions accepting arguments: `y_true`, `y_predicted`. Alternatively, you can provide names of functions from the `concise.eval_metrics` module. # Returns dictionary with evaluation metrics """ # evaluate the model logger.info("Evaluate...") # - model_metrics model_metrics_values = model.evaluate(test[0], test[1], verbose=0, batch_size=test[1].shape[0]) # evaluation is done in a single pass to have more precise metics model_metrics = dict(zip(_listify(model.metrics_names), _listify(model_metrics_values))) # - eval_metrics y_true = test[1] y_pred = model.predict(test[0], verbose=0) eval_metrics = {k: v(y_true, y_pred) for k, v in add_eval_metrics.items()} # handle the case where the two metrics names intersect # - omit duplicates from eval_metrics intersected_keys = set(model_metrics).intersection(set(eval_metrics)) if len(intersected_keys) > 0: logger.warning("Some metric names intersect: {0}. Ignoring the add_eval_metrics ones". format(intersected_keys)) eval_metrics = _delete_keys(eval_metrics, intersected_keys) return merge_dicts(model_metrics, eval_metrics)
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Evaluate model's performance on the test-set. # Arguments model: Keras model test: test-dataset. Tuple of inputs `x` and target `y` - `(x, y)`. add_eval_metrics: Additional evaluation metrics to use. Can be a dictionary or a list of functions accepting arguments: `y_true`, `y_predicted`. Alternatively, you can provide names of functions from the `concise.eval_metrics` module. # Returns dictionary with evaluation metrics
[ "Evaluate", "model", "s", "performance", "on", "the", "test", "-", "set", "." ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L354-L389
train
Evaluate the Keras model on the test - set.
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458) + '\060' + chr(54), 22380 - 22372), nzTpIcepk0o8('\060' + '\157' + chr(50) + chr(2543 - 2489) + chr(50), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b11000 + 0o127) + chr(320 - 269) + '\063' + '\x33', 0b1000), nzTpIcepk0o8(chr(0b10110 + 0o32) + chr(111) + chr(120 - 71) + chr(0b11011 + 0o27) + '\063', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(2423 - 2312) + chr(50) + chr(49) + chr(0b110110), 59645 - 59637), nzTpIcepk0o8('\x30' + chr(111) + '\063' + chr(0b11 + 0o62) + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(0b10111 + 0o31) + '\157' + '\063' + chr(51) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\067', 0o10), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(0b110101 + 0o72) + chr(51) + chr(0b110110) + chr(0b10100 + 0o34), 24397 - 24389), nzTpIcepk0o8(chr(0b110000) + chr(0b1100011 + 0o14) + '\x33' + chr(53) + chr(0b10101 + 0o33), 0o10), nzTpIcepk0o8(chr(1881 - 1833) + '\157' + chr(0b101000 + 0o11) + chr(54) + chr(49), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(50) + chr(51), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b1010 + 0o50) + chr(304 - 254) + chr(0b101001 + 0o16), 0o10), nzTpIcepk0o8('\060' + chr(0b100010 + 0o115) + chr(52) + chr(0b101101 + 0o10), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(51) + chr(50) + chr(645 - 592), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b11001 + 0o33) + chr(0b101111 + 0o1), 0b1000), nzTpIcepk0o8(chr(0b10 + 0o56) + chr(111) + '\066' + '\x37', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(6028 - 5917) + chr(49) + chr(0b110110) + '\065', ord("\x08")), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(111) + chr(50) + '\061' + '\066', 8), nzTpIcepk0o8('\x30' + '\157' + '\063' + '\x37' + chr(52), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\063' + chr(51) + chr(699 - 648), 8), nzTpIcepk0o8(chr(1162 - 1114) + chr(4818 - 4707) + chr(0b1000 + 0o50), 0o10), nzTpIcepk0o8(chr(0b101011 + 0o5) + chr(0b1100000 + 0o17) + chr(0b10 + 0o60) + chr(50), 0o10), nzTpIcepk0o8(chr(0b100001 + 0o17) + '\x6f' + chr(1911 - 1861) + '\x35' + chr(53), 52141 - 52133), nzTpIcepk0o8('\060' + chr(111) + '\x32' + chr(53) + '\x33', 36021 - 36013), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110001) + chr(0b110010) + chr(51), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1100111 + 0o10) + '\061' + '\x31' + chr(0b111 + 0o53), 57615 - 57607), nzTpIcepk0o8(chr(0b11110 + 0o22) + '\157' + chr(0b110010) + '\061' + chr(1231 - 1180), ord("\x08")), nzTpIcepk0o8(chr(1305 - 1257) + '\x6f' + chr(49) + '\067' + chr(739 - 684), 40149 - 40141), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110010) + '\x34' + '\067', 0o10), nzTpIcepk0o8(chr(0b10111 + 0o31) + '\x6f' + chr(2062 - 2013) + chr(0b110001) + chr(651 - 602), 19478 - 19470), nzTpIcepk0o8(chr(138 - 90) + '\157' + chr(0b1010 + 0o50), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(51) + chr(110 - 56), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(6175 - 6064) + chr(50) + '\067' + chr(99 - 50), 0o10), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(0b1101111) + chr(0b110010) + chr(808 - 760) + chr(0b110111), 55643 - 55635), nzTpIcepk0o8(chr(0b101011 + 0o5) + chr(0b1011100 + 0o23) + chr(0b110001) + chr(0b110101) + '\x37', 49704 - 49696), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b11000 + 0o33) + chr(0b100110 + 0o13) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b10111 + 0o130) + chr(0b1010 + 0o50) + chr(53) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(2247 - 2199) + chr(111) + chr(49) + chr(0b110101) + chr(0b110100), 34236 - 34228), nzTpIcepk0o8(chr(1099 - 1051) + '\x6f' + chr(50) + chr(0b110001) + chr(1377 - 1324), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b110101) + chr(0b1111 + 0o41), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xe8'), chr(723 - 623) + chr(0b1000000 + 0o45) + chr(99) + chr(10126 - 10015) + chr(9068 - 8968) + '\x65')('\165' + chr(0b1001110 + 0o46) + chr(0b1100110) + chr(0b101010 + 0o3) + chr(0b100100 + 0o24)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def DBwNViu4omUr(KW0sEfjlgNpM, lGTavdCofTYw, l5ZSyd5xQVjQ={}): roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xaf\xca\x95+\xb7\xa6\xaaX\xc1\x8f\x03\\'), '\144' + chr(101) + chr(0b1100011) + '\157' + chr(100) + '\145')(chr(0b1110011 + 0o2) + chr(0b1110100) + '\146' + chr(45) + chr(0b111000)))(roI3spqORKae(ES5oEprVxulp(b'\x83\xc4\xba?\xfb\x8b\xa9b\xde\xc6_'), '\x64' + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + '\x74' + chr(0b110101 + 0o61) + '\055' + chr(56))) bHJazppcYtj9 = KW0sEfjlgNpM.SVKnebZUhpql(lGTavdCofTYw[nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b1100 + 0o44), 8)], lGTavdCofTYw[nzTpIcepk0o8(chr(461 - 413) + '\157' + '\061', 0b1000)], verbose=nzTpIcepk0o8(chr(264 - 216) + chr(10412 - 10301) + '\060', 8), batch_size=lGTavdCofTYw[nzTpIcepk0o8(chr(48) + chr(111) + chr(49), 8)].lhbM092AFW8f[nzTpIcepk0o8(chr(48) + '\157' + '\060', 8)]) vMEHEznwYVHd = znjnJWK64FDT(TxMFWa_Xzviv(DyV8B6qec1Fd(KW0sEfjlgNpM.metrics_names), DyV8B6qec1Fd(bHJazppcYtj9))) j2DlQ33rJfyT = lGTavdCofTYw[nzTpIcepk0o8('\x30' + chr(111) + '\061', 8)] PeElWa1LbkWP = KW0sEfjlgNpM.predict(lGTavdCofTYw[nzTpIcepk0o8(chr(1713 - 1665) + chr(0b1101111) + '\x30', 8)], verbose=nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\060', 8)) GgFmlYBy471Z = {B6UAF1zReOyJ: r7AA1pbLjb44(j2DlQ33rJfyT, PeElWa1LbkWP) for (B6UAF1zReOyJ, r7AA1pbLjb44) in l5ZSyd5xQVjQ.Y_nNEzH43vXi()} apRMkIcap8lH = Bvi71nNyvlqO(vMEHEznwYVHd).intersection(Bvi71nNyvlqO(GgFmlYBy471Z)) if ftfygxgFas5X(apRMkIcap8lH) > nzTpIcepk0o8(chr(2184 - 2136) + chr(5381 - 5270) + '\x30', 8): roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xb1\xd3\xa9=\xe7\x84\xba'), '\144' + '\x65' + chr(0b10010 + 0o121) + chr(0b100011 + 0o114) + chr(9941 - 9841) + chr(0b1100101))(chr(3723 - 3606) + chr(0b1001001 + 0o53) + chr(0b101110 + 0o70) + chr(45) + '\x38'))(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b"\x95\xdd\xb66\xae\x87\xb8s\x82\x81\x123\xf9D\xb8EDU\xe7\x92\xafe`\xde\xce0>\xb1_\xdcy\x7f0\x99\xce\x08\xa4\xc5\x1e\xe4\xa8\xd5\xfb'\xe6\x8f\xfdf\x94\x8c.v\xe1D\xb9\x7fZ\x10\xfa\x8e\xb2ca\x8d\xc4=/\xf8"), '\144' + chr(3702 - 3601) + chr(99) + chr(111) + '\144' + chr(6649 - 6548))(chr(1738 - 1621) + chr(1523 - 1407) + chr(5711 - 5609) + chr(297 - 252) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\xb7\x81\xe8\x18\xc9\xd9\xbbh\xa1\xb72Y'), chr(0b1100100) + chr(0b1100101) + chr(1415 - 1316) + chr(0b1101111) + '\x64' + '\145')('\165' + chr(116) + chr(0b11111 + 0o107) + '\x2d' + '\070'))(apRMkIcap8lH)) GgFmlYBy471Z = YIZ5o30utUJw(GgFmlYBy471Z, apRMkIcap8lH) return tFXyH4Axe3oZ(vMEHEznwYVHd, GgFmlYBy471Z)
gagneurlab/concise
concise/hyopt.py
get_model
def get_model(model_fn, train_data, param): """Feed model_fn with train_data and param """ model_param = merge_dicts({"train_data": train_data}, param["model"], param.get("shared", {})) return model_fn(**model_param)
python
def get_model(model_fn, train_data, param): """Feed model_fn with train_data and param """ model_param = merge_dicts({"train_data": train_data}, param["model"], param.get("shared", {})) return model_fn(**model_param)
[ "def", "get_model", "(", "model_fn", ",", "train_data", ",", "param", ")", ":", "model_param", "=", "merge_dicts", "(", "{", "\"train_data\"", ":", "train_data", "}", ",", "param", "[", "\"model\"", "]", ",", "param", ".", "get", "(", "\"shared\"", ",", "{", "}", ")", ")", "return", "model_fn", "(", "*", "*", "model_param", ")" ]
Feed model_fn with train_data and param
[ "Feed", "model_fn", "with", "train_data", "and", "param" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L392-L396
train
Feed model_fn with train_data and param
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + '\x6f' + '\063' + '\065', 0o10), nzTpIcepk0o8(chr(1198 - 1150) + chr(0b1101111) + chr(50) + '\060' + chr(0b110011), 0b1000), nzTpIcepk0o8('\060' + chr(0b111100 + 0o63) + chr(0b110011 + 0o3) + chr(53), 57346 - 57338), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b110100 + 0o73) + '\062' + '\x33' + '\065', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110011) + chr(0b110111) + '\065', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\067' + chr(0b10001 + 0o42), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1000011 + 0o54) + chr(0b110010) + chr(0b10000 + 0o41) + chr(48), ord("\x08")), nzTpIcepk0o8('\060' + chr(4374 - 4263) + chr(0b110110) + '\x36', 0o10), nzTpIcepk0o8(chr(1854 - 1806) + chr(3341 - 3230) + chr(0b110101) + chr(0b11 + 0o62), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(2236 - 2186) + chr(0b101100 + 0o6) + chr(1324 - 1275), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(2473 - 2362) + chr(0b110001) + chr(0b100 + 0o60) + '\062', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b1011 + 0o53), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\067' + chr(0b100000 + 0o21), 0o10), nzTpIcepk0o8('\060' + chr(0b1011100 + 0o23) + '\x33' + '\066' + chr(0b11100 + 0o33), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x31' + chr(348 - 300) + chr(1658 - 1609), 52014 - 52006), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(11608 - 11497) + '\x33' + chr(0b110001) + chr(0b10100 + 0o37), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + '\x32' + chr(0b11011 + 0o33), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(2280 - 2231) + '\x30' + '\060', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x32' + chr(472 - 420), ord("\x08")), nzTpIcepk0o8(chr(0b101011 + 0o5) + '\x6f' + chr(0b110010) + '\x35' + chr(0b110100 + 0o3), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1284 - 1233) + chr(0b100011 + 0o20), 2565 - 2557), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(0b1101111) + '\062' + '\060' + '\067', 43746 - 43738), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(50) + '\x35' + chr(50), 0b1000), nzTpIcepk0o8(chr(1577 - 1529) + '\x6f' + '\061' + chr(0b1000 + 0o50) + chr(0b110010), 43219 - 43211), nzTpIcepk0o8(chr(48) + chr(11016 - 10905) + chr(0b110001 + 0o1) + chr(53) + '\x34', 21364 - 21356), nzTpIcepk0o8(chr(48) + '\x6f' + chr(51) + '\060' + chr(0b110000), 0b1000), nzTpIcepk0o8('\060' + chr(5991 - 5880) + chr(0b110010) + chr(0b110000) + '\x31', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + chr(55), 0b1000), nzTpIcepk0o8('\x30' + chr(9267 - 9156) + '\x33' + chr(1037 - 982) + '\x30', 0o10), nzTpIcepk0o8(chr(1605 - 1557) + '\157' + chr(0b100001 + 0o22) + '\x37' + chr(0b1011 + 0o46), 0b1000), nzTpIcepk0o8(chr(0b10000 + 0o40) + '\157' + chr(1670 - 1620) + '\061', 0o10), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b1101111) + chr(0b110001) + chr(0b0 + 0o61) + chr(2592 - 2537), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(50) + chr(0b11000 + 0o30) + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(0b1101111) + chr(52) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(4163 - 4052) + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(111) + chr(0b11100 + 0o26) + '\067' + '\067', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110010) + '\060' + '\066', 0o10), nzTpIcepk0o8(chr(48) + chr(0b100101 + 0o112) + '\063' + chr(0b111 + 0o55) + '\x34', 0o10), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(4125 - 4014) + chr(0b10011 + 0o37) + '\061' + chr(934 - 883), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + chr(0b110011) + '\x31', 10910 - 10902)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b11100 + 0o24) + '\157' + chr(0b110101) + chr(0b10111 + 0o31), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'3'), '\x64' + chr(0b1000101 + 0o40) + chr(0b1100011) + chr(111) + chr(0b1001000 + 0o34) + '\145')(chr(0b1100001 + 0o24) + chr(116) + chr(102) + '\x2d' + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def kRWtt1DLmBxt(is1ak3H8bd30, W9FO5DDU6oYp, BDr7SxpOFXwl): IAH76bO017P5 = tFXyH4Axe3oZ({roI3spqORKae(ES5oEprVxulp(b'i\xf1T\xf4\x93d\xecWY\xf0'), '\144' + chr(101) + '\x63' + '\x6f' + chr(100) + chr(2621 - 2520))('\165' + chr(116) + chr(0b1010111 + 0o17) + chr(0b101101) + chr(56)): W9FO5DDU6oYp}, BDr7SxpOFXwl[roI3spqORKae(ES5oEprVxulp(b'p\xecQ\xf8\x91'), chr(0b1100100) + chr(9212 - 9111) + chr(0b111000 + 0o53) + '\157' + chr(0b110001 + 0o63) + chr(101))('\165' + chr(1816 - 1700) + chr(0b11000 + 0o116) + chr(45) + '\x38')], BDr7SxpOFXwl.GUKetu4xaGsJ(roI3spqORKae(ES5oEprVxulp(b'n\xebT\xef\x98_'), chr(100) + '\145' + '\143' + chr(111) + chr(0b1100100) + '\x65')(chr(0b1110100 + 0o1) + chr(11611 - 11495) + '\146' + chr(0b10011 + 0o32) + '\x38'), {})) return is1ak3H8bd30(**IAH76bO017P5)
gagneurlab/concise
concise/hyopt.py
_delete_keys
def _delete_keys(dct, keys): """Returns a copy of dct without `keys` keys """ c = deepcopy(dct) assert isinstance(keys, list) for k in keys: c.pop(k) return c
python
def _delete_keys(dct, keys): """Returns a copy of dct without `keys` keys """ c = deepcopy(dct) assert isinstance(keys, list) for k in keys: c.pop(k) return c
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Returns a copy of dct without `keys` keys
[ "Returns", "a", "copy", "of", "dct", "without", "keys", "keys" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L701-L708
train
Returns a copy of dct with keys removed
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b10000 + 0o40) + '\x6f' + '\x33' + chr(0b11011 + 0o27) + chr(0b110001 + 0o5), 30174 - 30166), nzTpIcepk0o8(chr(48) + chr(0b1101100 + 0o3) + chr(0b101000 + 0o12) + chr(0b10101 + 0o35) + chr(0b101011 + 0o5), 0b1000), nzTpIcepk0o8(chr(551 - 503) + '\x6f' + '\063' + chr(0b110 + 0o55) + '\062', 11197 - 11189), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110011) + '\063' + chr(0b11111 + 0o27), 20752 - 20744), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + '\065' + chr(52), ord("\x08")), nzTpIcepk0o8(chr(1086 - 1038) + '\x6f' + '\061' + '\x37' + chr(50), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b11100 + 0o25) + '\067' + chr(55), ord("\x08")), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(1464 - 1353) + chr(0b110001) + chr(48), 18987 - 18979), nzTpIcepk0o8(chr(0b110000) + '\157' + '\063' + chr(0b1000 + 0o53) + '\x35', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(6131 - 6020) + chr(0b100000 + 0o21), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(983 - 934) + chr(49) + chr(52), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(50) + '\065' + '\x37', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + '\x31' + chr(685 - 636) + chr(0b110100), 8), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(0b1010100 + 0o33) + chr(49) + chr(2257 - 2208) + chr(0b101011 + 0o14), 0o10), nzTpIcepk0o8(chr(48) + chr(0b10011 + 0o134) + '\063' + chr(2336 - 2282) + chr(0b110000 + 0o0), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\x33' + '\065' + '\065', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\063' + chr(50) + chr(0b10100 + 0o43), 57021 - 57013), nzTpIcepk0o8('\x30' + chr(0b110110 + 0o71) + chr(0b110011) + chr(0b100000 + 0o27), 0b1000), nzTpIcepk0o8('\060' + chr(663 - 552) + chr(67 - 16) + chr(0b100000 + 0o27) + '\064', 60742 - 60734), nzTpIcepk0o8(chr(0b110000) + chr(0b1001111 + 0o40) + '\x32' + chr(54) + '\064', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b1001 + 0o51) + '\x31' + chr(0b111 + 0o57), 46802 - 46794), nzTpIcepk0o8(chr(48) + chr(0b1011 + 0o144) + chr(0b110001) + chr(0b110000) + chr(48), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + '\x32' + chr(0b110100 + 0o1) + '\067', 8), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110010) + '\065' + chr(48), 0b1000), nzTpIcepk0o8(chr(1409 - 1361) + '\x6f' + chr(51) + chr(53) + chr(1764 - 1715), 0b1000), nzTpIcepk0o8(chr(0b100001 + 0o17) + '\x6f' + '\062' + '\065' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b0 + 0o63) + '\061' + chr(0b110110), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1100000 + 0o17) + chr(0b110011) + chr(0b11101 + 0o30) + chr(0b1010 + 0o52), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(1135 - 1085) + chr(0b110101) + chr(0b0 + 0o63), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(2396 - 2347) + '\067' + chr(1560 - 1507), ord("\x08")), nzTpIcepk0o8(chr(0b101000 + 0o10) + chr(10446 - 10335) + '\x32' + '\x31' + '\x35', 0b1000), nzTpIcepk0o8('\x30' + chr(10623 - 10512) + '\062' + '\x32' + '\x35', 0o10), nzTpIcepk0o8('\060' + '\157' + '\x33' + chr(0b110110 + 0o1) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(0b1110 + 0o42) + chr(111) + chr(0b110100) + '\x36', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b110010) + chr(0b11101 + 0o30) + chr(0b110000), 8), nzTpIcepk0o8('\x30' + chr(111) + chr(0b0 + 0o61) + chr(54) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(0b1 + 0o57) + '\x6f' + chr(0b110010) + '\x31', 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + '\066' + chr(1799 - 1748), 0o10), nzTpIcepk0o8(chr(2165 - 2117) + chr(391 - 280) + chr(0b110001) + chr(0b110110) + chr(1821 - 1773), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1100100 + 0o13) + '\x33' + '\x33' + '\067', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + chr(10259 - 10148) + chr(1267 - 1214) + chr(0b1000 + 0o50), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xf8'), '\x64' + chr(8758 - 8657) + chr(0b1 + 0o142) + '\157' + chr(0b1011101 + 0o7) + chr(101))(chr(117) + '\164' + chr(102) + chr(0b10111 + 0o26) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def YIZ5o30utUJw(t37qhdoFvfZb, HOp0ZjSPeQln): teUmM7cKWZUa = Ysjl1k89Gm2v(t37qhdoFvfZb) assert suIjIS24Zkqw(HOp0ZjSPeQln, H4NoA26ON7iG) for B6UAF1zReOyJ in HOp0ZjSPeQln: roI3spqORKae(teUmM7cKWZUa, roI3spqORKae(ES5oEprVxulp(b'\xa3\xd3\x85\x87\x03\x03\x1dp\xeaK|\xe6'), '\144' + '\145' + chr(2227 - 2128) + '\157' + chr(0b111110 + 0o46) + chr(0b1100101))(chr(0b1001010 + 0o53) + '\x74' + '\x66' + chr(0b101101) + '\x38'))(B6UAF1zReOyJ) return teUmM7cKWZUa
gagneurlab/concise
concise/hyopt.py
_mean_dict
def _mean_dict(dict_list): """Compute the mean value across a list of dictionaries """ return {k: np.array([d[k] for d in dict_list]).mean() for k in dict_list[0].keys()}
python
def _mean_dict(dict_list): """Compute the mean value across a list of dictionaries """ return {k: np.array([d[k] for d in dict_list]).mean() for k in dict_list[0].keys()}
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Compute the mean value across a list of dictionaries
[ "Compute", "the", "mean", "value", "across", "a", "list", "of", "dictionaries" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L711-L715
train
Compute the mean value across a list of dictionaries
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(1722 - 1674) + chr(6139 - 6028) + chr(945 - 895) + chr(0b110011) + chr(54), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b110100 + 0o73) + chr(50) + chr(0b110110) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(1336 - 1288) + chr(6683 - 6572) + chr(2272 - 2222) + '\064' + chr(0b100111 + 0o13), 0b1000), nzTpIcepk0o8(chr(0b1101 + 0o43) + '\x6f' + chr(0b11000 + 0o33) + chr(0b110110) + chr(0b110110), 16637 - 16629), nzTpIcepk0o8('\x30' + '\x6f' + '\062' + '\061' + '\065', ord("\x08")), nzTpIcepk0o8(chr(1270 - 1222) + '\157' + chr(0b110011) + chr(52) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(53), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b0 + 0o61) + chr(0b110110) + '\065', 0b1000), nzTpIcepk0o8(chr(1250 - 1202) + '\x6f' + '\x33' + chr(54) + chr(0b110000), ord("\x08")), nzTpIcepk0o8(chr(0b11110 + 0o22) + '\x6f' + chr(936 - 885) + chr(0b110001) + chr(0b110100 + 0o3), 64873 - 64865), nzTpIcepk0o8(chr(1247 - 1199) + '\157' + chr(1953 - 1903) + chr(53) + '\060', 61535 - 61527), nzTpIcepk0o8('\060' + '\157' + '\x31' + chr(53) + chr(54), 33684 - 33676), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110001) + chr(0b110101) + chr(0b10000 + 0o44), 0o10), nzTpIcepk0o8('\x30' + chr(0b10011 + 0o134) + chr(52) + '\x33', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\x32' + chr(0b110110), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(49) + chr(0b110010), 54474 - 54466), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\061' + chr(52), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b110010 + 0o75) + chr(0b100111 + 0o13) + chr(1016 - 965) + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(0b111 + 0o54) + '\065' + chr(53), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b10101 + 0o34) + chr(972 - 921) + chr(51), 14354 - 14346), nzTpIcepk0o8(chr(403 - 355) + chr(0b1101111) + '\062' + '\x32' + '\x33', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(4799 - 4688) + '\x34' + chr(465 - 417), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1011111 + 0o20) + chr(1812 - 1761) + chr(0b110101) + chr(54), 54290 - 54282), nzTpIcepk0o8('\060' + chr(111) + '\x37' + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(1357 - 1309) + chr(0b1000110 + 0o51) + chr(50) + '\x35' + chr(1145 - 1090), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(1801 - 1750) + chr(0b110101) + chr(0b101011 + 0o12), 8), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + chr(1926 - 1874) + chr(0b110101), 7493 - 7485), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(817 - 768) + chr(0b0 + 0o65) + '\067', 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110001) + chr(0b110000) + chr(52), 12031 - 12023), nzTpIcepk0o8(chr(48) + chr(2449 - 2338) + chr(50) + chr(0b1 + 0o60) + chr(0b1011 + 0o47), 3075 - 3067), nzTpIcepk0o8('\060' + chr(4884 - 4773) + chr(2456 - 2405) + chr(0b110110) + '\x31', 63357 - 63349), nzTpIcepk0o8(chr(87 - 39) + chr(0b11001 + 0o126) + chr(0b110001) + chr(0b1101 + 0o43) + '\x32', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(51) + '\x34' + '\061', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\063' + chr(0b1100 + 0o50) + '\067', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110011) + chr(0b110000) + chr(0b110100), 0b1000), nzTpIcepk0o8('\060' + chr(0b1000111 + 0o50) + '\x31' + '\062', 8), nzTpIcepk0o8(chr(757 - 709) + chr(111) + '\x32' + '\062' + chr(1606 - 1551), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(824 - 774) + chr(1351 - 1300) + chr(0b110111), 8), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x35' + chr(2643 - 2588), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110001) + chr(0b110000) + chr(50), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + chr(10697 - 10586) + chr(53) + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xb0'), chr(0b1100100) + chr(0b1100101) + '\143' + '\157' + chr(0b1010010 + 0o22) + chr(101))(chr(0b10111 + 0o136) + '\164' + '\x66' + chr(127 - 82) + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ylt76VOnTAnA(lYfry7OFaWZy): return {B6UAF1zReOyJ: roI3spqORKae(nDF4gVNx0u9Q.array([vPPlOXQgR3SM[B6UAF1zReOyJ] for vPPlOXQgR3SM in lYfry7OFaWZy]), roI3spqORKae(ES5oEprVxulp(b'\xd4\xf4\x93\x90\xff\x92}0\xb3\xba\x9b\x16'), '\144' + chr(0b1001100 + 0o31) + chr(99) + chr(0b101011 + 0o104) + '\x64' + '\x65')(chr(0b101 + 0o160) + '\x74' + '\146' + '\055' + '\x38'))() for B6UAF1zReOyJ in roI3spqORKae(lYfry7OFaWZy[nzTpIcepk0o8(chr(0b110000) + chr(0b110110 + 0o71) + chr(0b11011 + 0o25), 30033 - 30025)], roI3spqORKae(ES5oEprVxulp(b'\xf5\xd4\xdb\x85'), '\x64' + chr(0b1100101) + chr(8835 - 8736) + chr(111) + chr(8803 - 8703) + '\145')(chr(0b1010001 + 0o44) + chr(3688 - 3572) + chr(102) + '\x2d' + chr(0b111000)))()}
gagneurlab/concise
concise/hyopt.py
CMongoTrials.get_trial
def get_trial(self, tid): """Retrieve trial by tid """ lid = np.where(np.array(self.tids) == tid)[0][0] return self.trials[lid]
python
def get_trial(self, tid): """Retrieve trial by tid """ lid = np.where(np.array(self.tids) == tid)[0][0] return self.trials[lid]
[ "def", "get_trial", "(", "self", ",", "tid", ")", ":", "lid", "=", "np", ".", "where", "(", "np", ".", "array", "(", "self", ".", "tids", ")", "==", "tid", ")", "[", "0", "]", "[", "0", "]", "return", "self", ".", "trials", "[", "lid", "]" ]
Retrieve trial by tid
[ "Retrieve", "trial", "by", "tid" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L116-L120
train
Retrieve trial by tid
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(50) + chr(0b100010 + 0o23) + '\x34', 0o10), nzTpIcepk0o8('\x30' + chr(0b1100 + 0o143) + chr(0b110001) + chr(0b100101 + 0o22) + chr(0b110010), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001 + 0o0) + chr(0b110000) + '\064', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(51) + chr(48) + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(111) + chr(0b110010) + '\063' + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b100101 + 0o16) + chr(1797 - 1744) + chr(0b101001 + 0o14), 38247 - 38239), nzTpIcepk0o8('\060' + chr(111) + '\063' + chr(0b110101) + chr(55), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b1 + 0o60) + chr(0b110101) + chr(1874 - 1821), ord("\x08")), nzTpIcepk0o8(chr(444 - 396) + '\157' + chr(1946 - 1895) + '\065' + '\064', 18588 - 18580), nzTpIcepk0o8('\060' + chr(2123 - 2012) + '\x35' + chr(291 - 243), 0o10), nzTpIcepk0o8(chr(48) + '\157' + '\062' + chr(0b110001) + '\060', 31449 - 31441), nzTpIcepk0o8(chr(808 - 760) + chr(2345 - 2234) + '\x33' + chr(1732 - 1679), 0b1000), nzTpIcepk0o8(chr(467 - 419) + '\x6f' + '\x32' + chr(2405 - 2353) + '\065', 0o10), nzTpIcepk0o8('\x30' + chr(0b10 + 0o155) + chr(0b110000 + 0o6) + '\060', 56155 - 56147), nzTpIcepk0o8('\x30' + chr(3648 - 3537) + '\x33' + chr(0b110000), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(0b10011 + 0o37) + chr(50) + chr(260 - 212), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110100) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\061' + chr(0b110000) + '\x34', 8), nzTpIcepk0o8(chr(48) + '\157' + chr(49) + chr(0b101100 + 0o11) + '\x36', 0b1000), nzTpIcepk0o8('\x30' + chr(11189 - 11078) + chr(330 - 281) + '\065' + chr(0b110111), 10703 - 10695), nzTpIcepk0o8(chr(0b110000) + chr(10981 - 10870) + '\x37' + chr(973 - 925), 0o10), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b1010000 + 0o37) + chr(0b110100) + '\060', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b11 + 0o57) + chr(0b0 + 0o65), 40460 - 40452), nzTpIcepk0o8(chr(0b11110 + 0o22) + '\157' + '\065' + chr(0b11101 + 0o27), 0b1000), nzTpIcepk0o8(chr(599 - 551) + chr(1628 - 1517) + '\063' + chr(49) + chr(2146 - 2097), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(9398 - 9287) + chr(505 - 450) + '\x36', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(7355 - 7244) + chr(528 - 477) + chr(54) + '\065', 28147 - 28139), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(111) + chr(50) + '\066', 0b1000), nzTpIcepk0o8('\060' + chr(0b1010000 + 0o37) + chr(0b100001 + 0o21) + '\060' + chr(51), ord("\x08")), nzTpIcepk0o8(chr(691 - 643) + '\157' + '\x33' + chr(1771 - 1716) + chr(1018 - 965), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(54) + chr(54), 0o10), nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(111) + chr(50) + chr(0b110110), 8), nzTpIcepk0o8(chr(48) + '\157' + '\x32' + chr(1337 - 1285) + '\x31', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(7657 - 7546) + chr(0b110100) + chr(1534 - 1486), 8), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b1101 + 0o44) + chr(52) + chr(729 - 679), 32599 - 32591), nzTpIcepk0o8('\x30' + chr(111) + '\062' + chr(501 - 453) + chr(0b110000), ord("\x08")), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(0b1101011 + 0o4) + '\x35' + chr(2116 - 2064), 8), nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(0b101010 + 0o105) + '\x32' + '\062' + chr(0b110001), 28274 - 28266), nzTpIcepk0o8('\060' + chr(0b1001101 + 0o42) + '\x33' + chr(53) + chr(49), 0o10), nzTpIcepk0o8(chr(0b100100 + 0o14) + '\157' + chr(688 - 638) + chr(754 - 702), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(3251 - 3140) + chr(53) + chr(52 - 4), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x82'), chr(4490 - 4390) + chr(0b100111 + 0o76) + chr(99) + '\x6f' + '\144' + '\x65')('\165' + chr(0b1000111 + 0o55) + chr(0b1100110) + chr(45) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def TlZQnHHVSAFi(hXMPsSrOQzbh, _IzC75JhC4kv): lsRtMpnu8ruh = nDF4gVNx0u9Q.xWH4M7K6Qbd3(nDF4gVNx0u9Q.Tn6rGr7XTM7t(hXMPsSrOQzbh.tids) == _IzC75JhC4kv)[nzTpIcepk0o8(chr(0b110000) + chr(0b100 + 0o153) + '\060', 0b1000)][nzTpIcepk0o8('\x30' + chr(0b110 + 0o151) + '\060', 8)] return roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xd8\x08-\xa6\xf2\x9e'), '\x64' + chr(0b1100101) + '\143' + chr(111) + chr(0b1100100) + chr(0b1000101 + 0o40))(chr(0b1111 + 0o146) + chr(0b1110100) + '\146' + '\055' + chr(0b101 + 0o63)))[lsRtMpnu8ruh]
gagneurlab/concise
concise/hyopt.py
CMongoTrials.count_by_state_unsynced
def count_by_state_unsynced(self, arg): """Extends the original object in order to inject checking for stalled jobs and killing them if they are running for too long """ if self.kill_timeout is not None: self.delete_running(self.kill_timeout) return super(CMongoTrials, self).count_by_state_unsynced(arg)
python
def count_by_state_unsynced(self, arg): """Extends the original object in order to inject checking for stalled jobs and killing them if they are running for too long """ if self.kill_timeout is not None: self.delete_running(self.kill_timeout) return super(CMongoTrials, self).count_by_state_unsynced(arg)
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Extends the original object in order to inject checking for stalled jobs and killing them if they are running for too long
[ "Extends", "the", "original", "object", "in", "order", "to", "inject", "checking", "for", "stalled", "jobs", "and", "killing", "them", "if", "they", "are", "running", "for", "too", "long" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L166-L172
train
Extends the original object to inject checking for stalled jobs and killing them if they are still running for too long
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(0b10001 + 0o136) + chr(0b10 + 0o61) + chr(0b100110 + 0o17), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(51) + chr(0b11010 + 0o34) + '\x37', 0b1000), nzTpIcepk0o8(chr(1062 - 1014) + chr(0b1101111) + chr(51) + chr(0b100000 + 0o27) + chr(2071 - 2018), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110000 + 0o3) + '\x30' + chr(51), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b111111 + 0o60) + '\x32' + '\x35' + chr(0b1100 + 0o44), ord("\x08")), nzTpIcepk0o8(chr(1007 - 959) + chr(8861 - 8750) + '\061' + chr(50) + chr(223 - 175), 64050 - 64042), nzTpIcepk0o8('\060' + chr(0b1001100 + 0o43) + chr(74 - 24) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(48) + chr(6087 - 5976) + chr(0b110011) + chr(55) + chr(0b110001), 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\x34' + '\x33', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b100011 + 0o114) + chr(0b1101 + 0o44) + chr(49) + chr(0b110101 + 0o0), ord("\x08")), nzTpIcepk0o8(chr(2206 - 2158) + chr(0b1101111) + chr(0b110011) + '\066' + chr(0b110110 + 0o0), 0b1000), nzTpIcepk0o8(chr(0b1101 + 0o43) + '\x6f' + chr(0b110001) + chr(52) + chr(0b1 + 0o60), 0b1000), nzTpIcepk0o8('\x30' + chr(4034 - 3923) + '\062' + chr(0b10001 + 0o46), 0o10), nzTpIcepk0o8('\x30' + chr(0b1100100 + 0o13) + chr(54) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b10011 + 0o134) + chr(995 - 945) + '\x32' + chr(0b10 + 0o65), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(0b11001 + 0o36) + chr(1256 - 1203), 8), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(111) + chr(869 - 819) + chr(50), 0b1000), nzTpIcepk0o8(chr(1469 - 1421) + '\x6f' + chr(49) + '\064' + chr(0b111 + 0o54), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b10111 + 0o130) + chr(0b1101 + 0o45) + chr(55) + '\065', ord("\x08")), nzTpIcepk0o8(chr(1112 - 1064) + chr(111) + '\x32' + chr(687 - 638) + '\x32', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110011) + chr(0b110001) + chr(2241 - 2193), 0o10), nzTpIcepk0o8(chr(487 - 439) + '\157' + chr(0b110011) + chr(53), 8), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(50) + chr(0b110010) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b110101 + 0o72) + '\064' + chr(2590 - 2537), 16920 - 16912), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(1998 - 1943) + chr(0b11101 + 0o24), 55303 - 55295), nzTpIcepk0o8('\060' + '\157' + '\062' + '\062', 8), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b1101111) + chr(710 - 661) + chr(2147 - 2097) + '\x31', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b100010 + 0o17) + '\x32' + chr(1876 - 1825), 20756 - 20748), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110001) + '\063' + '\x30', 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(2430 - 2379) + chr(0b11001 + 0o33) + chr(0b1111 + 0o43), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b11010 + 0o125) + '\061' + chr(0b11100 + 0o32) + '\x36', 0o10), nzTpIcepk0o8('\060' + chr(0b1100100 + 0o13) + chr(1253 - 1203) + chr(2221 - 2167) + chr(52), 0b1000), nzTpIcepk0o8(chr(0b10000 + 0o40) + '\157' + chr(51) + chr(1878 - 1826) + chr(1159 - 1104), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b101011 + 0o13) + chr(0b11 + 0o60), 21126 - 21118), nzTpIcepk0o8(chr(48) + chr(0b1111 + 0o140) + chr(1267 - 1218) + '\x32' + chr(51), 8), nzTpIcepk0o8('\x30' + '\157' + '\061' + chr(52) + '\x33', 8), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110100) + chr(48), 38612 - 38604), nzTpIcepk0o8('\060' + chr(111) + chr(0b110 + 0o53) + '\067', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(726 - 677) + '\x37', 8), nzTpIcepk0o8(chr(48) + chr(111) + chr(1496 - 1446) + chr(0b111 + 0o51) + '\x34', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b101000 + 0o10) + chr(0b1101111) + chr(53) + chr(1527 - 1479), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'3'), chr(0b1100100) + chr(5545 - 5444) + chr(0b1100000 + 0o3) + '\157' + chr(100) + '\145')(chr(0b10011 + 0o142) + chr(319 - 203) + '\x66' + chr(0b101101) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Y8jxHiUCNCjt(hXMPsSrOQzbh, S6EI_gyMl2nC): if roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'v\x9e\x91\xaf\xf7$x\x94F"\x83\x15'), '\x64' + chr(101) + chr(8195 - 8096) + chr(2219 - 2108) + chr(100) + '\145')(chr(5793 - 5676) + chr(0b101101 + 0o107) + chr(6272 - 6170) + '\055' + chr(56))) is not None: roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'y\x92\x91\xa6\xdc5N\x8bV#\x98\x08yS'), '\144' + chr(101) + '\x63' + chr(0b1101111) + chr(100) + '\x65')('\x75' + chr(0b100010 + 0o122) + '\146' + chr(1132 - 1087) + chr(56)))(roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'v\x9e\x91\xaf\xf7$x\x94F"\x83\x15'), chr(0b100010 + 0o102) + chr(5049 - 4948) + chr(99) + '\157' + '\144' + chr(0b1100010 + 0o3))('\165' + chr(0b1110100) + chr(5767 - 5665) + chr(0b11001 + 0o24) + chr(2638 - 2582)))) return roI3spqORKae(CO2YiXoIEhJY(DbefZVI1SaEz, hXMPsSrOQzbh), roI3spqORKae(ES5oEprVxulp(b'~\x98\x88\xad\xdc\x0fs\x80|>\x82\x00cQ\xc8\x88|\x10\xc4\xe4\xabx\xf4'), chr(8633 - 8533) + '\x65' + '\143' + chr(0b1101111) + chr(0b1100100) + chr(101))(chr(0b1110101) + '\164' + '\x66' + '\055' + '\x38'))(S6EI_gyMl2nC)
gagneurlab/concise
concise/hyopt.py
CMongoTrials.delete_running
def delete_running(self, timeout_last_refresh=0, dry_run=False): """Delete jobs stalled in the running state for too long timeout_last_refresh, int: number of seconds """ running_all = self.handle.jobs_running() running_timeout = [job for job in running_all if coarse_utcnow() > job["refresh_time"] + timedelta(seconds=timeout_last_refresh)] if len(running_timeout) == 0: # Nothing to stop self.refresh_tids(None) return None if dry_run: logger.warning("Dry run. Not removing anything.") logger.info("Removing {0}/{1} running jobs. # all jobs: {2} ". format(len(running_timeout), len(running_all), len(self))) now = coarse_utcnow() logger.info("Current utc time: {0}".format(now)) logger.info("Time horizont: {0}".format(now - timedelta(seconds=timeout_last_refresh))) for job in running_timeout: logger.info("Removing job: ") pjob = job.to_dict() del pjob["misc"] # ignore misc when printing logger.info(pprint.pformat(pjob)) if not dry_run: self.handle.delete(job) logger.info("Job deleted") self.refresh_tids(None)
python
def delete_running(self, timeout_last_refresh=0, dry_run=False): """Delete jobs stalled in the running state for too long timeout_last_refresh, int: number of seconds """ running_all = self.handle.jobs_running() running_timeout = [job for job in running_all if coarse_utcnow() > job["refresh_time"] + timedelta(seconds=timeout_last_refresh)] if len(running_timeout) == 0: # Nothing to stop self.refresh_tids(None) return None if dry_run: logger.warning("Dry run. Not removing anything.") logger.info("Removing {0}/{1} running jobs. # all jobs: {2} ". format(len(running_timeout), len(running_all), len(self))) now = coarse_utcnow() logger.info("Current utc time: {0}".format(now)) logger.info("Time horizont: {0}".format(now - timedelta(seconds=timeout_last_refresh))) for job in running_timeout: logger.info("Removing job: ") pjob = job.to_dict() del pjob["misc"] # ignore misc when printing logger.info(pprint.pformat(pjob)) if not dry_run: self.handle.delete(job) logger.info("Job deleted") self.refresh_tids(None)
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Delete jobs stalled in the running state for too long timeout_last_refresh, int: number of seconds
[ "Delete", "jobs", "stalled", "in", "the", "running", "state", "for", "too", "long" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L174-L205
train
Delete jobs stalled in the running state for too long
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x33' + '\x32' + chr(0b1 + 0o62), 0b1000), nzTpIcepk0o8(chr(0b101010 + 0o6) + chr(3378 - 3267) + chr(2367 - 2318) + chr(0b100010 + 0o23) + '\062', 24146 - 24138), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(1584 - 1473) + '\x33' + chr(52) + '\062', ord("\x08")), nzTpIcepk0o8(chr(436 - 388) + chr(0b1101111) + chr(0b110010) + '\x31' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1010010 + 0o35) + chr(1450 - 1400) + '\060' + chr(2279 - 2225), 35663 - 35655), nzTpIcepk0o8(chr(0b110000) + chr(0b1010011 + 0o34) + chr(0b110011) + chr(48) + '\066', 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + '\x36', 0b1000), nzTpIcepk0o8(chr(48) + chr(11454 - 11343) + chr(0b10 + 0o57) + chr(0b110100) + chr(1895 - 1842), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(50) + chr(0b11100 + 0o31), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b11010 + 0o125) + '\x31' + chr(1401 - 1346) + chr(54), 49142 - 49134), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b1101111) + chr(0b110010) + chr(0b110011) + chr(1063 - 1015), 0o10), nzTpIcepk0o8(chr(1039 - 991) + chr(111) + '\062' + '\061' + '\061', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\061', 1819 - 1811), nzTpIcepk0o8('\x30' + '\157' + '\x33' + chr(52) + chr(54), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b11 + 0o57) + chr(0b101110 + 0o10) + chr(694 - 643), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101 + 0o142) + chr(78 - 29) + chr(0b1010 + 0o54) + chr(887 - 832), 57630 - 57622), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(1833 - 1784) + '\x33' + chr(49), 10026 - 10018), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x31' + chr(49) + '\x33', 0b1000), nzTpIcepk0o8('\x30' + chr(0b11000 + 0o127) + chr(2076 - 2026) + chr(50) + chr(0b11101 + 0o24), ord("\x08")), nzTpIcepk0o8('\x30' + chr(1432 - 1321) + chr(340 - 291) + '\x32' + chr(0b100100 + 0o14), 44047 - 44039), nzTpIcepk0o8(chr(0b11000 + 0o30) + chr(4651 - 4540) + '\x33' + chr(0b101011 + 0o14) + chr(0b10110 + 0o35), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b110 + 0o151) + chr(0b110001) + '\060' + chr(1349 - 1297), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1803 - 1754) + '\x36' + '\060', 51876 - 51868), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(176 - 126) + chr(0b101100 + 0o10) + chr(52), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + chr(0b110001) + chr(0b110001), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110110) + chr(0b1111 + 0o50), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1110 + 0o141) + chr(0b1110 + 0o44) + chr(2221 - 2166) + chr(2789 - 2736), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(50) + chr(1749 - 1696), 8), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x32' + chr(0b110000) + chr(2084 - 2029), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(49) + chr(0b110000), 42234 - 42226), nzTpIcepk0o8(chr(48) + chr(0b110 + 0o151) + '\x32' + '\064' + '\x37', 43037 - 43029), nzTpIcepk0o8(chr(0b110000) + chr(11703 - 11592) + chr(204 - 155) + chr(0b110100) + chr(0b110000), 25529 - 25521), nzTpIcepk0o8('\x30' + '\x6f' + '\061' + chr(0b101010 + 0o15) + '\x33', 52359 - 52351), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110100) + chr(0b110000), 11502 - 11494), nzTpIcepk0o8(chr(475 - 427) + chr(0b1001100 + 0o43) + chr(0b110011) + chr(0b110001) + chr(1858 - 1810), 33284 - 33276), nzTpIcepk0o8(chr(1330 - 1282) + chr(0b11010 + 0o125) + chr(50) + '\x32' + chr(50), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + '\x32' + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(1210 - 1159) + chr(0b110111) + chr(0b101001 + 0o14), 45887 - 45879), nzTpIcepk0o8(chr(48) + chr(4138 - 4027) + '\x33' + chr(0b110110) + '\064', 56749 - 56741), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(0b100101 + 0o112) + '\x34' + chr(0b110000), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + chr(9530 - 9419) + chr(0b101111 + 0o6) + chr(48), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xfd'), chr(0b1100100) + chr(0b111011 + 0o52) + chr(0b11000 + 0o113) + chr(0b101010 + 0o105) + chr(0b1001100 + 0o30) + chr(0b101 + 0o140))('\x75' + chr(0b1110100) + chr(0b1000 + 0o136) + chr(45) + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def F3bTjhZS7X1m(hXMPsSrOQzbh, Li2j7Il4uuhV=nzTpIcepk0o8(chr(0b110000) + chr(10257 - 10146) + '\x30', 0o10), BdFrFR7WJm4f=nzTpIcepk0o8(chr(48) + chr(0b1101011 + 0o4) + chr(442 - 394), 8)): Rox1gwR9RgWu = hXMPsSrOQzbh.handle.jobs_running() ZSkf9qz40O7M = [pDuVZERs4dR8 for pDuVZERs4dR8 in Rox1gwR9RgWu if gJm_49LVR20s() > pDuVZERs4dR8[roI3spqORKae(ES5oEprVxulp(b'\xa1\x0f\x84\xff\xe3\xb5n:a\x17\xf5\xec'), '\x64' + chr(101) + chr(99) + chr(1082 - 971) + chr(100) + chr(101))(chr(117) + chr(0b110000 + 0o104) + chr(102) + '\055' + '\x38')] + sO4N0GgrvxVj(seconds=Li2j7Il4uuhV)] if ftfygxgFas5X(ZSkf9qz40O7M) == nzTpIcepk0o8('\060' + chr(111) + chr(0b110000), 8): roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xa1\x0f\x84\xff\xe3\xb5n:a\x17\xfc\xfa'), '\144' + chr(101) + '\143' + '\157' + chr(5686 - 5586) + chr(0b101111 + 0o66))('\165' + chr(0b1001001 + 0o53) + chr(0b1 + 0o145) + chr(45) + chr(0b11110 + 0o32)))(None) return None if BdFrFR7WJm4f: roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xa4\x0b\x90\xe3\xef\xa8a'), chr(100) + chr(101) + chr(99) + chr(0b1101111) + chr(2958 - 2858) + chr(0b11111 + 0o106))(chr(0b1110101) + '\x74' + chr(0b1100110) + chr(1817 - 1772) + '\x38'))(roI3spqORKae(ES5oEprVxulp(b'\x97\x18\x9b\xad\xf4\xb3hK50\xf7\xfd!\x94\xd6\x1a6=\xf8>\x9cd\x11\xca0C\xd5|\xe9o\x89'), chr(4343 - 4243) + chr(101) + chr(0b11100 + 0o107) + chr(0b100110 + 0o111) + '\x64' + chr(248 - 147))('\165' + chr(0b1100010 + 0o22) + chr(1324 - 1222) + chr(762 - 717) + chr(2205 - 2149))) roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xba\x12\xac\xf5\xbf\x8aq:$\x19\xea\xc6'), '\x64' + chr(101) + '\143' + '\157' + chr(0b1100100) + chr(101))(chr(0b110111 + 0o76) + '\x74' + chr(7805 - 7703) + chr(90 - 45) + '\070'))(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\x81\x0f\x8f\xe2\xf0\xafh\x025\x05\xa8\xf4.\x9d\x82\ny9\xe4>\x95-\x1e\xc3i]\xd2w\xf4&\x87C[A\xa4\xfe\xb7\x97\x9bB\xa0P\xc2\xf6\xb4\xbb&'), chr(100) + '\145' + chr(7797 - 7698) + chr(0b1000111 + 0o50) + chr(100) + '\145')(chr(117) + chr(0b1110100) + '\146' + '\x2d' + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\xa2Y\xd1\xc6\xc1\xf5`\nD!\xdb\xc3'), chr(6845 - 6745) + '\x65' + chr(0b1100011) + '\x6f' + '\x64' + chr(0b111111 + 0o46))(chr(0b1110101) + '\164' + '\x66' + chr(0b101101) + '\070'))(ftfygxgFas5X(ZSkf9qz40O7M), ftfygxgFas5X(Rox1gwR9RgWu), ftfygxgFas5X(hXMPsSrOQzbh))) HofpCdf61ts4 = gJm_49LVR20s() roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xba\x12\xac\xf5\xbf\x8aq:$\x19\xea\xc6'), chr(0b1100100) + '\145' + chr(8170 - 8071) + '\157' + '\144' + chr(0b1100101))('\x75' + '\x74' + chr(0b110010 + 0o64) + '\x2d' + chr(2079 - 2023)))(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\x90\x1f\x90\xff\xe3\xa8rE`\n\xfb\xa9u\x8f\xde\x12ck\xea`\x86'), '\x64' + '\145' + chr(99) + chr(111) + chr(0b1100100) + chr(101))(chr(117) + chr(116) + '\x66' + chr(1456 - 1411) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\xa2Y\xd1\xc6\xc1\xf5`\nD!\xdb\xc3'), chr(0b1100100) + chr(9093 - 8992) + chr(99) + chr(0b1101111) + chr(6229 - 6129) + '\x65')('\x75' + chr(116) + chr(0b100100 + 0o102) + '\055' + chr(2398 - 2342)))(HofpCdf61ts4)) roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xba\x12\xac\xf5\xbf\x8aq:$\x19\xea\xc6'), chr(100) + '\x65' + '\x63' + chr(111) + chr(100) + chr(101))(chr(0b110100 + 0o101) + chr(3476 - 3360) + '\146' + chr(45) + '\070'))(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\x87\x03\x8f\xe8\xa6\xaei\x17|\x04\xf7\xe7u\xdc\x93\x0ci6'), chr(6419 - 6319) + chr(0b1100101) + chr(7932 - 7833) + chr(111) + chr(0b101 + 0o137) + '\145')('\x75' + chr(2793 - 2677) + chr(5716 - 5614) + chr(0b101101) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\xa2Y\xd1\xc6\xc1\xf5`\nD!\xdb\xc3'), chr(0b1100100) + '\x65' + chr(0b1100011) + chr(0b1101111) + chr(0b1100100) + chr(3428 - 3327))(chr(117) + '\x74' + chr(0b1100110) + '\x2d' + chr(0b111000)))(HofpCdf61ts4 - sO4N0GgrvxVj(seconds=Li2j7Il4uuhV))) for pDuVZERs4dR8 in ZSkf9qz40O7M: roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xba\x12\xac\xf5\xbf\x8aq:$\x19\xea\xc6'), chr(2016 - 1916) + chr(101) + '\x63' + chr(5853 - 5742) + chr(100) + '\x65')(chr(0b1110101) + chr(116) + '\146' + chr(1784 - 1739) + chr(1982 - 1926)))(roI3spqORKae(ES5oEprVxulp(b'\x81\x0f\x8f\xe2\xf0\xafh\x025\x14\xf7\xeb;\xc6'), chr(0b10010 + 0o122) + '\x65' + chr(0b1100011) + chr(4783 - 4672) + '\x64' + chr(0b1100101))('\x75' + chr(9724 - 9608) + chr(0b1100110) + chr(268 - 223) + chr(56))) gYt1LMcnW4Rv = pDuVZERs4dR8.to_dict() del gYt1LMcnW4Rv[roI3spqORKae(ES5oEprVxulp(b'\xbe\x03\x91\xee'), chr(0b1010010 + 0o22) + '\145' + chr(0b1 + 0o142) + chr(6479 - 6368) + '\x64' + '\x65')(chr(0b1110101) + chr(0b1010 + 0o152) + '\146' + chr(0b1110 + 0o37) + chr(0b111000))] roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xba\x12\xac\xf5\xbf\x8aq:$\x19\xea\xc6'), chr(100) + chr(0b1100101) + chr(99) + '\157' + '\x64' + chr(0b1100101))(chr(117) + chr(5387 - 5271) + chr(4121 - 4019) + chr(45) + chr(56)))(roI3spqORKae(niQt6C0YUJDz, roI3spqORKae(ES5oEprVxulp(b'\xa3\x0c\x8d\xff\xeb\xa7r'), '\144' + '\145' + '\x63' + '\x6f' + chr(0b1011000 + 0o14) + chr(2628 - 2527))('\x75' + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(56)))(gYt1LMcnW4Rv)) if not BdFrFR7WJm4f: roI3spqORKae(hXMPsSrOQzbh.handle, roI3spqORKae(ES5oEprVxulp(b'\xb4$\xb3\xf5\xc1\x97k\x07_&\xda\xfd'), chr(0b1100010 + 0o2) + chr(101) + chr(880 - 781) + '\157' + '\144' + chr(101))('\165' + chr(0b1110100) + chr(102) + chr(45) + chr(0b111000)))(pDuVZERs4dR8) roI3spqORKae(iKLp4UdyhCfx, roI3spqORKae(ES5oEprVxulp(b'\xba\x12\xac\xf5\xbf\x8aq:$\x19\xea\xc6'), chr(0b1100100) + '\x65' + chr(0b10 + 0o141) + '\x6f' + '\x64' + '\x65')('\x75' + chr(11240 - 11124) + '\x66' + '\x2d' + chr(0b110001 + 0o7)))(roI3spqORKae(ES5oEprVxulp(b'\x99\x05\x80\xad\xe2\xa3j\x00a\x1b\xfc'), '\144' + '\x65' + chr(99) + chr(0b1101111) + chr(100) + '\x65')(chr(117) + '\164' + chr(102) + chr(0b11101 + 0o20) + '\x38')) roI3spqORKae(hXMPsSrOQzbh, roI3spqORKae(ES5oEprVxulp(b'\xa1\x0f\x84\xff\xe3\xb5n:a\x17\xfc\xfa'), chr(0b111111 + 0o45) + chr(1144 - 1043) + chr(0b1100011) + '\x6f' + '\144' + chr(0b1100101))('\x75' + chr(0b100001 + 0o123) + chr(0b1000111 + 0o37) + chr(0b101101) + chr(0b111000)))(None)
gagneurlab/concise
concise/hyopt.py
CMongoTrials.train_history
def train_history(self, tid=None): """Get train history as pd.DataFrame """ def result2history(result): if isinstance(result["history"], list): return pd.concat([pd.DataFrame(hist["loss"]).assign(fold=i) for i, hist in enumerate(result["history"])]) else: return pd.DataFrame(result["history"]["loss"]) # use all if tid is None: tid = self.valid_tid() res = [result2history(t["result"]).assign(tid=t["tid"]) for t in self.trials if t["tid"] in _listify(tid)] df = pd.concat(res) # reorder columns fold_name = ["fold"] if "fold" in df else [] df = _put_first(df, ["tid"] + fold_name + ["epoch"]) return df
python
def train_history(self, tid=None): """Get train history as pd.DataFrame """ def result2history(result): if isinstance(result["history"], list): return pd.concat([pd.DataFrame(hist["loss"]).assign(fold=i) for i, hist in enumerate(result["history"])]) else: return pd.DataFrame(result["history"]["loss"]) # use all if tid is None: tid = self.valid_tid() res = [result2history(t["result"]).assign(tid=t["tid"]) for t in self.trials if t["tid"] in _listify(tid)] df = pd.concat(res) # reorder columns fold_name = ["fold"] if "fold" in df else [] df = _put_first(df, ["tid"] + fold_name + ["epoch"]) return df
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Get train history as pd.DataFrame
[ "Get", "train", "history", "as", "pd", ".", "DataFrame" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L216-L238
train
Get train history as pd. DataFrame
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2089) + '\x6f' + chr(51) + chr(52), 60532 - 60524), nzTpIcepk0o8('\x30' + '\157' + chr(0b11000 + 0o32) + '\062' + chr(0b110101), 59885 - 59877), nzTpIcepk0o8(chr(928 - 880) + '\x6f' + chr(676 - 627) + chr(0b110010) + chr(1585 - 1530), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1995 - 1945) + '\x35' + chr(748 - 697), 15988 - 15980), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(0b1101011 + 0o4) + chr(0b110001) + chr(0b110111) + chr(1657 - 1609), 0o10), nzTpIcepk0o8(chr(0b11000 + 0o30) + '\157' + '\063' + chr(0b110101) + '\x33', 13993 - 13985), nzTpIcepk0o8(chr(48) + chr(0b1100111 + 0o10) + chr(2851 - 2796) + chr(727 - 679), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(0b1000 + 0o52) + chr(1763 - 1713) + '\067', 26887 - 26879), nzTpIcepk0o8(chr(0b110000) + chr(0b1000101 + 0o52) + '\x32' + '\064' + chr(53), 57736 - 57728), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\062' + '\066', ord("\x08")), nzTpIcepk0o8('\x30' + chr(11440 - 11329) + chr(0b110010 + 0o1) + '\064' + '\061', 62099 - 62091), nzTpIcepk0o8(chr(1993 - 1945) + '\157' + chr(0b1100 + 0o46) + chr(0b10010 + 0o41) + '\x33', 0b1000), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(0b1101101 + 0o2) + chr(1635 - 1585) + '\064' + '\060', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(49) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + '\x32' + chr(53), 0b1000), nzTpIcepk0o8(chr(0b1110 + 0o42) + chr(0b1010011 + 0o34) + chr(0b110011) + chr(0b110011) + chr(1029 - 975), 0o10), nzTpIcepk0o8(chr(635 - 587) + '\157' + '\063' + chr(52) + '\066', 14385 - 14377), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + '\061' + chr(0b100101 + 0o20), 25624 - 25616), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(111) + chr(0b110010) + chr(2714 - 2659) + chr(0b0 + 0o67), 0b1000), nzTpIcepk0o8('\x30' + chr(0b101 + 0o152) + chr(398 - 347) + '\061' + '\062', 49566 - 49558), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110010) + chr(0b100001 + 0o22), 36216 - 36208), nzTpIcepk0o8(chr(0b11001 + 0o27) + '\x6f' + chr(0b110101) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(2204 - 2156) + chr(111) + '\062' + '\066' + chr(54), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b101100 + 0o103) + '\061' + chr(0b110101) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110011) + '\x31' + chr(0b101100 + 0o5), 22567 - 22559), nzTpIcepk0o8('\060' + chr(111) + chr(49) + '\063' + '\x34', 38893 - 38885), nzTpIcepk0o8(chr(605 - 557) + '\x6f' + chr(1187 - 1136) + '\062' + chr(0b100001 + 0o24), 0b1000), nzTpIcepk0o8(chr(1568 - 1520) + '\x6f' + chr(51) + chr(0b110111) + chr(0b111 + 0o51), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110110) + chr(48), ord("\x08")), nzTpIcepk0o8('\x30' + chr(3585 - 3474) + '\x31' + chr(0b101101 + 0o5) + chr(0b100011 + 0o20), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(51) + '\060' + chr(0b100101 + 0o13), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(50) + '\x30' + chr(1320 - 1272), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(2072 - 2022) + '\064' + '\x36', 47036 - 47028), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x31' + '\x31' + chr(414 - 359), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001) + chr(391 - 339) + '\x30', 0o10), nzTpIcepk0o8(chr(1363 - 1315) + '\x6f' + chr(50) + chr(2452 - 2401) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(10820 - 10709) + '\x33' + chr(1854 - 1800) + '\065', 0b1000), nzTpIcepk0o8('\060' + chr(0b111011 + 0o64) + chr(49) + '\x33' + chr(48), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b101001 + 0o12) + chr(612 - 561) + '\064', 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b1010 + 0o53), 5745 - 5737)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(1117 - 1069) + '\x6f' + chr(53) + chr(0b10001 + 0o37), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'2'), chr(100) + chr(9557 - 9456) + '\x63' + chr(8117 - 8006) + chr(5248 - 5148) + chr(0b100101 + 0o100))('\165' + chr(3200 - 3084) + chr(0b1100110) + chr(0b101010 + 0o3) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def SLRdc6uWac6a(hXMPsSrOQzbh, _IzC75JhC4kv=None): def ZF0U1l2I0LL0(POx95m7SPOVy): if suIjIS24Zkqw(POx95m7SPOVy[roI3spqORKae(ES5oEprVxulp(b't\xfc$\xdf\x17\x99A'), chr(100) + chr(0b1100101) + chr(99) + '\x6f' + chr(0b1100100) + chr(101))(chr(4079 - 3962) + chr(8708 - 8592) + chr(0b1100110) + chr(0b101101 + 0o0) + chr(2364 - 2308))], H4NoA26ON7iG): return roI3spqORKae(HLKt4sa1j9hm, roI3spqORKae(ES5oEprVxulp(b'\x7f\xfa9\xc8\x19\x9f'), chr(0b1100100) + chr(0b1100101) + chr(0b111110 + 0o45) + chr(0b1101111) + chr(4645 - 4545) + chr(246 - 145))(chr(117) + chr(0b1110100) + chr(0b11100 + 0o112) + '\x2d' + chr(1303 - 1247)))([roI3spqORKae(HLKt4sa1j9hm.DataFrame(vGufN7sLKJ4I[roI3spqORKae(ES5oEprVxulp(b'p\xfa$\xd8'), '\144' + chr(0b1100101) + chr(0b1100011) + '\157' + '\144' + '\145')(chr(8717 - 8600) + chr(9145 - 9029) + chr(102) + chr(0b101101) + '\070')]), roI3spqORKae(ES5oEprVxulp(b'}\xe6$\xc2\x1f\x85'), chr(0b1000110 + 0o36) + chr(0b100101 + 0o100) + chr(3088 - 2989) + '\x6f' + chr(0b1000000 + 0o44) + '\x65')('\165' + chr(11861 - 11745) + chr(102) + '\x2d' + chr(0b11110 + 0o32)))(fold=ZlbFMSG8gCoF) for (ZlbFMSG8gCoF, vGufN7sLKJ4I) in _kV_Bomx8PZ4(POx95m7SPOVy[roI3spqORKae(ES5oEprVxulp(b't\xfc$\xdf\x17\x99A'), chr(9127 - 9027) + chr(452 - 351) + chr(0b1100011) + '\x6f' + chr(0b1000110 + 0o36) + chr(0b1100101))(chr(117) + chr(304 - 188) + '\x66' + chr(45) + '\x38')])]) else: return roI3spqORKae(HLKt4sa1j9hm, roI3spqORKae(ES5oEprVxulp(b'X\xf4#\xca>\x99Y\xfa\xc0'), chr(0b1001101 + 0o27) + '\x65' + chr(7514 - 7415) + chr(4775 - 4664) + chr(0b1100100) + chr(101))(chr(0b101011 + 0o112) + '\x74' + chr(0b101001 + 0o75) + chr(1771 - 1726) + chr(0b111000)))(POx95m7SPOVy[roI3spqORKae(ES5oEprVxulp(b't\xfc$\xdf\x17\x99A'), chr(7673 - 7573) + chr(0b11011 + 0o112) + chr(4758 - 4659) + chr(0b1100100 + 0o13) + chr(0b110001 + 0o63) + '\x65')(chr(117) + '\164' + '\146' + '\x2d' + '\070')][roI3spqORKae(ES5oEprVxulp(b'p\xfa$\xd8'), chr(0b110101 + 0o57) + chr(0b1100101) + chr(0b1100011) + chr(4419 - 4308) + chr(0b1100011 + 0o1) + chr(101))('\165' + chr(0b1110100) + chr(0b11101 + 0o111) + '\055' + chr(0b111000))]) if _IzC75JhC4kv is None: _IzC75JhC4kv = hXMPsSrOQzbh.valid_tid() _XdQFJpnzJor = [ZF0U1l2I0LL0(h3Vc_4wxEbgd[roI3spqORKae(ES5oEprVxulp(b'n\xf0$\xde\x14\x9f'), '\144' + chr(101) + chr(0b1100011) + chr(0b1000 + 0o147) + '\x64' + chr(101))(chr(0b1110101) + '\164' + chr(0b1100110) + '\055' + chr(0b111000))]).assign(tid=h3Vc_4wxEbgd[roI3spqORKae(ES5oEprVxulp(b'h\xfc3'), '\144' + '\x65' + chr(0b1100011) + chr(111) + '\144' + chr(0b1100101))(chr(0b1110101) + chr(12906 - 12790) + '\146' + '\055' + chr(2873 - 2817))]) for h3Vc_4wxEbgd in hXMPsSrOQzbh.trials if h3Vc_4wxEbgd[roI3spqORKae(ES5oEprVxulp(b'h\xfc3'), chr(9146 - 9046) + '\x65' + chr(99) + chr(0b101010 + 0o105) + chr(0b1000100 + 0o40) + chr(9246 - 9145))(chr(0b1011101 + 0o30) + chr(3573 - 3457) + chr(0b1100110) + '\x2d' + chr(0b111000))] in DyV8B6qec1Fd(_IzC75JhC4kv)] jpOn8DNZxbbx = HLKt4sa1j9hm.concat(_XdQFJpnzJor) bDgkuVmB4MpY = [roI3spqORKae(ES5oEprVxulp(b'z\xfa;\xcf'), chr(0b110010 + 0o62) + chr(0b111111 + 0o46) + '\x63' + chr(111) + chr(0b1100100) + '\x65')(chr(117) + chr(0b1110100) + chr(7278 - 7176) + chr(1168 - 1123) + chr(383 - 327))] if roI3spqORKae(ES5oEprVxulp(b'z\xfa;\xcf'), chr(100) + '\145' + '\143' + chr(0b1101111) + '\x64' + '\145')(chr(1945 - 1828) + chr(0b1100000 + 0o24) + chr(0b1100110) + chr(45) + chr(0b111000)) in jpOn8DNZxbbx else [] jpOn8DNZxbbx = mBVqc9ntYc7A(jpOn8DNZxbbx, [roI3spqORKae(ES5oEprVxulp(b'h\xfc3'), '\144' + chr(101) + chr(2063 - 1964) + chr(111) + '\x64' + '\x65')('\x75' + chr(3524 - 3408) + '\x66' + '\055' + chr(56))] + bDgkuVmB4MpY + [roI3spqORKae(ES5oEprVxulp(b'y\xe58\xc8\x10'), chr(0b101001 + 0o73) + '\145' + '\143' + chr(0b1101111) + chr(3311 - 3211) + '\x65')(chr(0b1010011 + 0o42) + chr(116) + chr(0b10011 + 0o123) + chr(45) + chr(1356 - 1300))]) return jpOn8DNZxbbx
gagneurlab/concise
concise/hyopt.py
CMongoTrials.as_df
def as_df(self, ignore_vals=["history"], separator=".", verbose=True): """Return a pd.DataFrame view of the whole experiment """ def add_eval(res): if "eval" not in res: if isinstance(res["history"], list): # take the average across all folds eval_names = list(res["history"][0]["loss"].keys()) eval_metrics = np.array([[v[-1] for k, v in hist["loss"].items()] for hist in res["history"]]).mean(axis=0).tolist() res["eval"] = {eval_names[i]: eval_metrics[i] for i in range(len(eval_metrics))} else: res["eval"] = {k: v[-1] for k, v in res["history"]["loss"].items()} return res def add_n_epoch(df): df_epoch = self.train_history().groupby("tid")["epoch"].max().reset_index() df_epoch.rename(columns={"epoch": "n_epoch"}, inplace=True) return pd.merge(df, df_epoch, on="tid", how="left") results = self.get_ok_results(verbose=verbose) rp = [_flatten_dict(_delete_keys(add_eval(x), ignore_vals), separator) for x in results] df = pd.DataFrame.from_records(rp) df = add_n_epoch(df) first = ["tid", "loss", "status"] return _put_first(df, first)
python
def as_df(self, ignore_vals=["history"], separator=".", verbose=True): """Return a pd.DataFrame view of the whole experiment """ def add_eval(res): if "eval" not in res: if isinstance(res["history"], list): # take the average across all folds eval_names = list(res["history"][0]["loss"].keys()) eval_metrics = np.array([[v[-1] for k, v in hist["loss"].items()] for hist in res["history"]]).mean(axis=0).tolist() res["eval"] = {eval_names[i]: eval_metrics[i] for i in range(len(eval_metrics))} else: res["eval"] = {k: v[-1] for k, v in res["history"]["loss"].items()} return res def add_n_epoch(df): df_epoch = self.train_history().groupby("tid")["epoch"].max().reset_index() df_epoch.rename(columns={"epoch": "n_epoch"}, inplace=True) return pd.merge(df, df_epoch, on="tid", how="left") results = self.get_ok_results(verbose=verbose) rp = [_flatten_dict(_delete_keys(add_eval(x), ignore_vals), separator) for x in results] df = pd.DataFrame.from_records(rp) df = add_n_epoch(df) first = ["tid", "loss", "status"] return _put_first(df, first)
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Return a pd.DataFrame view of the whole experiment
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d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/hyopt.py#L283-L311
train
Return a pd. DataFrame view of the whole experiment
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(1468 - 1420) + chr(0b1101111) + '\063' + '\063' + chr(50), 33600 - 33592), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\066' + chr(873 - 823), 0o10), nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(3773 - 3662) + '\x31' + chr(0b110101) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\062' + chr(0b110001 + 0o2) + '\063', 44843 - 44835), nzTpIcepk0o8('\060' + chr(0b1101111) + '\063' + '\x30' + chr(1367 - 1317), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(0b110001) + chr(1270 - 1217), ord("\x08")), nzTpIcepk0o8(chr(1669 - 1621) + '\x6f' + '\x31' + chr(1301 - 1246) + '\x37', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110101) + chr(0b101110 + 0o5), 0b1000), nzTpIcepk0o8(chr(305 - 257) + chr(111) + '\x32' + chr(0b11010 + 0o31) + chr(2369 - 2319), 52688 - 52680), nzTpIcepk0o8(chr(48) + '\x6f' + '\x31' + chr(2206 - 2153) + chr(614 - 560), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x31' + '\061', 15793 - 15785), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b11111 + 0o120) + chr(50) + chr(2336 - 2283) + chr(49), 34349 - 34341), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(0b1101111) + chr(50) + '\x32' + chr(0b11000 + 0o36), 54381 - 54373), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b10011 + 0o37) + chr(0b110001) + '\x35', 0b1000), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(111) + '\x31' + chr(0b11110 + 0o22) + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(1202 - 1154) + chr(0b1101111) + '\063' + chr(0b110011) + chr(0b110100), 32224 - 32216), nzTpIcepk0o8(chr(1765 - 1717) + chr(0b1101111) + chr(0b110011) + chr(0b110010) + chr(0b11101 + 0o31), 0b1000), nzTpIcepk0o8(chr(1751 - 1703) + '\x6f' + chr(50) + '\x31', 0b1000), nzTpIcepk0o8(chr(561 - 513) + chr(111) + '\x31' + chr(0b10110 + 0o40) + chr(1970 - 1922), 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(0b11110 + 0o25) + '\x36' + '\x36', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\061' + chr(1765 - 1715) + chr(0b110101), 0b1000), nzTpIcepk0o8('\060' + chr(0b10100 + 0o133) + chr(463 - 411) + '\065', 60754 - 60746), nzTpIcepk0o8(chr(48) + chr(5016 - 4905) + chr(776 - 726) + '\x31' + '\x31', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + '\062' + '\067' + '\x37', 56746 - 56738), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1687 - 1635) + chr(211 - 157), 0b1000), nzTpIcepk0o8('\060' + '\157' + '\063' + chr(0b110101) + '\x31', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110011) + chr(0b10001 + 0o45) + chr(54), 8), nzTpIcepk0o8('\x30' + '\157' + chr(0b111 + 0o54) + '\066' + '\066', 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b1011 + 0o50) + chr(2367 - 2315), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(53), 41411 - 41403), nzTpIcepk0o8(chr(0b10001 + 0o37) + chr(0b1101111) + chr(0b11010 + 0o27) + chr(0b110000) + chr(50), 60415 - 60407), nzTpIcepk0o8(chr(0b101001 + 0o7) + '\x6f' + chr(0b101010 + 0o7) + chr(0b110 + 0o55), ord("\x08")), nzTpIcepk0o8('\060' + chr(11236 - 11125) + chr(51) + chr(0b11110 + 0o26), 17030 - 17022), nzTpIcepk0o8(chr(1370 - 1322) + chr(8139 - 8028) + chr(1169 - 1120) + '\x33' + '\062', 37555 - 37547), nzTpIcepk0o8('\x30' + chr(111) + chr(0b1011 + 0o47) + '\x31' + chr(1937 - 1885), ord("\x08")), nzTpIcepk0o8(chr(0b1110 + 0o42) + '\x6f' + chr(971 - 922) + chr(2459 - 2407) + chr(0b110101), 58636 - 58628), nzTpIcepk0o8('\x30' + chr(3186 - 3075) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(2094 - 2046) + chr(111) + chr(652 - 602) + chr(375 - 326) + '\x37', 0b1000), nzTpIcepk0o8('\x30' + chr(1294 - 1183) + chr(1515 - 1464) + chr(766 - 715) + chr(0b100011 + 0o22), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b100011 + 0o15) + '\x6f' + chr(0b110101) + '\060', 54697 - 54689)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xf4'), chr(0b1011011 + 0o11) + chr(0b1 + 0o144) + chr(99) + chr(0b1101111) + chr(100) + '\145')(chr(4056 - 3939) + '\x74' + chr(7919 - 7817) + chr(0b101101) + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def cxbu8xs2PD5I(hXMPsSrOQzbh, Vg7fK9EnV6DA=[roI3spqORKae(ES5oEprVxulp(b'\xb2[\x1a\xef\xad\x7f\x06'), '\144' + '\x65' + '\143' + chr(9625 - 9514) + '\144' + chr(9906 - 9805))('\165' + chr(4880 - 4764) + chr(0b1100110) + '\055' + chr(203 - 147))], SQO3S2UoWTbW=roI3spqORKae(ES5oEprVxulp(b'\xf4'), chr(100) + chr(101) + chr(0b11111 + 0o104) + chr(1140 - 1029) + chr(5620 - 5520) + chr(0b11000 + 0o115))(chr(0b1110101) + chr(0b1110100) + '\146' + chr(1522 - 1477) + chr(56)), TseISVdPlfdM=nzTpIcepk0o8('\x30' + chr(0b11110 + 0o121) + chr(0b110001), ord("\x08"))): def IVeZ0jJESyKR(_XdQFJpnzJor): if roI3spqORKae(ES5oEprVxulp(b'\xbfD\x08\xf7'), '\144' + '\145' + '\143' + chr(0b1101111) + '\x64' + '\x65')(chr(0b1110101) + '\164' + chr(102) + chr(0b101101) + chr(407 - 351)) not in _XdQFJpnzJor: if suIjIS24Zkqw(_XdQFJpnzJor[roI3spqORKae(ES5oEprVxulp(b'\xb2[\x1a\xef\xad\x7f\x06'), '\x64' + chr(101) + chr(0b1100011) + '\157' + chr(0b1011110 + 0o6) + '\145')('\x75' + '\164' + chr(0b111100 + 0o52) + chr(0b101101) + chr(0b100100 + 0o24))], H4NoA26ON7iG): M0xGxr1DTiqb = H4NoA26ON7iG(_XdQFJpnzJor[roI3spqORKae(ES5oEprVxulp(b'\xb2[\x1a\xef\xad\x7f\x06'), chr(0b110001 + 0o63) + chr(101) + '\x63' + chr(5451 - 5340) + chr(8301 - 8201) + chr(0b10110 + 0o117))(chr(117) + '\x74' + chr(7537 - 7435) + chr(0b101101) + chr(2024 - 1968))][nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110000), 8)][roI3spqORKae(ES5oEprVxulp(b'\xb6]\x1a\xe8'), '\x64' + '\145' + chr(5178 - 5079) + chr(111) + '\144' + chr(6104 - 6003))('\165' + chr(0b1110100) + chr(0b1001011 + 0o33) + chr(45) + chr(0b111000))].keys()) GgFmlYBy471Z = nDF4gVNx0u9Q.array([[r7AA1pbLjb44[-nzTpIcepk0o8(chr(0b100000 + 0o20) + '\x6f' + '\x31', 8)] for (B6UAF1zReOyJ, r7AA1pbLjb44) in vGufN7sLKJ4I[roI3spqORKae(ES5oEprVxulp(b'\xb6]\x1a\xe8'), chr(100) + chr(6081 - 5980) + chr(0b1011001 + 0o12) + chr(0b1101010 + 0o5) + chr(100) + chr(5056 - 4955))(chr(0b111011 + 0o72) + '\x74' + chr(102) + chr(0b101000 + 0o5) + '\070')].items()] for vGufN7sLKJ4I in _XdQFJpnzJor[roI3spqORKae(ES5oEprVxulp(b'\xb2[\x1a\xef\xad\x7f\x06'), chr(9025 - 8925) + '\145' + chr(0b11111 + 0o104) + '\157' + chr(2466 - 2366) + chr(0b1100000 + 0o5))(chr(0b1110101) + chr(116) + chr(102) + '\x2d' + chr(0b110 + 0o62))]]).mean(axis=nzTpIcepk0o8(chr(0b110000) + '\157' + '\060', 8)).tolist() _XdQFJpnzJor[roI3spqORKae(ES5oEprVxulp(b'\xbfD\x08\xf7'), '\x64' + chr(101) + '\143' + chr(111) + '\x64' + '\x65')(chr(0b100100 + 0o121) + chr(11484 - 11368) + chr(898 - 796) + chr(45) + chr(2027 - 1971))] = {M0xGxr1DTiqb[ZlbFMSG8gCoF]: GgFmlYBy471Z[ZlbFMSG8gCoF] for ZlbFMSG8gCoF in bbT2xIe5pzk7(ftfygxgFas5X(GgFmlYBy471Z))} else: _XdQFJpnzJor[roI3spqORKae(ES5oEprVxulp(b'\xbfD\x08\xf7'), chr(0b1100100) + chr(101) + chr(136 - 37) + chr(0b1101111) + chr(100) + '\x65')('\x75' + '\164' + chr(102) + chr(0b101101) + chr(0b1010 + 0o56))] = {B6UAF1zReOyJ: r7AA1pbLjb44[-nzTpIcepk0o8(chr(0b10001 + 0o37) + chr(0b11101 + 0o122) + '\x31', 8)] for (B6UAF1zReOyJ, r7AA1pbLjb44) in _XdQFJpnzJor[roI3spqORKae(ES5oEprVxulp(b'\xb2[\x1a\xef\xad\x7f\x06'), chr(0b1100100) + chr(0b101000 + 0o75) + chr(0b1100001 + 0o2) + chr(0b1101111) + chr(6400 - 6300) + chr(0b1100 + 0o131))(chr(117) + chr(0b10101 + 0o137) + '\x66' + chr(0b10010 + 0o33) + chr(2595 - 2539))][roI3spqORKae(ES5oEprVxulp(b'\xb6]\x1a\xe8'), chr(8917 - 8817) + chr(101) + chr(0b1100011) + chr(6973 - 6862) + chr(0b110101 + 0o57) + chr(0b1100001 + 0o4))(chr(0b110001 + 0o104) + '\164' + '\146' + chr(45) + chr(0b111000))].Y_nNEzH43vXi()} return _XdQFJpnzJor def E8ykoS0F421h(jpOn8DNZxbbx): QmorGg8tuuir = hXMPsSrOQzbh.train_history().groupby(roI3spqORKae(ES5oEprVxulp(b'\xae[\r'), chr(5498 - 5398) + chr(101) + '\143' + '\x6f' + '\144' + '\145')(chr(0b1110101) + chr(5150 - 5034) + chr(7252 - 7150) + chr(45) + '\070'))[roI3spqORKae(ES5oEprVxulp(b'\xbfB\x06\xf8\xaa'), chr(5683 - 5583) + chr(0b1100101) + chr(1597 - 1498) + chr(0b1111 + 0o140) + chr(5117 - 5017) + '\145')(chr(0b1001101 + 0o50) + chr(0b1110100) + '\x66' + '\055' + chr(56))].max().reset_index() roI3spqORKae(QmorGg8tuuir, roI3spqORKae(ES5oEprVxulp(b'\xa8W\x07\xfa\xafh'), chr(100) + '\145' + chr(0b11001 + 0o112) + '\x6f' + '\x64' + chr(101))(chr(117) + '\x74' + chr(102) + chr(0b101101) + '\070'))(columns={roI3spqORKae(ES5oEprVxulp(b'\xbfB\x06\xf8\xaa'), chr(0b11 + 0o141) + '\145' + '\143' + chr(0b1001110 + 0o41) + '\x64' + chr(101))(chr(0b111111 + 0o66) + '\164' + chr(8696 - 8594) + chr(0b1111 + 0o36) + chr(0b100101 + 0o23)): roI3spqORKae(ES5oEprVxulp(b'\xb4m\x0c\xeb\xadn\x17'), chr(0b1100100) + chr(0b101 + 0o140) + chr(0b11010 + 0o111) + chr(111) + '\x64' + chr(0b11001 + 0o114))('\x75' + chr(116) + chr(0b1100110) + '\x2d' + chr(0b1011 + 0o55))}, inplace=nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49), 8)) return roI3spqORKae(HLKt4sa1j9hm, roI3spqORKae(ES5oEprVxulp(b'\xb7W\x1b\xfc\xa7'), chr(0b1100000 + 0o4) + '\145' + '\143' + '\157' + '\x64' + chr(0b1001101 + 0o30))(chr(6571 - 6454) + chr(0b1011101 + 0o27) + '\146' + chr(1254 - 1209) + chr(2993 - 2937)))(jpOn8DNZxbbx, QmorGg8tuuir, on=roI3spqORKae(ES5oEprVxulp(b'\xae[\r'), chr(100) + chr(0b1001110 + 0o27) + '\x63' + '\157' + chr(0b1100011 + 0o1) + chr(0b1000001 + 0o44))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110 + 0o0) + chr(45) + chr(0b11101 + 0o33)), how=roI3spqORKae(ES5oEprVxulp(b'\xb6W\x0f\xef'), '\144' + chr(2442 - 2341) + chr(0b1100011) + '\157' + chr(0b1010100 + 0o20) + chr(101))(chr(0b101011 + 0o112) + '\x74' + '\x66' + chr(0b100100 + 0o11) + chr(0b111000))) v3B6eeO_B_ws = hXMPsSrOQzbh.get_ok_results(verbose=TseISVdPlfdM) VIodgqKJmL3O = [mE4j3AYlUJtR(YIZ5o30utUJw(IVeZ0jJESyKR(bI5jsQ9OkQtj), Vg7fK9EnV6DA), SQO3S2UoWTbW) for bI5jsQ9OkQtj in v3B6eeO_B_ws] jpOn8DNZxbbx = HLKt4sa1j9hm.DataFrame.from_records(VIodgqKJmL3O) jpOn8DNZxbbx = E8ykoS0F421h(jpOn8DNZxbbx) N04_Yk27K3ME = [roI3spqORKae(ES5oEprVxulp(b'\xae[\r'), chr(100) + '\x65' + chr(0b1100011) + chr(1734 - 1623) + chr(0b1100100) + '\x65')('\x75' + '\164' + chr(0b1100110) + chr(1119 - 1074) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\xb6]\x1a\xe8'), chr(100) + '\145' + '\x63' + '\157' + chr(100) + chr(0b1100101))(chr(0b1010110 + 0o37) + chr(5138 - 5022) + '\146' + '\055' + '\070'), roI3spqORKae(ES5oEprVxulp(b'\xa9F\x08\xef\xb7~'), chr(6160 - 6060) + chr(101) + chr(0b1010010 + 0o21) + '\157' + chr(0b1100100) + chr(0b11111 + 0o106))('\x75' + '\164' + chr(0b1001011 + 0o33) + chr(0b100111 + 0o6) + '\x38')] return mBVqc9ntYc7A(jpOn8DNZxbbx, N04_Yk27K3ME)
gagneurlab/concise
concise/effects/snp_effects.py
effect_from_model
def effect_from_model(model, ref, ref_rc, alt, alt_rc, methods, mutation_positions, out_annotation_all_outputs, extra_args=None, **argv): """Convenience function to execute multiple effect predictions in one call # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument methods: A list of prediction functions to be executed, e.g.: from concise.effects.ism.ism. Using the same function more often than once (even with different parameters) will overwrite the results of the previous calculation of that function. mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. extra_args: None or a list of the same length as 'methods'. The elements of the list are dictionaries with additional arguments that should be passed on to the respective functions in 'methods'. Arguments defined here will overwrite arguments that are passed to all methods. **argv: Additional arguments to be passed on to all methods, e.g,: out_annotation. # Returns Dictionary containing the results of the individual calculations, the keys are the names of the executed functions """ assert isinstance(methods, list) if isinstance(extra_args, list): assert(len(extra_args) == len(methods)) else: extra_args = [None] * len(methods) main_args = {"model": model, "ref": ref, "ref_rc": ref_rc, "alt": alt, "alt_rc": alt_rc, "mutation_positions": mutation_positions, "out_annotation_all_outputs": out_annotation_all_outputs} pred_results = {} for method, xargs in zip(methods, extra_args): if xargs is not None: if isinstance(xargs, dict): for k in argv: if k not in xargs: xargs[k] = argv[k] else: xargs = argv for k in main_args: xargs[k] = main_args[k] res = method(**xargs) pred_results[method.__name__] = res return pred_results
python
def effect_from_model(model, ref, ref_rc, alt, alt_rc, methods, mutation_positions, out_annotation_all_outputs, extra_args=None, **argv): """Convenience function to execute multiple effect predictions in one call # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument methods: A list of prediction functions to be executed, e.g.: from concise.effects.ism.ism. Using the same function more often than once (even with different parameters) will overwrite the results of the previous calculation of that function. mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. extra_args: None or a list of the same length as 'methods'. The elements of the list are dictionaries with additional arguments that should be passed on to the respective functions in 'methods'. Arguments defined here will overwrite arguments that are passed to all methods. **argv: Additional arguments to be passed on to all methods, e.g,: out_annotation. # Returns Dictionary containing the results of the individual calculations, the keys are the names of the executed functions """ assert isinstance(methods, list) if isinstance(extra_args, list): assert(len(extra_args) == len(methods)) else: extra_args = [None] * len(methods) main_args = {"model": model, "ref": ref, "ref_rc": ref_rc, "alt": alt, "alt_rc": alt_rc, "mutation_positions": mutation_positions, "out_annotation_all_outputs": out_annotation_all_outputs} pred_results = {} for method, xargs in zip(methods, extra_args): if xargs is not None: if isinstance(xargs, dict): for k in argv: if k not in xargs: xargs[k] = argv[k] else: xargs = argv for k in main_args: xargs[k] = main_args[k] res = method(**xargs) pred_results[method.__name__] = res return pred_results
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Convenience function to execute multiple effect predictions in one call # Arguments model: Keras model ref: Input sequence with the reference genotype in the mutation position ref_rc: Reverse complement of the 'ref' argument alt: Input sequence with the alternative genotype in the mutation position alt_rc: Reverse complement of the 'alt' argument methods: A list of prediction functions to be executed, e.g.: from concise.effects.ism.ism. Using the same function more often than once (even with different parameters) will overwrite the results of the previous calculation of that function. mutation_positions: Position on which the mutation was placed in the forward sequences out_annotation_all_outputs: Output labels of the model. extra_args: None or a list of the same length as 'methods'. The elements of the list are dictionaries with additional arguments that should be passed on to the respective functions in 'methods'. Arguments defined here will overwrite arguments that are passed to all methods. **argv: Additional arguments to be passed on to all methods, e.g,: out_annotation. # Returns Dictionary containing the results of the individual calculations, the keys are the names of the executed functions
[ "Convenience", "function", "to", "execute", "multiple", "effect", "predictions", "in", "one", "call" ]
d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4
https://github.com/gagneurlab/concise/blob/d15262eb1e590008bc96ba31e93bfbdbfa1a9fd4/concise/effects/snp_effects.py#L5-L53
train
Convenience function to execute multiple effect predictions in one call.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + chr(0b100 + 0o153) + '\x37' + chr(0b1101 + 0o45), 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\061' + '\064' + '\062', 60423 - 60415), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x37' + chr(52), 62496 - 62488), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(111) + chr(635 - 586) + chr(0b110100) + chr(0b101 + 0o53), 22437 - 22429), nzTpIcepk0o8('\060' + '\x6f' + chr(51) + chr(52) + chr(0b110000), 57726 - 57718), nzTpIcepk0o8('\x30' + chr(3108 - 2997) + chr(0b10 + 0o61) + chr(244 - 189) + chr(0b11000 + 0o33), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(4824 - 4713) + chr(0b101100 + 0o12) + chr(0b110010 + 0o1), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + '\x32' + '\061' + '\x33', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b11 + 0o154) + '\x31' + chr(0b110101) + chr(0b110001), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(679 - 629) + '\060' + chr(965 - 912), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(51) + chr(0b110 + 0o55) + chr(1501 - 1447), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b1011 + 0o46) + chr(0b110010) + '\x32', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b100011 + 0o16) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(90 - 42) + chr(0b1101111) + '\061' + '\x30' + '\x31', ord("\x08")), nzTpIcepk0o8(chr(0b101100 + 0o4) + '\157' + chr(0b10110 + 0o33) + '\x34' + '\066', 0b1000), nzTpIcepk0o8(chr(100 - 52) + chr(111) + chr(50) + chr(0b110001) + chr(53), 0o10), nzTpIcepk0o8(chr(1891 - 1843) + chr(9564 - 9453) + chr(50) + '\066' + '\061', 0o10), nzTpIcepk0o8(chr(1931 - 1883) + '\x6f' + '\x31' + chr(0b1100 + 0o52) + chr(2204 - 2150), 0b1000), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(0b1101111) + chr(51), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b101011 + 0o7) + chr(2492 - 2442), 22866 - 22858), nzTpIcepk0o8(chr(0b110000) + chr(10320 - 10209) + '\x32' + chr(0b11110 + 0o23) + chr(53), 8), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110010) + chr(0b11001 + 0o32) + chr(0b1100 + 0o44), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1070 - 1019) + '\x31' + '\x34', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b101100 + 0o6) + chr(0b110000 + 0o3) + '\x31', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110001) + chr(727 - 678) + chr(0b110100), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b1011 + 0o46) + chr(0b100001 + 0o20) + chr(0b100000 + 0o26), 0o10), nzTpIcepk0o8('\060' + chr(0b1100011 + 0o14) + '\x31' + chr(53) + chr(0b11000 + 0o33), 5751 - 5743), nzTpIcepk0o8(chr(0b10 + 0o56) + '\157' + chr(702 - 653) + chr(1981 - 1928) + chr(0b110100), 0o10), nzTpIcepk0o8(chr(622 - 574) + '\157' + chr(0b100000 + 0o23) + chr(0b1001 + 0o52) + chr(0b101010 + 0o6), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(1112 - 1063) + chr(227 - 178), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110010) + chr(48) + chr(0b110101), 8), nzTpIcepk0o8('\x30' + chr(0b1101111 + 0o0) + '\x32' + '\x31' + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(1478 - 1428) + '\x36' + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(111) + '\x31' + chr(2668 - 2615) + chr(2039 - 1988), 8), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001) + chr(48) + chr(1297 - 1249), 0o10), nzTpIcepk0o8(chr(1973 - 1925) + chr(111) + '\062' + '\x34' + '\064', 0b1000), nzTpIcepk0o8('\x30' + chr(0b110101 + 0o72) + chr(937 - 888) + '\062' + '\x31', 48453 - 48445), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + chr(51) + '\x33', 8720 - 8712), nzTpIcepk0o8(chr(0b100010 + 0o16) + '\157' + chr(0b110011) + chr(49) + '\061', 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(3817 - 3706) + chr(0b110101) + chr(48), 17245 - 17237)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x14'), chr(100) + chr(101) + '\x63' + chr(6529 - 6418) + chr(100) + '\145')('\x75' + chr(116) + chr(102) + '\x2d' + chr(0b101110 + 0o12)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Eg5zAFoCYjYE(KW0sEfjlgNpM, CmNScfxJ1Uih, mPxBBmhtnfa5, YVIVvpvk_rzo, Qi4vzZ3jOuj1, lcKucyHTTXwM, VcOMQxUzLMoF, D_zWDgcSEwND, vsHxRdBONQp3=None, **ajIDWyXMBa3b): assert suIjIS24Zkqw(lcKucyHTTXwM, H4NoA26ON7iG) if suIjIS24Zkqw(vsHxRdBONQp3, H4NoA26ON7iG): assert ftfygxgFas5X(vsHxRdBONQp3) == ftfygxgFas5X(lcKucyHTTXwM) else: vsHxRdBONQp3 = [None] * ftfygxgFas5X(lcKucyHTTXwM) qj3fxAjCRif7 = {roI3spqORKae(ES5oEprVxulp(b'W\rXg\x0c'), chr(0b1100100) + '\x65' + chr(1817 - 1718) + chr(0b1011011 + 0o24) + chr(0b1100100) + chr(101))('\x75' + chr(0b111100 + 0o70) + '\146' + chr(45) + chr(56)): KW0sEfjlgNpM, roI3spqORKae(ES5oEprVxulp(b'H\x07Z'), chr(0b1 + 0o143) + '\145' + chr(0b1100011) + chr(12153 - 12042) + chr(6081 - 5981) + chr(101))(chr(13105 - 12988) + '\x74' + chr(5042 - 4940) + chr(0b101101) + '\070'): CmNScfxJ1Uih, roI3spqORKae(ES5oEprVxulp(b'H\x07Z]\x12\x83'), '\144' + chr(101) + chr(0b10000 + 0o123) + '\157' + '\144' + chr(101))(chr(0b1110101) + '\164' + chr(0b110011 + 0o63) + '\055' + chr(56)): mPxBBmhtnfa5, roI3spqORKae(ES5oEprVxulp(b'[\x0eH'), chr(8250 - 8150) + chr(2321 - 2220) + chr(9436 - 9337) + chr(111) + chr(0b1100100) + chr(0b1011101 + 0o10))(chr(0b1110101) + '\164' + chr(2528 - 2426) + chr(0b101101) + '\070'): YVIVvpvk_rzo, roI3spqORKae(ES5oEprVxulp(b'[\x0eH]\x12\x83'), chr(100) + '\x65' + chr(0b1100011) + '\157' + '\x64' + chr(0b1100101))(chr(117) + '\164' + chr(4212 - 4110) + chr(0b11111 + 0o16) + chr(56)): Qi4vzZ3jOuj1, roI3spqORKae(ES5oEprVxulp(b'W\x17Hc\x14\x89\x94]\xd4\x19\xea\xad;z(\t\xe3\xc2'), chr(7162 - 7062) + '\x65' + chr(99) + chr(10244 - 10133) + chr(100) + chr(7510 - 7409))(chr(1735 - 1618) + '\164' + chr(0b1100110) + chr(45) + chr(0b111000)): VcOMQxUzLMoF, roI3spqORKae(ES5oEprVxulp(b'U\x17H]\x01\x8e\x95\\\xff\x08\xf1\xb7=`\x1e\x07\xe1\xdd)lg\xf9\xe8\xb9\xed?'), chr(100) + chr(8884 - 8783) + '\143' + chr(111) + chr(0b1100100) + chr(0b1001101 + 0o30))(chr(117) + '\164' + chr(0b1000001 + 0o45) + chr(1274 - 1229) + '\x38'): D_zWDgcSEwND} Ro17InWEzI_s = {} for (e5rcHW8hR5dL, _kT26tzkF9U1) in TxMFWa_Xzviv(lcKucyHTTXwM, vsHxRdBONQp3): if _kT26tzkF9U1 is not None: if suIjIS24Zkqw(_kT26tzkF9U1, znjnJWK64FDT): for B6UAF1zReOyJ in ajIDWyXMBa3b: if B6UAF1zReOyJ not in _kT26tzkF9U1: _kT26tzkF9U1[B6UAF1zReOyJ] = ajIDWyXMBa3b[B6UAF1zReOyJ] else: _kT26tzkF9U1 = ajIDWyXMBa3b for B6UAF1zReOyJ in qj3fxAjCRif7: _kT26tzkF9U1[B6UAF1zReOyJ] = qj3fxAjCRif7[B6UAF1zReOyJ] _XdQFJpnzJor = e5rcHW8hR5dL(**_kT26tzkF9U1) Ro17InWEzI_s[e5rcHW8hR5dL.AYtDRlqeP0tq] = _XdQFJpnzJor return Ro17InWEzI_s
bitshares/uptick
uptick/markets.py
trades
def trades(ctx, market, limit, start, stop): """ List trades in a market """ market = Market(market, bitshares_instance=ctx.bitshares) t = [["time", "quote", "base", "price"]] for trade in market.trades(limit, start=start, stop=stop): t.append( [ str(trade["time"]), str(trade["quote"]), str(trade["base"]), "{:f} {}/{}".format( trade["price"], trade["base"]["asset"]["symbol"], trade["quote"]["asset"]["symbol"], ), ] ) print_table(t)
python
def trades(ctx, market, limit, start, stop): """ List trades in a market """ market = Market(market, bitshares_instance=ctx.bitshares) t = [["time", "quote", "base", "price"]] for trade in market.trades(limit, start=start, stop=stop): t.append( [ str(trade["time"]), str(trade["quote"]), str(trade["base"]), "{:f} {}/{}".format( trade["price"], trade["base"]["asset"]["symbol"], trade["quote"]["asset"]["symbol"], ), ] ) print_table(t)
[ "def", "trades", "(", "ctx", ",", "market", ",", "limit", ",", "start", ",", "stop", ")", ":", "market", "=", "Market", "(", "market", ",", "bitshares_instance", "=", "ctx", ".", "bitshares", ")", "t", "=", "[", "[", "\"time\"", ",", "\"quote\"", ",", "\"base\"", ",", "\"price\"", "]", "]", "for", "trade", "in", "market", ".", "trades", "(", "limit", ",", "start", "=", "start", ",", "stop", "=", "stop", ")", ":", "t", ".", "append", "(", "[", "str", "(", "trade", "[", "\"time\"", "]", ")", ",", "str", "(", "trade", "[", "\"quote\"", "]", ")", ",", "str", "(", "trade", "[", "\"base\"", "]", ")", ",", "\"{:f} {}/{}\"", ".", "format", "(", "trade", "[", "\"price\"", "]", ",", "trade", "[", "\"base\"", "]", "[", "\"asset\"", "]", "[", "\"symbol\"", "]", ",", "trade", "[", "\"quote\"", "]", "[", "\"asset\"", "]", "[", "\"symbol\"", "]", ",", ")", ",", "]", ")", "print_table", "(", "t", ")" ]
List trades in a market
[ "List", "trades", "in", "a", "market" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L31-L49
train
List all trades in a market
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + '\x6f' + '\061' + '\x31' + chr(0b110011), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110010) + '\x31' + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(950 - 901) + chr(0b1010 + 0o53) + chr(0b10010 + 0o40), 0o10), nzTpIcepk0o8('\x30' + chr(111) + '\062' + '\x35' + '\063', 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110011) + '\x37' + chr(48), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(0b1110 + 0o46) + '\x33', 61615 - 61607), nzTpIcepk0o8(chr(48) + '\157' + chr(2389 - 2339) + '\x32' + '\x31', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110011) + '\064' + chr(0b110101), 24880 - 24872), nzTpIcepk0o8(chr(0b110000) + chr(0b1000101 + 0o52) + chr(51) + chr(850 - 798) + '\062', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(5946 - 5835) + chr(0b110010) + '\065' + chr(641 - 589), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x32' + chr(0b110111) + chr(0b101000 + 0o12), 25604 - 25596), nzTpIcepk0o8(chr(1370 - 1322) + chr(5089 - 4978) + chr(51) + '\062' + '\064', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(2167 - 2116) + '\x31' + chr(53), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\061' + chr(51) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(0b100001 + 0o116) + chr(53) + chr(1505 - 1451), 0o10), nzTpIcepk0o8('\x30' + chr(0b100001 + 0o116) + chr(0b110100) + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(0b101101 + 0o102) + chr(0b110010) + chr(0b110010) + chr(0b110000 + 0o4), 19465 - 19457), nzTpIcepk0o8(chr(0b1101 + 0o43) + '\x6f' + chr(0b110011) + chr(0b101111 + 0o4) + chr(54), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b101111 + 0o2) + chr(54), 0o10), nzTpIcepk0o8(chr(1664 - 1616) + chr(0b1101111) + chr(0b1 + 0o62) + chr(0b10111 + 0o40) + chr(1345 - 1293), ord("\x08")), nzTpIcepk0o8(chr(0b111 + 0o51) + chr(111) + '\x32' + chr(52) + chr(55), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\063' + chr(0b110101) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b1100 + 0o45) + chr(0b1 + 0o57) + chr(55), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + '\x37' + chr(1090 - 1038), ord("\x08")), nzTpIcepk0o8(chr(2246 - 2198) + chr(6933 - 6822) + '\x31' + chr(0b100100 + 0o15) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1010001 + 0o36) + chr(0b110001) + chr(1059 - 1004) + '\x32', 0b1000), nzTpIcepk0o8(chr(205 - 157) + '\157' + chr(813 - 759) + chr(0b110111), 34419 - 34411), nzTpIcepk0o8(chr(0b110000) + chr(11916 - 11805) + chr(1602 - 1551) + '\064' + '\063', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(49) + chr(1402 - 1351) + chr(0b1 + 0o57), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(49) + chr(0b10110 + 0o37) + '\x30', 57433 - 57425), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + '\x35' + '\060', 0o10), nzTpIcepk0o8(chr(0b11100 + 0o24) + '\157' + '\x31' + '\061' + '\x30', 8), nzTpIcepk0o8('\060' + chr(0b0 + 0o157) + '\x33' + chr(0b1 + 0o65) + chr(989 - 939), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + chr(0b11001 + 0o34) + '\x36', 0o10), nzTpIcepk0o8('\x30' + chr(0b1000111 + 0o50) + chr(0b110010) + chr(0b110111) + chr(1945 - 1893), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b10010 + 0o41) + '\066' + chr(54), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(850 - 801) + '\061' + chr(0b1010 + 0o54), 54070 - 54062), nzTpIcepk0o8(chr(543 - 495) + chr(111) + chr(49) + '\065' + '\064', 0b1000), nzTpIcepk0o8(chr(48) + '\157' + '\x30', 0b1000), nzTpIcepk0o8(chr(780 - 732) + chr(111) + chr(0b0 + 0o67) + '\066', 2771 - 2763)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(305 - 257) + '\157' + chr(0b110101) + '\x30', 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'e'), chr(100) + '\145' + chr(7335 - 7236) + chr(0b0 + 0o157) + chr(0b1100100) + chr(101))(chr(0b1110 + 0o147) + chr(0b1101010 + 0o12) + chr(0b1000001 + 0o45) + '\x2d' + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Pa3xnlqjsI4f(PVjcU1K_3aBJ, PSkANKapepE9, gXahiMxE912j, KQbHFTcl_LKy, dYJbBiYO_nGE): PSkANKapepE9 = X8zh1xULVJeO(PSkANKapepE9, bitshares_instance=PVjcU1K_3aBJ.bitshares) h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'?\xe5\x07\xce'), '\x64' + chr(0b1100000 + 0o5) + chr(864 - 765) + chr(0b1101011 + 0o4) + chr(100) + '\x65')(chr(117) + chr(116) + chr(102) + chr(0b101101) + chr(354 - 298)), roI3spqORKae(ES5oEprVxulp(b':\xf9\x05\xdf\x9d'), chr(1392 - 1292) + chr(101) + '\143' + chr(0b1101111) + chr(0b101 + 0o137) + chr(101))(chr(0b1110101) + chr(116) + chr(0b100 + 0o142) + chr(45) + '\x38'), roI3spqORKae(ES5oEprVxulp(b')\xed\x19\xce'), chr(0b11111 + 0o105) + chr(0b11111 + 0o106) + chr(99) + chr(111) + chr(0b100011 + 0o101) + chr(0b111110 + 0o47))(chr(10039 - 9922) + chr(116) + chr(0b1100110) + '\x2d' + chr(56)), roI3spqORKae(ES5oEprVxulp(b';\xfe\x03\xc8\x9d'), '\144' + chr(0b1010011 + 0o22) + '\x63' + '\x6f' + chr(0b110 + 0o136) + chr(101))('\165' + chr(0b1101011 + 0o11) + '\146' + '\055' + chr(0b111000))]] for OpNnz8LNj4bT in roI3spqORKae(PSkANKapepE9, roI3spqORKae(ES5oEprVxulp(b'?\xfe\x0b\xcf\x9d\x10'), chr(100) + '\x65' + chr(0b1100011) + chr(0b1001010 + 0o45) + '\x64' + chr(1764 - 1663))(chr(117) + chr(944 - 828) + chr(0b1100110) + chr(0b10101 + 0o30) + '\070'))(gXahiMxE912j, start=KQbHFTcl_LKy, stop=dYJbBiYO_nGE): roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\x03\xd89\x9f\x80\x04\xd6\x8a\x88\xc3\xef\xe1'), chr(0b111101 + 0o47) + chr(0b1000000 + 0o45) + '\143' + chr(0b1101111) + chr(0b1100100) + '\145')(chr(11261 - 11144) + chr(6680 - 6564) + chr(102) + chr(627 - 582) + '\x38'))([N9zlRy29S1SS(OpNnz8LNj4bT[roI3spqORKae(ES5oEprVxulp(b'?\xe5\x07\xce'), chr(0b1100100) + chr(101) + '\143' + '\x6f' + '\144' + '\145')('\x75' + '\x74' + chr(0b111111 + 0o47) + chr(45) + chr(3047 - 2991))]), N9zlRy29S1SS(OpNnz8LNj4bT[roI3spqORKae(ES5oEprVxulp(b':\xf9\x05\xdf\x9d'), '\x64' + chr(0b1010111 + 0o16) + '\x63' + chr(0b1101111) + chr(0b1100100) + chr(0b1011100 + 0o11))('\x75' + chr(0b1100000 + 0o24) + chr(0b1101 + 0o131) + '\055' + chr(56))]), N9zlRy29S1SS(OpNnz8LNj4bT[roI3spqORKae(ES5oEprVxulp(b')\xed\x19\xce'), chr(0b111110 + 0o46) + chr(0b1100000 + 0o5) + chr(99) + chr(0b1101111) + chr(6677 - 6577) + chr(830 - 729))('\x75' + chr(2513 - 2397) + chr(0b1100 + 0o132) + chr(0b10 + 0o53) + chr(0b10 + 0o66))]), roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'0\xb6\x0c\xd6\xd8\x18\xec\xca\x99\xd1'), chr(7889 - 7789) + chr(101) + chr(0b1100011) + chr(1297 - 1186) + chr(100) + '\x65')(chr(0b1010 + 0o153) + '\164' + chr(3061 - 2959) + '\x2d' + chr(2486 - 2430)), roI3spqORKae(ES5oEprVxulp(b':\xbfY\xe0\xbfP\xf7\x8a\xb3\xf3\xf9\x9e'), chr(100) + chr(8482 - 8381) + chr(0b1 + 0o142) + chr(111) + '\144' + '\145')(chr(117) + chr(12602 - 12486) + chr(102) + chr(0b11101 + 0o20) + chr(1495 - 1439)))(OpNnz8LNj4bT[roI3spqORKae(ES5oEprVxulp(b';\xfe\x03\xc8\x9d'), chr(6277 - 6177) + chr(0b11110 + 0o107) + chr(0b1001001 + 0o32) + '\x6f' + chr(4808 - 4708) + '\145')(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + '\x38')], OpNnz8LNj4bT[roI3spqORKae(ES5oEprVxulp(b')\xed\x19\xce'), '\x64' + chr(0b110010 + 0o63) + '\143' + '\x6f' + chr(0b1100100) + '\x65')('\165' + chr(0b101000 + 0o114) + chr(0b11100 + 0o112) + '\x2d' + chr(2692 - 2636))][roI3spqORKae(ES5oEprVxulp(b'*\xff\x19\xce\x8c'), '\144' + '\145' + chr(99) + chr(0b1100000 + 0o17) + '\144' + chr(0b1100101))('\x75' + chr(116) + '\x66' + chr(0b11110 + 0o17) + '\x38')][roI3spqORKae(ES5oEprVxulp(b'8\xf5\x07\xc9\x97\x0f'), chr(100) + chr(101) + chr(0b1100011) + chr(3559 - 3448) + chr(1273 - 1173) + '\x65')('\x75' + chr(0b111110 + 0o66) + chr(4540 - 4438) + '\055' + '\070')], OpNnz8LNj4bT[roI3spqORKae(ES5oEprVxulp(b':\xf9\x05\xdf\x9d'), chr(0b101001 + 0o73) + chr(101) + chr(875 - 776) + chr(111) + chr(0b1100100) + chr(101))('\x75' + '\164' + chr(0b1100110) + '\055' + chr(1967 - 1911))][roI3spqORKae(ES5oEprVxulp(b'*\xff\x19\xce\x8c'), chr(0b1100100 + 0o0) + chr(0b1100101) + chr(0b1100011) + chr(0b1101010 + 0o5) + chr(100) + chr(101))(chr(117) + chr(212 - 96) + '\146' + chr(0b101101) + chr(0b10000 + 0o50))][roI3spqORKae(ES5oEprVxulp(b'8\xf5\x07\xc9\x97\x0f'), chr(0b1100100) + chr(0b10000 + 0o125) + '\143' + chr(10723 - 10612) + '\x64' + chr(0b1100101))('\x75' + chr(10176 - 10060) + chr(3645 - 3543) + chr(0b101101) + '\x38')])]) Kmv7LB1XrgEv(h3Vc_4wxEbgd)
bitshares/uptick
uptick/markets.py
ticker
def ticker(ctx, market): """ Show ticker of a market """ market = Market(market, bitshares_instance=ctx.bitshares) ticker = market.ticker() t = [["key", "value"]] for key in ticker: t.append([key, str(ticker[key])]) print_table(t)
python
def ticker(ctx, market): """ Show ticker of a market """ market = Market(market, bitshares_instance=ctx.bitshares) ticker = market.ticker() t = [["key", "value"]] for key in ticker: t.append([key, str(ticker[key])]) print_table(t)
[ "def", "ticker", "(", "ctx", ",", "market", ")", ":", "market", "=", "Market", "(", "market", ",", "bitshares_instance", "=", "ctx", ".", "bitshares", ")", "ticker", "=", "market", ".", "ticker", "(", ")", "t", "=", "[", "[", "\"key\"", ",", "\"value\"", "]", "]", "for", "key", "in", "ticker", ":", "t", ".", "append", "(", "[", "key", ",", "str", "(", "ticker", "[", "key", "]", ")", "]", ")", "print_table", "(", "t", ")" ]
Show ticker of a market
[ "Show", "ticker", "of", "a", "market" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L56-L64
train
Show ticker of a market
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110011) + '\062' + chr(0b10100 + 0o36), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + '\x30' + '\x34', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(3666 - 3555) + chr(0b10110 + 0o35) + chr(54) + chr(0b110010 + 0o0), ord("\x08")), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(0b1101111) + '\063' + chr(1335 - 1284) + chr(2219 - 2170), 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\062' + chr(48) + '\x34', 8), nzTpIcepk0o8('\060' + '\x6f' + '\063' + '\065' + '\x31', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\061' + chr(49) + chr(0b110001), 11648 - 11640), nzTpIcepk0o8('\060' + chr(111) + chr(2130 - 2081) + chr(0b110001) + chr(0b1100 + 0o45), 8), nzTpIcepk0o8('\x30' + '\157' + chr(0b110011) + chr(0b110000) + chr(0b110010), 48122 - 48114), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110001) + '\x31' + chr(2081 - 2030), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110011) + chr(1693 - 1638) + chr(1579 - 1531), 47888 - 47880), nzTpIcepk0o8('\060' + '\157' + '\x32' + chr(54) + '\062', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1010000 + 0o37) + chr(672 - 623) + chr(0b11000 + 0o34) + '\065', 28141 - 28133), nzTpIcepk0o8('\x30' + '\x6f' + '\x33' + '\x31' + chr(0b100110 + 0o13), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1011110 + 0o21) + '\061' + chr(0b101101 + 0o11) + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(9074 - 8963) + chr(0b110001) + chr(0b10000 + 0o41) + chr(266 - 212), 6393 - 6385), nzTpIcepk0o8('\x30' + '\157' + chr(0b101011 + 0o7), 19921 - 19913), nzTpIcepk0o8(chr(48) + '\157' + chr(0b101011 + 0o6) + chr(0b110110) + chr(0b100011 + 0o16), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110010) + '\067' + chr(0b11010 + 0o32), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b100111 + 0o14) + '\062' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(111) + chr(51) + chr(0b110001) + '\066', 41424 - 41416), nzTpIcepk0o8(chr(0b11001 + 0o27) + '\157' + chr(0b110011) + '\067', 15264 - 15256), nzTpIcepk0o8('\060' + chr(0b1101111) + '\062' + chr(0b110111) + '\064', 8), nzTpIcepk0o8(chr(0b1010 + 0o46) + chr(0b1101001 + 0o6) + chr(49), 12152 - 12144), nzTpIcepk0o8(chr(1296 - 1248) + chr(111) + chr(1475 - 1422) + chr(52), 51784 - 51776), nzTpIcepk0o8('\060' + '\x6f' + chr(0b1011 + 0o50) + chr(1660 - 1611) + chr(0b110011), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b10100 + 0o37) + chr(2601 - 2548) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(54) + '\x37', 53147 - 53139), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110011) + '\x31' + chr(0b110101), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001 + 0o2) + chr(586 - 532), 44407 - 44399), nzTpIcepk0o8('\x30' + chr(0b101111 + 0o100) + chr(0b1110 + 0o50) + chr(50), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(1931 - 1881) + '\061' + chr(0b110000), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1001 + 0o146) + chr(246 - 192) + '\x36', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + chr(48) + chr(0b10000 + 0o42), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110001) + chr(49) + '\067', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(1313 - 1262) + '\x31' + '\065', 8), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(0b1 + 0o156) + chr(511 - 461) + '\060' + chr(55), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(325 - 275) + chr(0b110110) + chr(0b100010 + 0o20), 8), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(0b1001101 + 0o42) + '\062' + '\x32' + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x37' + chr(0b10101 + 0o36), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\x6f' + chr(2695 - 2642) + chr(177 - 129), 21750 - 21742)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xfc'), chr(100) + chr(0b1100101) + '\x63' + '\x6f' + chr(0b1100100) + '\145')(chr(11332 - 11215) + '\x74' + chr(10033 - 9931) + chr(0b110 + 0o47) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def U72nrDCRXSO1(PVjcU1K_3aBJ, PSkANKapepE9): PSkANKapepE9 = X8zh1xULVJeO(PSkANKapepE9, bitshares_instance=PVjcU1K_3aBJ.bitshares) U72nrDCRXSO1 = PSkANKapepE9.ticker() h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\xb9\xe1\x8b'), '\144' + chr(0b11100 + 0o111) + '\143' + chr(111) + '\144' + '\145')(chr(9943 - 9826) + chr(9877 - 9761) + chr(0b110101 + 0o61) + '\x2d' + '\070'), roI3spqORKae(ES5oEprVxulp(b'\xa4\xe5\x9e\xac\xe1'), '\x64' + chr(0b1100101) + chr(99) + '\x6f' + chr(8847 - 8747) + '\145')(chr(0b1110101) + chr(0b110000 + 0o104) + chr(102) + chr(295 - 250) + chr(0b100010 + 0o26))]] for QYodcsDtoGq7 in U72nrDCRXSO1: roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\x9a\xd0\xa1\xed\xfc\x8e\x0e&\xa8$\xad\x87'), '\144' + chr(101) + chr(99) + '\157' + '\x64' + '\145')('\x75' + chr(116) + chr(5503 - 5401) + chr(45) + chr(2288 - 2232)))([QYodcsDtoGq7, N9zlRy29S1SS(U72nrDCRXSO1[QYodcsDtoGq7])]) Kmv7LB1XrgEv(h3Vc_4wxEbgd)
bitshares/uptick
uptick/markets.py
cancel
def cancel(ctx, orders, account): """ Cancel one or multiple orders """ print_tx(ctx.bitshares.cancel(orders, account=account))
python
def cancel(ctx, orders, account): """ Cancel one or multiple orders """ print_tx(ctx.bitshares.cancel(orders, account=account))
[ "def", "cancel", "(", "ctx", ",", "orders", ",", "account", ")", ":", "print_tx", "(", "ctx", ".", "bitshares", ".", "cancel", "(", "orders", ",", "account", "=", "account", ")", ")" ]
Cancel one or multiple orders
[ "Cancel", "one", "or", "multiple", "orders" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L78-L81
train
Cancel one or multiple orders
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(0b1101111) + '\062' + '\x31' + '\065', 11580 - 11572), nzTpIcepk0o8(chr(1212 - 1164) + '\157' + '\062' + chr(1195 - 1141) + chr(0b10110 + 0o36), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + chr(54) + chr(0b100100 + 0o14), 0b1000), nzTpIcepk0o8('\x30' + chr(11577 - 11466) + chr(0b110010) + chr(51) + '\063', 7050 - 7042), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x33' + '\x31' + chr(0b10010 + 0o40), 24265 - 24257), nzTpIcepk0o8(chr(0b100110 + 0o12) + '\x6f' + chr(51) + chr(50) + chr(666 - 615), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + '\x33' + chr(0b1 + 0o65) + '\x36', 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\063' + chr(55) + chr(55), 32131 - 32123), nzTpIcepk0o8(chr(0b11111 + 0o21) + '\x6f' + '\063' + chr(0b1 + 0o57) + chr(0b110000), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + '\060' + chr(1136 - 1081), 25616 - 25608), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b100000 + 0o23) + '\x36' + chr(0b100100 + 0o15), 0b1000), nzTpIcepk0o8(chr(556 - 508) + chr(111) + '\067' + chr(53), ord("\x08")), nzTpIcepk0o8(chr(0b10110 + 0o32) + chr(0b1101111) + chr(51) + '\x32' + chr(0b110 + 0o56), ord("\x08")), nzTpIcepk0o8(chr(965 - 917) + chr(0b1101111) + chr(0b110010) + chr(1564 - 1510) + chr(718 - 663), 5734 - 5726), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(0b100010 + 0o115) + chr(2052 - 2002) + chr(55) + chr(0b110110), 34495 - 34487), nzTpIcepk0o8('\060' + chr(0b1010011 + 0o34) + chr(0b10001 + 0o40) + chr(0b110000) + chr(55), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b100001 + 0o20) + chr(286 - 238) + '\063', ord("\x08")), nzTpIcepk0o8(chr(0b100100 + 0o14) + '\157' + chr(0b110010) + '\060' + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b10111 + 0o130) + '\063' + chr(0b11000 + 0o30), 40282 - 40274), nzTpIcepk0o8(chr(0b1101 + 0o43) + '\157' + chr(0b110011) + chr(0b110111) + chr(54), 41091 - 41083), nzTpIcepk0o8(chr(48) + chr(9624 - 9513) + chr(1146 - 1097) + chr(0b10000 + 0o42) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(0b111 + 0o51) + '\157' + chr(0b110010) + '\062' + chr(53), 14701 - 14693), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(334 - 283) + chr(569 - 521) + chr(1817 - 1765), 6857 - 6849), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(6422 - 6311) + '\062' + chr(0b110101) + chr(55), 26903 - 26895), nzTpIcepk0o8(chr(0b110000) + chr(0b110101 + 0o72) + chr(0b101 + 0o54) + chr(0b101010 + 0o7), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110101) + '\066', 20306 - 20298), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x35' + chr(0b110111), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + '\063' + '\060' + chr(0b100010 + 0o17), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110001) + chr(0b1 + 0o61) + chr(979 - 930), 8), nzTpIcepk0o8('\060' + chr(0b100010 + 0o115) + '\x33' + chr(0b10010 + 0o43) + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(49) + '\065' + '\063', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b10010 + 0o41) + '\067' + chr(51), ord("\x08")), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(0b1101111) + chr(0b110001) + chr(1015 - 967) + chr(579 - 527), 47925 - 47917), nzTpIcepk0o8(chr(1507 - 1459) + chr(111) + chr(50) + chr(0b110100) + chr(54), 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\x32' + chr(0b10011 + 0o44) + chr(784 - 732), ord("\x08")), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(0b110100 + 0o73) + '\061' + chr(0b100011 + 0o17) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b1001 + 0o47) + chr(111) + chr(0b10101 + 0o34) + '\067' + '\062', 10823 - 10815), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x31' + chr(1150 - 1100), 0o10), nzTpIcepk0o8(chr(0b110000 + 0o0) + chr(7311 - 7200) + chr(50) + chr(53) + chr(0b11100 + 0o31), 0o10), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(111) + chr(960 - 911) + chr(49) + chr(54), 39767 - 39759)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(1686 - 1638) + chr(8424 - 8313) + chr(53) + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xa3'), chr(6323 - 6223) + '\145' + '\143' + chr(0b1011001 + 0o26) + chr(100) + chr(101))('\x75' + chr(10962 - 10846) + '\x66' + chr(45) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def XeoIuri11m65(PVjcU1K_3aBJ, GoGxv4EvORHe, a9n0DG9OW7xl): v9PhCwnaJ7Fx(roI3spqORKae(PVjcU1K_3aBJ.bitshares, roI3spqORKae(ES5oEprVxulp(b'\xee\xd5\xde\xf8\xaf\xbf'), chr(0b1000110 + 0o36) + chr(1327 - 1226) + chr(99) + chr(111) + chr(100) + chr(0b1000000 + 0o45))(chr(0b10110 + 0o137) + '\x74' + chr(0b1100110) + chr(45) + '\x38'))(GoGxv4EvORHe, account=a9n0DG9OW7xl))
bitshares/uptick
uptick/markets.py
orderbook
def orderbook(ctx, market): """ Show the orderbook of a particular market """ market = Market(market, bitshares_instance=ctx.bitshares) orderbook = market.orderbook() ta = {} ta["bids"] = [["quote", "sum quote", "base", "sum base", "price"]] cumsumquote = Amount(0, market["quote"]) cumsumbase = Amount(0, market["base"]) for order in orderbook["bids"]: cumsumbase += order["base"] cumsumquote += order["quote"] ta["bids"].append( [ str(order["quote"]), str(cumsumquote), str(order["base"]), str(cumsumbase), "{:f} {}/{}".format( order["price"], order["base"]["asset"]["symbol"], order["quote"]["asset"]["symbol"], ), ] ) ta["asks"] = [["price", "base", "sum base", "quote", "sum quote"]] cumsumquote = Amount(0, market["quote"]) cumsumbase = Amount(0, market["base"]) for order in orderbook["asks"]: cumsumbase += order["base"] cumsumquote += order["quote"] ta["asks"].append( [ "{:f} {}/{}".format( order["price"], order["base"]["asset"]["symbol"], order["quote"]["asset"]["symbol"], ), str(order["base"]), str(cumsumbase), str(order["quote"]), str(cumsumquote), ] ) t = [["bids", "asks"]] t.append([format_table(ta["bids"]), format_table(ta["asks"])]) print_table(t)
python
def orderbook(ctx, market): """ Show the orderbook of a particular market """ market = Market(market, bitshares_instance=ctx.bitshares) orderbook = market.orderbook() ta = {} ta["bids"] = [["quote", "sum quote", "base", "sum base", "price"]] cumsumquote = Amount(0, market["quote"]) cumsumbase = Amount(0, market["base"]) for order in orderbook["bids"]: cumsumbase += order["base"] cumsumquote += order["quote"] ta["bids"].append( [ str(order["quote"]), str(cumsumquote), str(order["base"]), str(cumsumbase), "{:f} {}/{}".format( order["price"], order["base"]["asset"]["symbol"], order["quote"]["asset"]["symbol"], ), ] ) ta["asks"] = [["price", "base", "sum base", "quote", "sum quote"]] cumsumquote = Amount(0, market["quote"]) cumsumbase = Amount(0, market["base"]) for order in orderbook["asks"]: cumsumbase += order["base"] cumsumquote += order["quote"] ta["asks"].append( [ "{:f} {}/{}".format( order["price"], order["base"]["asset"]["symbol"], order["quote"]["asset"]["symbol"], ), str(order["base"]), str(cumsumbase), str(order["quote"]), str(cumsumquote), ] ) t = [["bids", "asks"]] t.append([format_table(ta["bids"]), format_table(ta["asks"])]) print_table(t)
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Show the orderbook of a particular market
[ "Show", "the", "orderbook", "of", "a", "particular", "market" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L88-L135
train
Show the orderbook of a particular market
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(0b10000 + 0o137) + chr(0b110011) + chr(53) + '\066', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(51) + chr(2701 - 2649) + chr(0b100111 + 0o20), 56315 - 56307), nzTpIcepk0o8(chr(796 - 748) + chr(111) + chr(0b101001 + 0o11) + '\x30' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b111 + 0o51) + '\x6f' + chr(0b110100 + 0o2) + chr(0b110111), 0b1000), nzTpIcepk0o8('\x30' + chr(10762 - 10651) + chr(50) + chr(2746 - 2691) + '\x33', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + '\x36' + chr(0b110110), 51022 - 51014), nzTpIcepk0o8(chr(0b101110 + 0o2) + '\x6f' + chr(1014 - 961) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(1704 - 1656) + chr(111) + '\x32' + chr(0b10001 + 0o41) + chr(0b110000), 0b1000), nzTpIcepk0o8('\x30' + chr(11248 - 11137) + '\062' + chr(0b110110) + chr(1361 - 1306), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110011) + '\x35', 17875 - 17867), nzTpIcepk0o8('\x30' + '\157' + chr(1648 - 1598) + chr(51) + chr(0b110110), ord("\x08")), nzTpIcepk0o8('\x30' + chr(10783 - 10672) + chr(2047 - 1998) + chr(0b101000 + 0o10) + chr(0b11 + 0o57), ord("\x08")), nzTpIcepk0o8(chr(1476 - 1428) + chr(483 - 372) + '\x32' + '\067' + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(0b1101111) + chr(2107 - 2057) + chr(2288 - 2239) + chr(0b100101 + 0o21), 0o10), nzTpIcepk0o8(chr(724 - 676) + chr(0b1100111 + 0o10) + chr(49) + '\x32' + chr(435 - 385), 0o10), nzTpIcepk0o8(chr(85 - 37) + chr(9103 - 8992) + chr(0b10010 + 0o40) + chr(0b110100) + chr(0b101011 + 0o12), 59499 - 59491), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\063' + chr(0b110010) + chr(0b1110 + 0o44), ord("\x08")), nzTpIcepk0o8(chr(851 - 803) + '\157' + '\x32' + chr(49), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110010) + chr(48) + chr(0b1 + 0o61), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(0b110011) + '\x30' + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(272 - 224) + '\157' + chr(0b1 + 0o65) + chr(1726 - 1678), 0b1000), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\x6f' + chr(49) + chr(0b101111 + 0o1) + '\060', 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(0b1101 + 0o51) + chr(49), 22615 - 22607), nzTpIcepk0o8(chr(0b110000) + chr(0b1001 + 0o146) + '\x32' + '\x30', 0b1000), nzTpIcepk0o8(chr(1083 - 1035) + chr(0b101011 + 0o104) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(2187 - 2139) + chr(0b1101111) + chr(0b110010) + '\063' + '\x36', 8), nzTpIcepk0o8('\x30' + '\157' + chr(0b110011) + '\064', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\062' + chr(51) + chr(0b1011 + 0o47), 0b1000), nzTpIcepk0o8(chr(2080 - 2032) + chr(111) + '\067' + '\063', 29968 - 29960), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x32' + chr(0b101111 + 0o5) + '\x30', 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(719 - 670) + '\x32', 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(1292 - 1243) + '\063' + '\066', ord("\x08")), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(0b1100100 + 0o13) + chr(0b110010) + '\x32' + chr(0b110001), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(873 - 823) + '\x36' + chr(0b11100 + 0o32), 0o10), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(0b1101111) + chr(49) + chr(1985 - 1936) + chr(146 - 92), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(1871 - 1822) + chr(0b10 + 0o65) + chr(50), ord("\x08")), nzTpIcepk0o8(chr(463 - 415) + chr(111) + chr(0b101111 + 0o2) + '\x35' + '\067', 0o10), nzTpIcepk0o8(chr(1831 - 1783) + chr(0b1101111) + '\x33' + chr(129 - 76) + '\x32', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + '\062' + chr(52) + chr(1251 - 1198), 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b1011 + 0o50) + '\062' + chr(0b10000 + 0o40), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + '\x6f' + chr(53) + chr(1574 - 1526), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xc0'), '\x64' + chr(8931 - 8830) + chr(99) + '\157' + '\x64' + chr(101))('\165' + chr(0b111010 + 0o72) + chr(102) + '\x2d' + chr(0b101010 + 0o16)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Pad1wNya0HHc(PVjcU1K_3aBJ, PSkANKapepE9): PSkANKapepE9 = X8zh1xULVJeO(PSkANKapepE9, bitshares_instance=PVjcU1K_3aBJ.bitshares) Pad1wNya0HHc = PSkANKapepE9.Pad1wNya0HHc() fLY1fZQDfK6J = {} fLY1fZQDfK6J[roI3spqORKae(ES5oEprVxulp(b'\x8c\x8e\xe1D'), chr(2086 - 1986) + '\x65' + '\143' + '\157' + '\x64' + chr(5987 - 5886))(chr(0b1110101) + '\x74' + chr(0b1100110) + chr(270 - 225) + '\070')] = [[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), chr(0b1000100 + 0o40) + chr(101) + '\x63' + chr(0b1101111) + '\144' + chr(5889 - 5788))(chr(6207 - 6090) + chr(0b1110100) + '\146' + '\055' + chr(1932 - 1876)), roI3spqORKae(ES5oEprVxulp(b'\x9d\x92\xe8\x17\xcaCD\xe4\xd2'), '\144' + '\x65' + chr(2749 - 2650) + chr(111) + chr(0b1100100) + chr(101))(chr(0b1110101) + '\x74' + '\146' + chr(45) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), chr(0b1100000 + 0o4) + '\145' + '\x63' + chr(0b1101111) + chr(100) + chr(8886 - 8785))(chr(0b1110101) + chr(0b1110010 + 0o2) + chr(0b1001010 + 0o34) + chr(777 - 732) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\x9d\x92\xe8\x17\xd9WX\xf5'), chr(0b1100100) + chr(0b1100101) + '\x63' + '\x6f' + '\144' + '\x65')(chr(0b1110101) + chr(0b1110100) + chr(1644 - 1542) + chr(45) + '\070'), roI3spqORKae(ES5oEprVxulp(b'\x9e\x95\xecT\xde'), '\x64' + chr(101) + chr(0b110 + 0o135) + chr(0b1100001 + 0o16) + chr(0b1100100) + chr(0b1100101))(chr(117) + '\x74' + chr(0b1100110) + chr(0b11101 + 0o20) + chr(2151 - 2095))]] jK3l3BN9OkPb = RE2wMAJOy97d(nzTpIcepk0o8(chr(48) + '\157' + chr(0b100011 + 0o15), 0b1000), PSkANKapepE9[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), chr(9232 - 9132) + chr(101) + chr(0b1100011) + chr(0b1101111) + chr(1395 - 1295) + chr(101))('\x75' + chr(0b1110100) + chr(0b1100110) + chr(1058 - 1013) + chr(0b1101 + 0o53))]) EYJii29YRuky = RE2wMAJOy97d(nzTpIcepk0o8('\x30' + chr(0b101000 + 0o107) + '\x30', 8), PSkANKapepE9[roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), chr(4803 - 4703) + chr(0b1100101) + '\x63' + chr(0b100101 + 0o112) + chr(0b1100100) + chr(101))('\165' + chr(0b1110100) + '\146' + chr(48 - 3) + chr(0b101101 + 0o13))]) for gwJk_IgdwKDy in Pad1wNya0HHc[roI3spqORKae(ES5oEprVxulp(b'\x8c\x8e\xe1D'), chr(0b110001 + 0o63) + chr(0b1100101) + chr(0b100 + 0o137) + '\157' + chr(0b111 + 0o135) + '\145')(chr(7512 - 7395) + chr(3065 - 2949) + chr(102) + chr(45) + chr(0b111000))]: EYJii29YRuky += gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), chr(100) + '\145' + chr(99) + '\x6f' + chr(0b1011111 + 0o5) + chr(101))('\x75' + '\164' + chr(102) + '\x2d' + chr(2196 - 2140))] jK3l3BN9OkPb += gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), chr(6326 - 6226) + chr(0b1010001 + 0o24) + chr(8887 - 8788) + chr(0b1101111) + chr(0b1100100) + '\145')('\x75' + chr(2013 - 1897) + '\x66' + '\x2d' + chr(0b11100 + 0o34))] roI3spqORKae(fLY1fZQDfK6J[roI3spqORKae(ES5oEprVxulp(b'\x8c\x8e\xe1D'), chr(0b1100100) + '\x65' + chr(0b1100011) + chr(0b1101111) + chr(0b1000110 + 0o36) + chr(101))('\x75' + chr(3804 - 3688) + chr(102) + chr(1427 - 1382) + '\x38')], roI3spqORKae(ES5oEprVxulp(b'\xa6\xb3\xd6\x03\xc3Ql\xff\xddr\xcbw'), '\144' + chr(423 - 322) + chr(0b1100011) + chr(0b0 + 0o157) + chr(5304 - 5204) + chr(0b1001011 + 0o32))('\x75' + chr(116) + chr(0b1100110) + chr(1318 - 1273) + chr(917 - 861)))([N9zlRy29S1SS(gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), chr(6765 - 6665) + chr(0b101000 + 0o75) + chr(0b1100011) + chr(8007 - 7896) + chr(2178 - 2078) + chr(0b110000 + 0o65))('\x75' + chr(0b1100001 + 0o23) + chr(0b111110 + 0o50) + '\x2d' + chr(0b111000))]), N9zlRy29S1SS(jK3l3BN9OkPb), N9zlRy29S1SS(gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), chr(100) + chr(101) + '\143' + chr(0b10010 + 0o135) + '\x64' + chr(0b1100100 + 0o1))('\x75' + '\164' + chr(102) + chr(45) + chr(56))]), N9zlRy29S1SS(EYJii29YRuky), roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\x95\xdd\xe3J\x9bMV\xbf\xcc`'), '\x64' + '\145' + chr(0b1010111 + 0o14) + chr(0b1101000 + 0o7) + chr(9284 - 9184) + chr(7790 - 7689))(chr(9098 - 8981) + chr(116) + chr(0b1101 + 0o131) + chr(45) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x9f\xd4\xb6|\xfc\x05M\xff\xe6B\xdd\x08'), chr(100) + chr(101) + '\x63' + chr(111) + chr(100) + '\145')(chr(117) + '\164' + chr(102) + '\x2d' + '\070'))(gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x9e\x95\xecT\xde'), chr(100) + '\145' + '\143' + '\x6f' + chr(0b1100100) + '\x65')(chr(0b11 + 0o162) + '\x74' + chr(113 - 11) + chr(1858 - 1813) + '\070')], gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), chr(100) + chr(0b1100101) + chr(0b101100 + 0o67) + chr(111) + chr(100) + '\145')('\165' + '\x74' + '\146' + '\055' + chr(1904 - 1848))][roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xf6R\xcf'), '\144' + chr(101) + '\x63' + chr(0b1 + 0o156) + '\144' + chr(101))(chr(0b1110101) + chr(0b100001 + 0o123) + chr(2153 - 2051) + '\055' + '\x38')][roI3spqORKae(ES5oEprVxulp(b'\x9d\x9e\xe8U\xd4Z'), chr(100) + chr(7829 - 7728) + '\x63' + chr(12247 - 12136) + chr(0b1100100) + chr(0b100 + 0o141))(chr(0b1100001 + 0o24) + chr(13040 - 12924) + chr(0b1011101 + 0o11) + '\055' + chr(0b1110 + 0o52))], gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), chr(6607 - 6507) + chr(0b1100101) + '\143' + chr(111) + chr(100) + chr(7554 - 7453))(chr(0b1010 + 0o153) + chr(116) + '\x66' + chr(45) + chr(0b100101 + 0o23))][roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xf6R\xcf'), chr(1749 - 1649) + '\145' + chr(99) + '\157' + chr(100) + chr(0b1001 + 0o134))(chr(10583 - 10466) + chr(5181 - 5065) + chr(0b1100110) + '\x2d' + chr(0b10100 + 0o44))][roI3spqORKae(ES5oEprVxulp(b'\x9d\x9e\xe8U\xd4Z'), chr(0b1100100) + chr(660 - 559) + chr(99) + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(117) + chr(116) + chr(102) + chr(0b1001 + 0o44) + chr(0b111000))])]) fLY1fZQDfK6J[roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xeeD'), chr(7251 - 7151) + '\145' + chr(7441 - 7342) + chr(0b1100001 + 0o16) + '\x64' + chr(0b100000 + 0o105))(chr(117) + chr(116) + chr(0b110110 + 0o60) + chr(45) + '\x38')] = [[roI3spqORKae(ES5oEprVxulp(b'\x9e\x95\xecT\xde'), '\x64' + chr(101) + '\143' + chr(0b1001 + 0o146) + '\144' + chr(101))(chr(117) + chr(116) + '\146' + chr(1259 - 1214) + chr(0b11000 + 0o40)), roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), '\144' + chr(101) + chr(99) + chr(5288 - 5177) + '\x64' + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(6420 - 6318) + '\x2d' + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x9d\x92\xe8\x17\xd9WX\xf5'), '\144' + '\x65' + '\x63' + chr(111) + '\144' + '\145')('\x75' + '\x74' + chr(0b1100110) + '\055' + chr(0b10110 + 0o42)), roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), chr(9419 - 9319) + chr(0b1010010 + 0o23) + '\x63' + chr(6108 - 5997) + chr(0b11010 + 0o112) + chr(0b1100 + 0o131))('\165' + '\x74' + '\146' + '\x2d' + chr(0b100001 + 0o27)), roI3spqORKae(ES5oEprVxulp(b'\x9d\x92\xe8\x17\xcaCD\xe4\xd2'), chr(4503 - 4403) + chr(3728 - 3627) + chr(99) + chr(0b1101111) + '\x64' + '\145')(chr(7846 - 7729) + '\x74' + chr(2376 - 2274) + chr(0b101101) + chr(1374 - 1318))]] jK3l3BN9OkPb = RE2wMAJOy97d(nzTpIcepk0o8(chr(1432 - 1384) + chr(111) + '\060', 8), PSkANKapepE9[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), '\x64' + chr(0b11010 + 0o113) + chr(99) + chr(0b1101111) + chr(8883 - 8783) + chr(101))('\x75' + '\x74' + chr(0b1100110) + chr(1547 - 1502) + '\070')]) EYJii29YRuky = RE2wMAJOy97d(nzTpIcepk0o8('\060' + chr(467 - 356) + chr(99 - 51), 8), PSkANKapepE9[roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), '\x64' + chr(0b1001010 + 0o33) + chr(99) + chr(4973 - 4862) + chr(100) + chr(101))(chr(117) + chr(0b1110100) + '\146' + chr(0b101101) + chr(0b111000))]) for gwJk_IgdwKDy in Pad1wNya0HHc[roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xeeD'), '\144' + chr(101) + chr(0b1100011) + chr(0b1101111) + '\x64' + chr(0b1010 + 0o133))(chr(117) + chr(116) + chr(3384 - 3282) + chr(204 - 159) + chr(56))]: EYJii29YRuky += gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), '\x64' + chr(0b1100101) + chr(0b1011110 + 0o5) + chr(4160 - 4049) + chr(100) + '\145')(chr(0b1110101) + chr(0b1110100) + '\x66' + chr(0b10100 + 0o31) + chr(56))] jK3l3BN9OkPb += gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), '\144' + chr(0b1100101) + chr(0b1000111 + 0o34) + chr(10340 - 10229) + chr(0b10100 + 0o120) + chr(0b110000 + 0o65))(chr(8373 - 8256) + chr(12859 - 12743) + chr(0b1100110) + chr(1414 - 1369) + '\x38')] roI3spqORKae(fLY1fZQDfK6J[roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xeeD'), chr(100) + chr(0b1100101) + '\x63' + chr(0b1100110 + 0o11) + chr(0b1100011 + 0o1) + chr(0b11 + 0o142))('\x75' + chr(0b1110100) + chr(4847 - 4745) + '\x2d' + chr(3048 - 2992))], roI3spqORKae(ES5oEprVxulp(b'\xa6\xb3\xd6\x03\xc3Ql\xff\xddr\xcbw'), '\144' + '\x65' + '\x63' + chr(0b1101111) + chr(0b1100100) + '\x65')('\165' + chr(2712 - 2596) + chr(0b101101 + 0o71) + chr(458 - 413) + '\070'))([roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\x95\xdd\xe3J\x9bMV\xbf\xcc`'), chr(100) + chr(0b1100101) + '\x63' + chr(0b1001011 + 0o44) + chr(0b1100000 + 0o4) + '\x65')('\x75' + chr(0b111010 + 0o72) + chr(102) + '\055' + chr(0b10001 + 0o47)), roI3spqORKae(ES5oEprVxulp(b'\x9f\xd4\xb6|\xfc\x05M\xff\xe6B\xdd\x08'), chr(0b1100100) + chr(8896 - 8795) + chr(99) + '\157' + '\144' + '\x65')('\x75' + chr(116) + chr(2589 - 2487) + chr(1954 - 1909) + chr(0b1001 + 0o57)))(gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x9e\x95\xecT\xde'), chr(6098 - 5998) + chr(101) + chr(0b1100011) + chr(111) + chr(0b1100100) + '\145')(chr(117) + chr(0b1110100) + '\x66' + chr(997 - 952) + chr(56))], gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), chr(1425 - 1325) + '\x65' + chr(5363 - 5264) + chr(0b1101111) + chr(0b1100100) + chr(6754 - 6653))(chr(0b1001010 + 0o53) + '\x74' + chr(102) + chr(45) + chr(0b111000))][roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xf6R\xcf'), chr(100) + chr(0b111100 + 0o51) + '\143' + chr(0b1101111) + chr(0b1001000 + 0o34) + chr(0b111010 + 0o53))(chr(0b110111 + 0o76) + '\164' + chr(4781 - 4679) + '\x2d' + chr(56))][roI3spqORKae(ES5oEprVxulp(b'\x9d\x9e\xe8U\xd4Z'), chr(100) + chr(0b1100101) + '\x63' + chr(9681 - 9570) + chr(0b1100100) + chr(101))(chr(117) + chr(10513 - 10397) + chr(0b101001 + 0o75) + '\x2d' + '\x38')], gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), chr(0b1010001 + 0o23) + chr(0b1100101) + '\x63' + '\x6f' + chr(100) + '\145')(chr(0b11000 + 0o135) + chr(0b1110100) + chr(0b1100110) + chr(45) + '\070')][roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xf6R\xcf'), chr(805 - 705) + chr(1885 - 1784) + '\x63' + chr(0b1101111) + chr(0b11010 + 0o112) + chr(0b1100101))(chr(9068 - 8951) + chr(0b1110100) + chr(7439 - 7337) + chr(45) + chr(56))][roI3spqORKae(ES5oEprVxulp(b'\x9d\x9e\xe8U\xd4Z'), '\x64' + '\x65' + '\x63' + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))(chr(1524 - 1407) + chr(2569 - 2453) + chr(0b111010 + 0o54) + chr(0b111 + 0o46) + chr(56))]), N9zlRy29S1SS(gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x8c\x86\xf6R'), chr(0b1100100) + chr(0b1100101) + chr(99) + chr(111) + chr(0b10001 + 0o123) + chr(101))(chr(0b1110101) + chr(0b1110100) + '\x66' + chr(0b110 + 0o47) + chr(0b111000 + 0o0))]), N9zlRy29S1SS(EYJii29YRuky), N9zlRy29S1SS(gwJk_IgdwKDy[roI3spqORKae(ES5oEprVxulp(b'\x9f\x92\xeaC\xde'), '\144' + chr(101) + '\143' + chr(111) + '\144' + chr(0b1100101))('\x75' + chr(116) + chr(0b100001 + 0o105) + '\055' + chr(0b111000))]), N9zlRy29S1SS(jK3l3BN9OkPb)]) h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\x8c\x8e\xe1D'), chr(100) + chr(101) + chr(0b1100011) + chr(0b1101111) + '\x64' + '\x65')('\165' + '\164' + chr(102) + chr(0b101001 + 0o4) + '\070'), roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xeeD'), '\x64' + chr(101) + chr(99) + '\x6f' + '\x64' + chr(101))('\x75' + '\164' + chr(102) + '\x2d' + '\070')]] roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xa6\xb3\xd6\x03\xc3Ql\xff\xddr\xcbw'), '\x64' + chr(0b10110 + 0o117) + '\143' + '\x6f' + '\x64' + chr(0b111101 + 0o50))('\x75' + chr(1427 - 1311) + chr(604 - 502) + chr(0b101101) + chr(139 - 83)))([jEoL5UrCIzuU(fLY1fZQDfK6J[roI3spqORKae(ES5oEprVxulp(b'\x8c\x8e\xe1D'), chr(8398 - 8298) + chr(101) + '\x63' + '\x6f' + '\x64' + chr(0b1100101))('\165' + chr(0b111110 + 0o66) + chr(102) + '\x2d' + chr(2341 - 2285))]), jEoL5UrCIzuU(fLY1fZQDfK6J[roI3spqORKae(ES5oEprVxulp(b'\x8f\x94\xeeD'), chr(8916 - 8816) + chr(7207 - 7106) + chr(0b10100 + 0o117) + '\x6f' + chr(0b101010 + 0o72) + chr(0b1010010 + 0o23))(chr(117) + chr(9014 - 8898) + chr(0b110101 + 0o61) + chr(45) + '\070')])]) Kmv7LB1XrgEv(h3Vc_4wxEbgd)
bitshares/uptick
uptick/markets.py
buy
def buy(ctx, buy_amount, buy_asset, price, sell_asset, order_expiration, account): """ Buy a specific asset at a certain rate against a base asset """ amount = Amount(buy_amount, buy_asset) price = Price( price, base=sell_asset, quote=buy_asset, bitshares_instance=ctx.bitshares ) print_tx( price.market.buy(price, amount, account=account, expiration=order_expiration) )
python
def buy(ctx, buy_amount, buy_asset, price, sell_asset, order_expiration, account): """ Buy a specific asset at a certain rate against a base asset """ amount = Amount(buy_amount, buy_asset) price = Price( price, base=sell_asset, quote=buy_asset, bitshares_instance=ctx.bitshares ) print_tx( price.market.buy(price, amount, account=account, expiration=order_expiration) )
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Buy a specific asset at a certain rate against a base asset
[ "Buy", "a", "specific", "asset", "at", "a", "certain", "rate", "against", "a", "base", "asset" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L153-L162
train
Buy a specific asset at a certain rate against a base asset
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b11 + 0o63) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(842 - 794) + chr(0b111011 + 0o64) + chr(0b0 + 0o63) + chr(0b1001 + 0o53) + chr(589 - 540), 51222 - 51214), nzTpIcepk0o8('\x30' + chr(0b1001101 + 0o42) + chr(0b101111 + 0o4) + chr(0b11100 + 0o30) + '\x33', 0o10), nzTpIcepk0o8(chr(1844 - 1796) + '\x6f' + chr(50) + '\061' + chr(300 - 250), ord("\x08")), nzTpIcepk0o8('\060' + chr(6484 - 6373) + chr(2514 - 2463) + '\066' + chr(0b101100 + 0o13), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(49) + chr(54) + '\066', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\061' + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b110 + 0o52) + chr(111) + chr(0b100001 + 0o22) + '\x30' + chr(0b10111 + 0o31), 39477 - 39469), nzTpIcepk0o8(chr(48) + '\157' + chr(1775 - 1726) + chr(0b101001 + 0o15) + chr(2472 - 2417), ord("\x08")), nzTpIcepk0o8(chr(0b11 + 0o55) + '\x6f' + '\x31' + chr(49) + chr(155 - 100), 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(2342 - 2293) + chr(0b110101) + chr(0b10111 + 0o37), 12720 - 12712), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b100010 + 0o17), 0b1000), nzTpIcepk0o8(chr(2128 - 2080) + chr(0b1011101 + 0o22) + chr(53) + '\062', 0o10), nzTpIcepk0o8(chr(1846 - 1798) + chr(0b1101111) + chr(0b110011) + chr(54) + chr(0b100111 + 0o12), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b1100 + 0o47) + chr(51) + '\x34', 56888 - 56880), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(403 - 353) + chr(259 - 204) + '\x35', 25242 - 25234), nzTpIcepk0o8(chr(1377 - 1329) + '\x6f' + '\062' + '\x34' + chr(48), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(113 - 2) + chr(1097 - 1048) + chr(0b110011) + chr(530 - 476), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(2244 - 2195) + chr(0b110100) + '\063', 963 - 955), nzTpIcepk0o8('\x30' + chr(0b1101110 + 0o1) + '\x33' + '\060' + '\065', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(9054 - 8943) + chr(0b110001) + chr(0b110101) + '\066', 8), nzTpIcepk0o8('\x30' + chr(0b1101001 + 0o6) + chr(0b110111), 33843 - 33835), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(111) + chr(146 - 97) + chr(166 - 116) + chr(0b110101 + 0o1), 0b1000), nzTpIcepk0o8(chr(2246 - 2198) + chr(8646 - 8535) + '\061' + chr(0b110000) + '\067', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(49) + '\060' + '\x30', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1001001 + 0o46) + chr(55) + chr(52), 0o10), nzTpIcepk0o8(chr(1523 - 1475) + '\157' + '\063' + chr(0b100001 + 0o17) + '\x31', 0o10), nzTpIcepk0o8('\x30' + '\157' + '\x31' + '\060' + chr(1638 - 1585), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b11011 + 0o26) + chr(55) + chr(0b110100 + 0o1), 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\x6f' + '\x31' + '\063' + chr(0b110010), 33125 - 33117), nzTpIcepk0o8(chr(0b1011 + 0o45) + '\x6f' + '\x32' + '\x37' + chr(48), 0o10), nzTpIcepk0o8(chr(987 - 939) + '\x6f' + '\062' + chr(0b101000 + 0o17) + chr(48), 8), nzTpIcepk0o8(chr(1799 - 1751) + chr(111) + '\063' + '\062' + '\062', 2771 - 2763), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\062' + '\061' + chr(53), 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(0b1101111) + chr(2335 - 2286) + '\x37', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1744 - 1693) + '\x32' + '\x35', 63397 - 63389), nzTpIcepk0o8(chr(0b110000) + chr(372 - 261) + '\062' + chr(0b100001 + 0o22), 0o10), nzTpIcepk0o8(chr(802 - 754) + chr(111) + chr(49) + chr(0b100000 + 0o24) + chr(0b100 + 0o57), 8), nzTpIcepk0o8('\060' + chr(5987 - 5876) + chr(2246 - 2196) + chr(0b101010 + 0o11) + chr(143 - 89), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x31' + chr(0b10110 + 0o37) + chr(0b11101 + 0o24), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + chr(111) + '\065' + chr(0b110000), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x1d'), '\144' + '\x65' + chr(99) + chr(111) + '\144' + chr(0b1000010 + 0o43))('\x75' + chr(0b1110100) + chr(0b1100110) + chr(0b1111 + 0o36) + chr(95 - 39)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def IdaJGxivtkOV(PVjcU1K_3aBJ, W0d7hqkYCe7m, P7BUGuLQtvPg, Lh9Az4vDK1jx, bFK78DYrv0Cv, gkHL4_eOKc1e, a9n0DG9OW7xl): WwJhdr7TpaLo = RE2wMAJOy97d(W0d7hqkYCe7m, P7BUGuLQtvPg) Lh9Az4vDK1jx = oD29rfvp5JK8(Lh9Az4vDK1jx, base=bFK78DYrv0Cv, quote=P7BUGuLQtvPg, bitshares_instance=PVjcU1K_3aBJ.bitshares) v9PhCwnaJ7Fx(roI3spqORKae(Lh9Az4vDK1jx.market, roI3spqORKae(ES5oEprVxulp(b'Q\x94\x9a'), chr(0b1010011 + 0o21) + chr(101) + chr(0b101 + 0o136) + chr(6348 - 6237) + chr(0b1100100) + chr(0b101 + 0o140))(chr(117) + chr(1328 - 1212) + chr(4203 - 4101) + chr(45) + '\070'))(Lh9Az4vDK1jx, WwJhdr7TpaLo, account=a9n0DG9OW7xl, expiration=gkHL4_eOKc1e))
bitshares/uptick
uptick/markets.py
openorders
def openorders(ctx, account): """ List open orders of an account """ account = Account( account or config["default_account"], bitshares_instance=ctx.bitshares ) t = [["Price", "Quote", "Base", "ID"]] for o in account.openorders: t.append( [ "{:f} {}/{}".format( o["price"], o["base"]["asset"]["symbol"], o["quote"]["asset"]["symbol"], ), str(o["quote"]), str(o["base"]), o["id"], ] ) print_table(t)
python
def openorders(ctx, account): """ List open orders of an account """ account = Account( account or config["default_account"], bitshares_instance=ctx.bitshares ) t = [["Price", "Quote", "Base", "ID"]] for o in account.openorders: t.append( [ "{:f} {}/{}".format( o["price"], o["base"]["asset"]["symbol"], o["quote"]["asset"]["symbol"], ), str(o["quote"]), str(o["base"]), o["id"], ] ) print_table(t)
[ "def", "openorders", "(", "ctx", ",", "account", ")", ":", "account", "=", "Account", "(", "account", "or", "config", "[", "\"default_account\"", "]", ",", "bitshares_instance", "=", "ctx", ".", "bitshares", ")", "t", "=", "[", "[", "\"Price\"", ",", "\"Quote\"", ",", "\"Base\"", ",", "\"ID\"", "]", "]", "for", "o", "in", "account", ".", "openorders", ":", "t", ".", "append", "(", "[", "\"{:f} {}/{}\"", ".", "format", "(", "o", "[", "\"price\"", "]", ",", "o", "[", "\"base\"", "]", "[", "\"asset\"", "]", "[", "\"symbol\"", "]", ",", "o", "[", "\"quote\"", "]", "[", "\"asset\"", "]", "[", "\"symbol\"", "]", ",", ")", ",", "str", "(", "o", "[", "\"quote\"", "]", ")", ",", "str", "(", "o", "[", "\"base\"", "]", ")", ",", "o", "[", "\"id\"", "]", ",", "]", ")", "print_table", "(", "t", ")" ]
List open orders of an account
[ "List", "open", "orders", "of", "an", "account" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L196-L216
train
List open orders of an account
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(2119 - 2071) + chr(111) + chr(52) + chr(0b11111 + 0o30), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110010) + '\061' + chr(0b110101), 5722 - 5714), nzTpIcepk0o8(chr(0b10110 + 0o32) + chr(111) + chr(1595 - 1545) + '\063' + chr(0b101 + 0o57), 0b1000), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(111) + '\x32' + '\x34' + chr(0b101100 + 0o4), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(53) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + chr(9638 - 9527) + chr(0b101 + 0o54) + chr(0b101010 + 0o6) + chr(0b11 + 0o62), 56218 - 56210), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110001) + '\061' + '\x32', 49846 - 49838), nzTpIcepk0o8(chr(88 - 40) + '\x6f' + chr(55) + '\x36', 0b1000), nzTpIcepk0o8(chr(0b11 + 0o55) + chr(0b100011 + 0o114) + chr(1941 - 1892) + chr(0b110011) + chr(371 - 321), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(51) + chr(0b110010) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(1024 - 913) + '\062' + chr(0b1111 + 0o47), ord("\x08")), nzTpIcepk0o8(chr(0b1100 + 0o44) + chr(8953 - 8842) + '\x32' + '\060' + chr(1681 - 1632), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(2598 - 2546) + chr(0b110000), 42006 - 41998), nzTpIcepk0o8(chr(48) + chr(111) + chr(51) + '\062' + chr(49), 58577 - 58569), nzTpIcepk0o8(chr(0b100000 + 0o20) + chr(0b111001 + 0o66) + chr(0b111 + 0o53) + chr(2742 - 2687) + chr(0b110010), 50255 - 50247), nzTpIcepk0o8(chr(2132 - 2084) + chr(0b1101111) + chr(0b10011 + 0o37) + chr(54) + '\063', 25911 - 25903), nzTpIcepk0o8('\060' + chr(0b1101110 + 0o1) + chr(50) + chr(0b10111 + 0o35) + '\060', 8), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b1011 + 0o47) + '\067' + '\065', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x35' + '\x32', 0b1000), nzTpIcepk0o8(chr(48) + chr(8622 - 8511) + '\x32' + chr(0b0 + 0o66) + chr(0b10000 + 0o47), 24320 - 24312), nzTpIcepk0o8(chr(0b101010 + 0o6) + '\x6f' + chr(0b110001) + chr(480 - 426) + '\063', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(51) + chr(0b101 + 0o62) + chr(2902 - 2847), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(1684 - 1634) + '\x32' + chr(0b110000), 52424 - 52416), nzTpIcepk0o8(chr(0b11111 + 0o21) + '\x6f' + chr(1972 - 1923) + '\x31' + chr(0b1011 + 0o45), 58596 - 58588), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110010) + '\062' + '\062', 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(1266 - 1216) + '\x33', 0b1000), nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(10768 - 10657) + chr(0b11000 + 0o32) + '\x36' + chr(0b100111 + 0o20), 8), nzTpIcepk0o8(chr(110 - 62) + chr(0b1101111) + chr(51) + chr(49) + chr(0b1001 + 0o50), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + '\x31' + '\061' + chr(51), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b11111 + 0o24) + '\x33' + '\064', 0b1000), nzTpIcepk0o8(chr(937 - 889) + chr(0b1101111) + chr(50) + chr(0b110100) + '\064', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1010 + 0o145) + '\061' + '\063' + chr(52), 10469 - 10461), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x36' + '\x35', 29104 - 29096), nzTpIcepk0o8('\x30' + chr(0b11100 + 0o123) + chr(0b100 + 0o61) + '\x36', 43387 - 43379), nzTpIcepk0o8(chr(0b11 + 0o55) + '\157' + '\x33' + chr(0b11001 + 0o30), 21419 - 21411), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b0 + 0o157) + '\x36' + '\x37', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x32' + chr(0b10001 + 0o41) + '\062', 8), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b10111 + 0o33) + '\x37' + '\x30', ord("\x08")), nzTpIcepk0o8(chr(1823 - 1775) + chr(0b1101111) + '\065' + '\x36', 8), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(0b1101111) + chr(716 - 661) + chr(896 - 848), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + '\157' + '\065' + '\x30', 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\t'), '\x64' + chr(0b1100101) + chr(99) + chr(0b100001 + 0o116) + chr(0b1001110 + 0o26) + '\145')(chr(117) + chr(1726 - 1610) + chr(0b1100110) + '\055' + chr(0b11111 + 0o31)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def jqY5PXbEGGw3(PVjcU1K_3aBJ, a9n0DG9OW7xl): a9n0DG9OW7xl = mbwDwh_fTVZZ(a9n0DG9OW7xl or kgkKUcD36lls[roI3spqORKae(ES5oEprVxulp(b'C\xe8\xfa\xc1Y)>a;\xb3u\xeeU\xbf\xce'), '\x64' + chr(0b1000000 + 0o45) + chr(99) + '\x6f' + '\x64' + '\145')('\x75' + '\164' + chr(0b110011 + 0o63) + '\055' + '\x38')], bitshares_instance=PVjcU1K_3aBJ.bitshares) h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'w\xff\xf5\xc3I'), chr(318 - 218) + chr(105 - 4) + chr(0b1100011) + chr(8413 - 8302) + chr(100) + chr(0b1100101))('\165' + '\x74' + chr(2093 - 1991) + '\055' + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'v\xf8\xf3\xd4I'), '\144' + chr(0b1100101) + chr(99) + chr(4454 - 4343) + chr(0b101000 + 0o74) + chr(101))(chr(2875 - 2758) + chr(116) + chr(0b110010 + 0o64) + '\055' + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'e\xec\xef\xc5'), chr(0b1000111 + 0o35) + '\145' + chr(0b1100011) + '\157' + chr(100) + chr(0b100000 + 0o105))('\x75' + chr(116) + '\x66' + '\x2d' + chr(1741 - 1685)), roI3spqORKae(ES5oEprVxulp(b'n\xc9'), chr(100) + chr(101) + chr(99) + chr(0b1000000 + 0o57) + '\144' + chr(0b1100101))('\x75' + chr(0b1110100) + chr(400 - 298) + '\x2d' + chr(56))]] for WgZUEOuIyTUO in roI3spqORKae(a9n0DG9OW7xl, roI3spqORKae(ES5oEprVxulp(b'H\xfd\xf9\xceC7.[(\xa3'), chr(0b1100100) + '\145' + chr(0b1010000 + 0o23) + chr(0b110101 + 0o72) + '\x64' + chr(0b1100101))(chr(0b100000 + 0o125) + '\x74' + chr(4396 - 4294) + chr(647 - 602) + '\070')): roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'o\xd9\xcf\x94T"\rQ0\xbfC\xb4'), chr(0b1100100) + '\145' + chr(99) + '\x6f' + '\144' + '\x65')(chr(0b1110101) + '\x74' + chr(3651 - 3549) + '\055' + '\070'))([roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\\\xb7\xfa\xdd\x0c>7\x11!\xad'), chr(0b1100100) + '\x65' + chr(99) + '\157' + chr(0b1001011 + 0o31) + chr(0b110011 + 0o62))('\165' + chr(0b1110100) + chr(102) + chr(0b1110 + 0o37) + '\070'), roI3spqORKae(ES5oEprVxulp(b'V\xbe\xaf\xebkv,Q\x0b\x8fU\xcb'), chr(0b1100100) + chr(0b1011 + 0o132) + chr(99) + '\x6f' + chr(2785 - 2685) + '\145')(chr(0b1110101) + '\x74' + chr(0b1100110) + '\x2d' + chr(56)))(WgZUEOuIyTUO[roI3spqORKae(ES5oEprVxulp(b'W\xff\xf5\xc3I'), chr(8433 - 8333) + chr(101) + '\143' + chr(1461 - 1350) + '\144' + '\145')(chr(0b1110101) + '\x74' + chr(0b1000011 + 0o43) + '\x2d' + chr(1593 - 1537))], WgZUEOuIyTUO[roI3spqORKae(ES5oEprVxulp(b'E\xec\xef\xc5'), chr(0b1001010 + 0o32) + '\145' + chr(99) + chr(0b1101 + 0o142) + chr(100) + '\x65')(chr(0b100101 + 0o120) + chr(0b1101001 + 0o13) + chr(102) + chr(0b11100 + 0o21) + '\x38')][roI3spqORKae(ES5oEprVxulp(b'F\xfe\xef\xc5X'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(0b1010100 + 0o33) + chr(0b1100100) + chr(101))(chr(0b1110101) + chr(0b1100101 + 0o17) + chr(102) + chr(45) + chr(2039 - 1983))][roI3spqORKae(ES5oEprVxulp(b'T\xf4\xf1\xc2C)'), '\x64' + chr(101) + '\x63' + '\x6f' + chr(100) + '\x65')('\x75' + chr(116) + chr(102) + chr(0b101101) + chr(0b1111 + 0o51))], WgZUEOuIyTUO[roI3spqORKae(ES5oEprVxulp(b'V\xf8\xf3\xd4I'), chr(0b1100100) + chr(0b1100101) + chr(2562 - 2463) + chr(0b1101111) + chr(0b100000 + 0o104) + chr(4900 - 4799))(chr(0b1110101) + chr(0b1110100) + chr(102) + chr(0b100111 + 0o6) + chr(0b101001 + 0o17))][roI3spqORKae(ES5oEprVxulp(b'F\xfe\xef\xc5X'), '\144' + '\145' + '\x63' + '\x6f' + chr(0b111011 + 0o51) + chr(0b1010 + 0o133))(chr(117) + chr(0b1001000 + 0o54) + chr(5191 - 5089) + chr(0b101000 + 0o5) + chr(1902 - 1846))][roI3spqORKae(ES5oEprVxulp(b'T\xf4\xf1\xc2C)'), chr(0b11010 + 0o112) + chr(0b111101 + 0o50) + chr(4138 - 4039) + chr(2925 - 2814) + chr(0b1100100) + '\x65')(chr(0b10011 + 0o142) + '\x74' + chr(7624 - 7522) + chr(0b110 + 0o47) + '\x38')]), N9zlRy29S1SS(WgZUEOuIyTUO[roI3spqORKae(ES5oEprVxulp(b'V\xf8\xf3\xd4I'), chr(2796 - 2696) + '\145' + chr(0b1100011) + chr(0b1101111) + '\144' + chr(2817 - 2716))(chr(0b1110101) + chr(0b111110 + 0o66) + chr(102) + '\055' + chr(0b111000))]), N9zlRy29S1SS(WgZUEOuIyTUO[roI3spqORKae(ES5oEprVxulp(b'E\xec\xef\xc5'), '\x64' + chr(0b101100 + 0o71) + chr(5257 - 5158) + chr(0b1101111) + chr(4691 - 4591) + '\x65')(chr(0b1110101) + '\x74' + chr(0b1100110) + '\055' + '\070')]), WgZUEOuIyTUO[roI3spqORKae(ES5oEprVxulp(b'N\xe9'), chr(100) + chr(0b1100101) + chr(4491 - 4392) + '\x6f' + '\x64' + '\x65')(chr(0b11111 + 0o126) + chr(116) + chr(102) + chr(0b101101) + chr(98 - 42))]]) Kmv7LB1XrgEv(h3Vc_4wxEbgd)
bitshares/uptick
uptick/markets.py
cancelall
def cancelall(ctx, market, account): """ Cancel all orders of an account in a market """ market = Market(market) ctx.bitshares.bundle = True market.cancel([x["id"] for x in market.accountopenorders(account)], account=account) print_tx(ctx.bitshares.txbuffer.broadcast())
python
def cancelall(ctx, market, account): """ Cancel all orders of an account in a market """ market = Market(market) ctx.bitshares.bundle = True market.cancel([x["id"] for x in market.accountopenorders(account)], account=account) print_tx(ctx.bitshares.txbuffer.broadcast())
[ "def", "cancelall", "(", "ctx", ",", "market", ",", "account", ")", ":", "market", "=", "Market", "(", "market", ")", "ctx", ".", "bitshares", ".", "bundle", "=", "True", "market", ".", "cancel", "(", "[", "x", "[", "\"id\"", "]", "for", "x", "in", "market", ".", "accountopenorders", "(", "account", ")", "]", ",", "account", "=", "account", ")", "print_tx", "(", "ctx", ".", "bitshares", ".", "txbuffer", ".", "broadcast", "(", ")", ")" ]
Cancel all orders of an account in a market
[ "Cancel", "all", "orders", "of", "an", "account", "in", "a", "market" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L225-L231
train
Cancel all open orders of an account in a market
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + chr(0b11010 + 0o125) + chr(0b1100 + 0o47) + '\065' + '\064', 0o10), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(4772 - 4661) + chr(0b100010 + 0o17) + '\x32' + '\062', 0o10), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(0b1101111) + chr(0b1 + 0o61) + chr(0b110 + 0o53), 39777 - 39769), nzTpIcepk0o8('\x30' + chr(2986 - 2875) + chr(297 - 248) + chr(259 - 209) + chr(55), ord("\x08")), nzTpIcepk0o8(chr(0b1010 + 0o46) + '\x6f' + chr(0b110011) + '\x31' + chr(55), 0o10), nzTpIcepk0o8(chr(0b11110 + 0o22) + chr(1995 - 1884) + chr(0b11010 + 0o30) + '\x32' + chr(0b110111), 46346 - 46338), nzTpIcepk0o8(chr(182 - 134) + chr(9162 - 9051) + '\x31' + chr(0b11100 + 0o31) + chr(54), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\060', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b11110 + 0o121) + chr(0b101001 + 0o10) + '\065' + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(0b1101111) + '\065' + chr(0b110101), 0o10), nzTpIcepk0o8(chr(666 - 618) + chr(0b1101111) + chr(52) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1833 - 1779) + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(1172 - 1124) + '\x6f' + '\061' + '\x34' + chr(1091 - 1041), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(0b100 + 0o60) + chr(55), 59494 - 59486), nzTpIcepk0o8('\060' + chr(6626 - 6515) + chr(55) + '\x33', 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b1010 + 0o50) + chr(52), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x37' + chr(380 - 331), ord("\x08")), nzTpIcepk0o8(chr(2279 - 2231) + chr(0b1010110 + 0o31) + chr(0b110001) + '\x30' + '\065', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + chr(1912 - 1858) + chr(2154 - 2101), 11095 - 11087), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110001) + chr(1387 - 1339) + chr(0b110011), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(49) + '\x31' + chr(0b110010), 16691 - 16683), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110010) + chr(0b11010 + 0o27) + '\060', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(0b110101) + chr(49), 0o10), nzTpIcepk0o8(chr(1181 - 1133) + chr(111) + chr(1137 - 1088) + chr(0b11 + 0o60) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + '\063' + chr(0b11 + 0o60) + '\x31', 55921 - 55913), nzTpIcepk0o8(chr(429 - 381) + '\157' + chr(49) + '\060' + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101101 + 0o2) + chr(0b11101 + 0o24) + chr(0b100010 + 0o25) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(7711 - 7600) + chr(2152 - 2103) + '\x37' + '\067', ord("\x08")), nzTpIcepk0o8(chr(94 - 46) + '\x6f' + chr(0b110010) + chr(0b110100) + chr(52), 58578 - 58570), nzTpIcepk0o8(chr(1217 - 1169) + '\x6f' + chr(49) + '\x36' + chr(1209 - 1160), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1111 + 0o140) + '\061' + chr(1073 - 1025) + '\060', 5097 - 5089), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + '\066' + chr(0b11100 + 0o30), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(2251 - 2140) + chr(0b100100 + 0o17) + chr(1831 - 1779) + chr(692 - 642), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110010) + '\x33' + chr(2236 - 2183), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b111 + 0o150) + '\061' + chr(0b11 + 0o57) + '\x35', 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b110010) + chr(0b110010) + '\x30', 11709 - 11701), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(0b1010110 + 0o31) + '\x31' + '\x32' + chr(1760 - 1712), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(2280 - 2228) + '\060', 0o10), nzTpIcepk0o8(chr(0b1111 + 0o41) + '\157' + '\061' + '\063' + chr(0b11001 + 0o32), 0b1000), nzTpIcepk0o8(chr(1538 - 1490) + chr(111) + chr(1748 - 1699) + '\064', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110101) + chr(1613 - 1565), 62371 - 62363)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xc2'), chr(0b101111 + 0o65) + '\145' + chr(0b1100011) + '\157' + chr(0b1100100) + chr(101))('\165' + '\x74' + chr(102) + chr(0b11110 + 0o17) + '\070') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def IbJhSbfKgGmj(PVjcU1K_3aBJ, PSkANKapepE9, a9n0DG9OW7xl): PSkANKapepE9 = X8zh1xULVJeO(PSkANKapepE9) PVjcU1K_3aBJ.bitshares.JumFpsCRkzt4 = nzTpIcepk0o8(chr(1987 - 1939) + chr(0b1011100 + 0o23) + chr(1796 - 1747), 0o10) roI3spqORKae(PSkANKapepE9, roI3spqORKae(ES5oEprVxulp(b'\x8f3\x7f4\xaa\xfb'), chr(0b1001111 + 0o25) + '\145' + '\x63' + chr(0b1101111) + chr(0b1100100) + chr(101))(chr(13149 - 13032) + chr(8318 - 8202) + '\x66' + '\055' + chr(112 - 56)))([bI5jsQ9OkQtj[roI3spqORKae(ES5oEprVxulp(b'\x856'), chr(8064 - 7964) + chr(0b1011 + 0o132) + chr(99) + '\x6f' + chr(0b1100100) + '\145')('\x75' + '\x74' + '\146' + '\x2d' + chr(0b101010 + 0o16))] for bI5jsQ9OkQtj in roI3spqORKae(PSkANKapepE9, roI3spqORKae(ES5oEprVxulp(b'\x8d1r8\xba\xf9\x1ao\x1fHMZ\x10C^fJ'), chr(0b1100100) + chr(101) + chr(4351 - 4252) + chr(111) + chr(100) + '\x65')('\165' + chr(116) + chr(0b1100110) + chr(0b101101) + '\070'))(a9n0DG9OW7xl)], account=a9n0DG9OW7xl) v9PhCwnaJ7Fx(roI3spqORKae(PVjcU1K_3aBJ.bitshares.txbuffer, roI3spqORKae(ES5oEprVxulp(b'\x8e ~6\xab\xf4\x0fs\x1b'), chr(100) + chr(0b1 + 0o144) + chr(99) + '\x6f' + '\x64' + chr(0b1011110 + 0o7))(chr(117) + '\x74' + chr(4399 - 4297) + chr(45) + '\x38'))())
bitshares/uptick
uptick/markets.py
spread
def spread(ctx, market, side, min, max, num, total, order_expiration, account): """ Place multiple orders \b :param str market: Market pair quote:base (e.g. USD:BTS) :param str side: ``buy`` or ``sell`` quote :param float min: minimum price to place order at :param float max: maximum price to place order at :param int num: Number of orders to place :param float total: Total amount of quote to use for all orders :param int order_expiration: Number of seconds until the order expires from the books """ from tqdm import tqdm from numpy import linspace market = Market(market) ctx.bitshares.bundle = True if min < max: space = linspace(min, max, num) else: space = linspace(max, min, num) func = getattr(market, side) for p in tqdm(space): func(p, total / float(num), account=account, expiration=order_expiration) print_tx(ctx.bitshares.txbuffer.broadcast())
python
def spread(ctx, market, side, min, max, num, total, order_expiration, account): """ Place multiple orders \b :param str market: Market pair quote:base (e.g. USD:BTS) :param str side: ``buy`` or ``sell`` quote :param float min: minimum price to place order at :param float max: maximum price to place order at :param int num: Number of orders to place :param float total: Total amount of quote to use for all orders :param int order_expiration: Number of seconds until the order expires from the books """ from tqdm import tqdm from numpy import linspace market = Market(market) ctx.bitshares.bundle = True if min < max: space = linspace(min, max, num) else: space = linspace(max, min, num) func = getattr(market, side) for p in tqdm(space): func(p, total / float(num), account=account, expiration=order_expiration) print_tx(ctx.bitshares.txbuffer.broadcast())
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Place multiple orders \b :param str market: Market pair quote:base (e.g. USD:BTS) :param str side: ``buy`` or ``sell`` quote :param float min: minimum price to place order at :param float max: maximum price to place order at :param int num: Number of orders to place :param float total: Total amount of quote to use for all orders :param int order_expiration: Number of seconds until the order expires from the books
[ "Place", "multiple", "orders" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L246-L273
train
Place multiple orders at a given time period
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105), 25210 - 25202), nzTpIcepk0o8(chr(503 - 455) + '\x6f' + '\x32' + chr(0b110001) + '\064', 26708 - 26700), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(0b1101111) + '\061' + chr(55) + chr(1734 - 1683), 0b1000), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\157' + chr(1383 - 1334) + chr(0b110001) + '\067', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b10101 + 0o34) + '\062' + '\066', 0o10), nzTpIcepk0o8(chr(323 - 275) + chr(0b101100 + 0o103) + chr(384 - 334) + '\x30' + chr(0b110101), 38417 - 38409), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + chr(0b110010) + '\x31', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x33' + chr(54) + '\063', ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(0b100110 + 0o15) + chr(0b110111) + '\x31', ord("\x08")), nzTpIcepk0o8(chr(2039 - 1991) + chr(5152 - 5041) + chr(53) + chr(989 - 941), 28645 - 28637), nzTpIcepk0o8(chr(2027 - 1979) + chr(0b1010110 + 0o31) + '\061' + '\062' + '\x30', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b10000 + 0o137) + '\061' + chr(906 - 856), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + '\063' + '\x36' + '\x33', 8), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110011) + '\065' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(11048 - 10937) + '\061' + chr(0b110000), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(1495 - 1441) + '\x33', 0b1000), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(0b11000 + 0o127) + chr(2384 - 2334) + chr(0b101010 + 0o7) + chr(50), 7917 - 7909), nzTpIcepk0o8(chr(2259 - 2211) + chr(11278 - 11167) + chr(0b11001 + 0o32) + chr(0b110110) + chr(0b100101 + 0o16), 8), nzTpIcepk0o8(chr(460 - 412) + '\x6f' + '\x35' + chr(1641 - 1590), 0o10), nzTpIcepk0o8(chr(2007 - 1959) + chr(0b1101111) + chr(51) + '\067' + chr(53), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(50) + '\065', 59367 - 59359), nzTpIcepk0o8(chr(1515 - 1467) + chr(0b1101111) + '\x32' + chr(644 - 595) + chr(2496 - 2444), 8), nzTpIcepk0o8('\x30' + '\x6f' + '\x31' + '\064' + '\061', 38254 - 38246), nzTpIcepk0o8('\060' + '\157' + '\x31' + chr(0b110001) + '\065', 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(200 - 150) + '\x32' + '\063', 17519 - 17511), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b101100 + 0o5) + chr(631 - 580) + '\x37', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b110110) + chr(0b110110), 1309 - 1301), nzTpIcepk0o8('\x30' + '\x6f' + chr(458 - 408) + chr(50) + chr(0b110111), 6265 - 6257), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + chr(0b1000 + 0o50) + '\066', ord("\x08")), nzTpIcepk0o8(chr(348 - 300) + '\157' + chr(2925 - 2870) + '\x35', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1010111 + 0o30) + chr(0b110001) + chr(0b110010 + 0o1) + '\061', ord("\x08")), nzTpIcepk0o8(chr(0b10110 + 0o32) + '\157' + chr(0b110010) + chr(2039 - 1985) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(532 - 483) + chr(53) + chr(54), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + chr(1533 - 1485) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b10100 + 0o37) + '\x32' + chr(48), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b110010 + 0o0) + '\x32' + chr(1966 - 1915), 8), nzTpIcepk0o8('\x30' + '\157' + chr(0b100001 + 0o20) + '\062' + chr(0b110000), 8), nzTpIcepk0o8(chr(48) + chr(9813 - 9702) + chr(1018 - 968) + '\x33' + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x32' + '\060' + chr(1706 - 1654), 5026 - 5018)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(1004 - 956) + chr(0b1101111) + '\x35' + '\x30', 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x86'), '\144' + chr(6926 - 6825) + '\x63' + chr(0b1101111) + chr(100) + '\x65')(chr(117) + chr(0b1110100) + '\x66' + '\055' + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def TpN965fIzsOo(PVjcU1K_3aBJ, PSkANKapepE9, Axu4Hrxgd1rn, XURpmPuEWCNF, KV9ckIhroIia, o0eINMlvUImY, w0KcdUxJBfX0, gkHL4_eOKc1e, a9n0DG9OW7xl): (YoNhxfzVyZ0M,) = (roI3spqORKae(rFFUeiYWzOhx(roI3spqORKae(ES5oEprVxulp(b'\xdcU\xe8\x16'), '\x64' + '\x65' + chr(99) + chr(6468 - 6357) + chr(0b1100100) + chr(0b1001000 + 0o35))('\x75' + chr(0b1011 + 0o151) + '\146' + chr(1620 - 1575) + chr(737 - 681)), roI3spqORKae(ES5oEprVxulp(b'\xdcU\xe8\x16'), chr(100) + '\145' + chr(0b1100011) + '\157' + chr(0b111111 + 0o45) + '\x65')(chr(0b1110101) + '\x74' + chr(102) + '\x2d' + chr(1811 - 1755))), roI3spqORKae(ES5oEprVxulp(b'\xdcU\xe8\x16'), '\144' + '\x65' + '\x63' + '\x6f' + chr(0b1010000 + 0o24) + '\x65')('\165' + chr(116) + chr(0b1000111 + 0o37) + '\x2d' + chr(2506 - 2450))),) (G2CdtdchVPQE,) = (roI3spqORKae(rFFUeiYWzOhx(roI3spqORKae(ES5oEprVxulp(b'\xc6Q\xe1\x0b6'), chr(0b1010000 + 0o24) + '\x65' + chr(99) + chr(0b101101 + 0o102) + '\x64' + chr(622 - 521))(chr(0b1110101) + chr(116) + chr(0b1100110) + chr(45) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\xc4M\xe2\x08?7\xe6\xf4'), '\x64' + '\145' + chr(3484 - 3385) + chr(7089 - 6978) + chr(0b1000100 + 0o40) + '\x65')(chr(0b1110101) + '\164' + '\x66' + '\055' + '\070')), roI3spqORKae(ES5oEprVxulp(b'\xc4M\xe2\x08?7\xe6\xf4'), '\144' + chr(101) + chr(0b101111 + 0o64) + chr(111) + chr(0b1100100) + chr(0b10 + 0o143))('\x75' + chr(116) + chr(102) + chr(45) + chr(56))),) PSkANKapepE9 = X8zh1xULVJeO(PSkANKapepE9) PVjcU1K_3aBJ.bitshares.JumFpsCRkzt4 = nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(12297 - 12186) + chr(0b110001), 59557 - 59549) if XURpmPuEWCNF < KV9ckIhroIia: h8wRYpbCd0fO = G2CdtdchVPQE(XURpmPuEWCNF, KV9ckIhroIia, o0eINMlvUImY) else: h8wRYpbCd0fO = G2CdtdchVPQE(KV9ckIhroIia, XURpmPuEWCNF, o0eINMlvUImY) h0klhChk4Vv6 = roI3spqORKae(PSkANKapepE9, Axu4Hrxgd1rn) for fSdw5wwLo9MO in YoNhxfzVyZ0M(h8wRYpbCd0fO): h0klhChk4Vv6(fSdw5wwLo9MO, w0KcdUxJBfX0 / jLW6pRf2DSRk(o0eINMlvUImY), account=a9n0DG9OW7xl, expiration=gkHL4_eOKc1e) v9PhCwnaJ7Fx(roI3spqORKae(PVjcU1K_3aBJ.bitshares.txbuffer, roI3spqORKae(ES5oEprVxulp(b'\xcaV\xe3\x1a+5\xe4\xe2\x87'), chr(4898 - 4798) + chr(0b110011 + 0o62) + chr(0b1100011) + chr(111) + chr(100) + chr(101))('\165' + '\164' + '\146' + '\x2d' + chr(2952 - 2896)))())
bitshares/uptick
uptick/markets.py
borrow
def borrow(ctx, amount, symbol, ratio, account): """ Borrow a bitasset/market-pegged asset """ from bitshares.dex import Dex dex = Dex(bitshares_instance=ctx.bitshares) print_tx( dex.borrow(Amount(amount, symbol), collateral_ratio=ratio, account=account) )
python
def borrow(ctx, amount, symbol, ratio, account): """ Borrow a bitasset/market-pegged asset """ from bitshares.dex import Dex dex = Dex(bitshares_instance=ctx.bitshares) print_tx( dex.borrow(Amount(amount, symbol), collateral_ratio=ratio, account=account) )
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Borrow a bitasset/market-pegged asset
[ "Borrow", "a", "bitasset", "/", "market", "-", "pegged", "asset" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L289-L297
train
Borrow a bitasset
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + '\x6f' + '\x31' + chr(49) + chr(0b110010), ord("\x08")), nzTpIcepk0o8('\060' + chr(9601 - 9490) + chr(1500 - 1451) + chr(0b0 + 0o62) + chr(700 - 648), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110010) + '\060' + chr(54), 0b1000), nzTpIcepk0o8('\060' + chr(12206 - 12095) + '\066' + chr(0b101011 + 0o7), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\x31' + '\x30' + chr(50), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110011) + chr(52) + chr(55), 0o10), nzTpIcepk0o8(chr(0b10101 + 0o33) + '\157' + chr(51) + '\066', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1011100 + 0o23) + chr(0b110001 + 0o2) + chr(2308 - 2256) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(2040 - 1991) + '\x36' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(0b1000000 + 0o57) + chr(50) + '\x37' + '\x30', 10753 - 10745), nzTpIcepk0o8(chr(0b11 + 0o55) + '\157' + '\061' + chr(0b110110) + chr(52), 0o10), nzTpIcepk0o8('\x30' + chr(111) + '\061' + chr(48) + chr(0b110011), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\061' + chr(53) + chr(0b110110), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + chr(0b110111) + chr(0b110011), 0b1000), nzTpIcepk0o8('\060' + chr(0b1011 + 0o144) + '\061' + '\x35', 0b1000), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(11831 - 11720) + '\x35' + chr(0b101101 + 0o11), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b110010) + chr(2381 - 2328) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b111 + 0o57) + chr(48), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b100100 + 0o15) + '\062' + '\x33', 27758 - 27750), nzTpIcepk0o8('\x30' + chr(0b1000 + 0o147) + chr(1125 - 1073) + chr(0b110000), 36360 - 36352), nzTpIcepk0o8(chr(75 - 27) + chr(0b11111 + 0o120) + chr(0b110010) + '\x30' + chr(0b10 + 0o57), 24888 - 24880), nzTpIcepk0o8(chr(48) + '\x6f' + '\x31' + chr(2451 - 2401) + chr(50), 0o10), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(0b101000 + 0o107) + chr(50) + '\x33' + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b11011 + 0o30) + '\x30' + chr(2289 - 2239), 39012 - 39004), nzTpIcepk0o8('\060' + chr(0b101101 + 0o102) + '\061' + chr(0b110 + 0o52) + chr(0b110000), 27235 - 27227), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\063' + '\x33' + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(111) + chr(790 - 740) + chr(0b1111 + 0o47) + chr(0b110101), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b10000 + 0o43) + chr(892 - 840) + '\x33', 26611 - 26603), nzTpIcepk0o8('\x30' + chr(111) + chr(55) + chr(0b110110), 0o10), nzTpIcepk0o8(chr(48) + chr(7836 - 7725) + '\062' + chr(0b100010 + 0o23), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + chr(584 - 535) + chr(53) + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(1595 - 1484) + '\x32' + chr(560 - 509) + chr(1586 - 1537), 40724 - 40716), nzTpIcepk0o8(chr(48) + chr(111) + '\x31' + '\x30' + chr(0b11110 + 0o30), 48750 - 48742), nzTpIcepk0o8('\060' + chr(7681 - 7570) + chr(0b110011) + '\x32' + '\065', 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(50) + chr(246 - 193) + '\x34', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + '\060' + '\060', 57082 - 57074), nzTpIcepk0o8(chr(66 - 18) + chr(111) + chr(0b110001) + chr(2167 - 2116) + chr(107 - 53), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1000100 + 0o53) + '\061' + chr(0b110110) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(826 - 778) + '\157' + chr(0b110010) + chr(54) + '\x31', 630 - 622), nzTpIcepk0o8(chr(1174 - 1126) + '\x6f' + chr(0b110011) + '\063' + '\x37', ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + '\157' + chr(837 - 784) + '\060', ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'd'), chr(0b1000101 + 0o37) + chr(101) + '\143' + chr(0b100 + 0o153) + '\x64' + '\145')(chr(12665 - 12548) + '\x74' + '\x66' + chr(589 - 544) + chr(414 - 358)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def RyEbxBsRYyhM(PVjcU1K_3aBJ, WwJhdr7TpaLo, hQqiJQuqI0BH, Lvpnycks9bvh, a9n0DG9OW7xl): (nwQULuIAyDUH,) = (roI3spqORKae(roI3spqORKae(rFFUeiYWzOhx(roI3spqORKae(ES5oEprVxulp(b'(=\xf2A*\x86l\x81\x00\x96\x10&\x16'), chr(100) + '\x65' + chr(0b1111 + 0o124) + chr(0b1101111) + '\x64' + chr(6257 - 6156))(chr(9076 - 8959) + '\x74' + chr(0b101101 + 0o71) + chr(0b101101) + chr(0b11111 + 0o31)), roI3spqORKae(ES5oEprVxulp(b'\x0e1\xfe'), chr(0b111010 + 0o52) + chr(4283 - 4182) + chr(487 - 388) + '\157' + chr(0b1011010 + 0o12) + chr(101))(chr(0b10 + 0o163) + chr(4046 - 3930) + chr(0b1100110) + chr(45) + chr(0b1001 + 0o57))), roI3spqORKae(ES5oEprVxulp(b'.1\xfe'), chr(0b1100100) + '\145' + chr(430 - 331) + '\x6f' + '\144' + '\x65')('\165' + '\x74' + chr(1782 - 1680) + chr(0b101101) + '\x38')), roI3spqORKae(ES5oEprVxulp(b'\x0e1\xfe'), chr(0b1100100) + chr(101) + chr(99) + '\x6f' + chr(5177 - 5077) + '\x65')('\x75' + chr(0b1101111 + 0o5) + chr(0b1100110) + '\x2d' + '\x38')),) oY4gcOEYjtTw = nwQULuIAyDUH(bitshares_instance=PVjcU1K_3aBJ.WISsutEPx0E3) v9PhCwnaJ7Fx(roI3spqORKae(oY4gcOEYjtTw, roI3spqORKae(ES5oEprVxulp(b'(;\xf4@-\x90'), chr(9770 - 9670) + chr(0b10 + 0o143) + chr(0b1011011 + 0o10) + chr(111) + chr(0b1010111 + 0o15) + chr(9010 - 8909))('\165' + chr(0b1010100 + 0o40) + '\146' + chr(0b101101) + '\070'))(RE2wMAJOy97d(WwJhdr7TpaLo, hQqiJQuqI0BH), collateral_ratio=Lvpnycks9bvh, account=a9n0DG9OW7xl))
bitshares/uptick
uptick/markets.py
updateratio
def updateratio(ctx, symbol, ratio, account): """ Update the collateral ratio of a call positions """ from bitshares.dex import Dex dex = Dex(bitshares_instance=ctx.bitshares) print_tx(dex.adjust_collateral_ratio(symbol, ratio, account=account))
python
def updateratio(ctx, symbol, ratio, account): """ Update the collateral ratio of a call positions """ from bitshares.dex import Dex dex = Dex(bitshares_instance=ctx.bitshares) print_tx(dex.adjust_collateral_ratio(symbol, ratio, account=account))
[ "def", "updateratio", "(", "ctx", ",", "symbol", ",", "ratio", ",", "account", ")", ":", "from", "bitshares", ".", "dex", "import", "Dex", "dex", "=", "Dex", "(", "bitshares_instance", "=", "ctx", ".", "bitshares", ")", "print_tx", "(", "dex", ".", "adjust_collateral_ratio", "(", "symbol", ",", "ratio", ",", "account", "=", "account", ")", ")" ]
Update the collateral ratio of a call positions
[ "Update", "the", "collateral", "ratio", "of", "a", "call", "positions" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L312-L318
train
Updates the collateral ratio of a call positions
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + chr(111) + chr(2318 - 2265) + '\x36', 0o10), nzTpIcepk0o8(chr(388 - 340) + chr(111) + chr(51) + '\x37' + '\064', 0o10), nzTpIcepk0o8(chr(1764 - 1716) + '\157' + chr(357 - 306) + chr(1771 - 1721) + chr(55), 14807 - 14799), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(111) + '\063' + '\x32' + chr(0b110100), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(0b10010 + 0o37) + chr(2182 - 2127) + chr(2689 - 2635), 0o10), nzTpIcepk0o8(chr(0b100011 + 0o15) + chr(0b1101111) + chr(0b1101 + 0o50) + '\x35', 26816 - 26808), nzTpIcepk0o8(chr(0b10110 + 0o32) + chr(111) + '\062' + chr(261 - 213) + '\x33', ord("\x08")), nzTpIcepk0o8('\060' + chr(11904 - 11793) + '\x31' + '\x35' + chr(0b110000), 0o10), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(0b0 + 0o157) + '\x35', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101110 + 0o1) + '\062' + chr(52) + '\067', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b101011 + 0o104) + chr(50) + chr(0b1 + 0o64) + chr(0b110110), 55569 - 55561), nzTpIcepk0o8(chr(0b110000) + chr(415 - 304) + '\061' + '\061' + '\x37', ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + chr(799 - 744) + '\x33', 30228 - 30220), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(0b1000 + 0o147) + '\063' + chr(0b110001 + 0o3) + chr(0b0 + 0o63), ord("\x08")), nzTpIcepk0o8('\x30' + chr(3065 - 2954) + chr(0b110011) + chr(0b110111) + chr(491 - 443), 0o10), nzTpIcepk0o8(chr(48) + chr(782 - 671) + chr(0b110001) + chr(50) + '\062', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x33' + '\067' + '\x34', 8), nzTpIcepk0o8(chr(48) + '\157' + '\066', 0o10), nzTpIcepk0o8('\060' + chr(2830 - 2719) + '\062' + '\x34' + chr(0b101011 + 0o11), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110010) + chr(552 - 503), ord("\x08")), nzTpIcepk0o8(chr(0b100100 + 0o14) + '\157' + chr(55) + '\065', ord("\x08")), nzTpIcepk0o8(chr(0b1010 + 0o46) + chr(0b1101111) + chr(2001 - 1950) + chr(0b10111 + 0o40) + chr(0b100111 + 0o17), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b11010 + 0o125) + chr(0b110011) + chr(136 - 88) + '\067', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101011 + 0o4) + chr(0b110010) + chr(1320 - 1271) + '\x35', 43274 - 43266), nzTpIcepk0o8('\x30' + chr(1336 - 1225) + '\x31' + chr(49) + chr(55), 8), nzTpIcepk0o8(chr(1630 - 1582) + chr(4565 - 4454) + chr(50) + '\x32' + '\063', 0o10), nzTpIcepk0o8(chr(1629 - 1581) + '\x6f' + chr(0b11010 + 0o34) + '\061', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110001) + chr(139 - 84) + chr(54), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b101010 + 0o105) + '\x33' + '\060' + chr(0b101000 + 0o10), 0o10), nzTpIcepk0o8(chr(1636 - 1588) + chr(111) + '\x37' + chr(0b110010), 0b1000), nzTpIcepk0o8('\060' + chr(2360 - 2249) + '\067' + '\066', 0b1000), nzTpIcepk0o8('\x30' + chr(11240 - 11129) + chr(51) + chr(0b110000) + chr(2505 - 2454), 2877 - 2869), nzTpIcepk0o8('\060' + '\157' + '\063' + chr(0b110010) + '\066', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110001) + chr(0b110111) + '\066', 8), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x31' + chr(1367 - 1315) + '\x37', 4696 - 4688), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(0b1101111) + chr(0b110010) + chr(0b110100) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(2061 - 2013) + chr(0b1101111) + chr(1887 - 1836) + '\x34' + chr(0b11000 + 0o32), ord("\x08")), nzTpIcepk0o8(chr(705 - 657) + chr(111) + '\062' + chr(420 - 366), 9489 - 9481), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(0b1101111) + chr(0b110001) + chr(198 - 147) + chr(52), ord("\x08")), nzTpIcepk0o8('\x30' + '\x6f' + chr(59 - 10) + chr(0b10001 + 0o41) + chr(0b11111 + 0o22), 13409 - 13401)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(111) + chr(0b110101) + '\x30', 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x00'), chr(100) + '\145' + chr(99) + chr(0b1101111) + chr(0b101101 + 0o67) + chr(0b1100101))('\165' + chr(0b110111 + 0o75) + chr(0b11000 + 0o116) + '\055' + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def _AmlR5V07qN4(PVjcU1K_3aBJ, hQqiJQuqI0BH, Lvpnycks9bvh, a9n0DG9OW7xl): (nwQULuIAyDUH,) = (roI3spqORKae(roI3spqORKae(rFFUeiYWzOhx(roI3spqORKae(ES5oEprVxulp(b'L\x95\xa3\xa7\x16L\xf1\rv\x89\xca*C'), '\x64' + chr(0b110110 + 0o57) + chr(99) + '\x6f' + chr(0b101011 + 0o71) + chr(7501 - 7400))(chr(0b1011 + 0o152) + chr(0b1110100) + '\146' + '\x2d' + chr(0b11111 + 0o31)), roI3spqORKae(ES5oEprVxulp(b'j\x99\xaf'), chr(0b1010000 + 0o24) + chr(10149 - 10048) + chr(99) + chr(9535 - 9424) + '\x64' + '\145')(chr(11351 - 11234) + chr(116) + chr(0b1100110) + chr(1140 - 1095) + chr(0b100001 + 0o27))), roI3spqORKae(ES5oEprVxulp(b'J\x99\xaf'), '\144' + chr(0b11101 + 0o110) + '\143' + chr(468 - 357) + '\x64' + '\145')(chr(6050 - 5933) + '\164' + chr(102) + '\x2d' + chr(2785 - 2729))), roI3spqORKae(ES5oEprVxulp(b'j\x99\xaf'), '\144' + '\x65' + '\143' + chr(2532 - 2421) + chr(100) + '\145')(chr(117) + '\x74' + chr(0b1100110) + '\055' + chr(56))),) oY4gcOEYjtTw = nwQULuIAyDUH(bitshares_instance=PVjcU1K_3aBJ.WISsutEPx0E3) v9PhCwnaJ7Fx(roI3spqORKae(oY4gcOEYjtTw, roI3spqORKae(ES5oEprVxulp(b'O\x98\xbd\xa1\rY\xdc\x0bj\xcb\xc2.O\x86\x8a3\x90Y\xd6pI\x97\xa8'), '\144' + chr(3184 - 3083) + chr(8571 - 8472) + '\157' + '\144' + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(2097 - 2041)))(hQqiJQuqI0BH, Lvpnycks9bvh, account=a9n0DG9OW7xl))
bitshares/uptick
uptick/markets.py
fundfeepool
def fundfeepool(ctx, symbol, amount, account): """ Fund the fee pool of an asset """ print_tx(ctx.bitshares.fund_fee_pool(symbol, amount, account=account))
python
def fundfeepool(ctx, symbol, amount, account): """ Fund the fee pool of an asset """ print_tx(ctx.bitshares.fund_fee_pool(symbol, amount, account=account))
[ "def", "fundfeepool", "(", "ctx", ",", "symbol", ",", "amount", ",", "account", ")", ":", "print_tx", "(", "ctx", ".", "bitshares", ".", "fund_fee_pool", "(", "symbol", ",", "amount", ",", "account", "=", "account", ")", ")" ]
Fund the fee pool of an asset
[ "Fund", "the", "fee", "pool", "of", "an", "asset" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L333-L336
train
Fund the fee pool of an asset
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + '\157' + chr(0b10110 + 0o36) + '\x32', 6316 - 6308), nzTpIcepk0o8(chr(1140 - 1092) + '\x6f' + chr(2381 - 2330), 0b1000), nzTpIcepk0o8(chr(552 - 504) + chr(0b110100 + 0o73) + '\063' + chr(0b110000) + chr(0b100100 + 0o16), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\062' + chr(0b101 + 0o62) + '\061', 0o10), nzTpIcepk0o8(chr(2176 - 2128) + '\x6f' + chr(650 - 599) + chr(54), 0o10), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(111) + chr(0b110001) + chr(0b10110 + 0o34) + chr(50), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b10011 + 0o37) + chr(0b101 + 0o55) + '\x35', 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(0b110101) + chr(51), 0b1000), nzTpIcepk0o8(chr(284 - 236) + chr(0b110010 + 0o75) + '\061' + '\x31' + '\065', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\063' + '\060' + chr(354 - 304), 8), nzTpIcepk0o8('\x30' + '\157' + chr(49) + '\x34' + chr(0b1010 + 0o46), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x34' + '\060', ord("\x08")), nzTpIcepk0o8(chr(1264 - 1216) + '\157' + chr(1005 - 955) + chr(48) + chr(0b110110), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(51) + chr(0b110011) + chr(0b11000 + 0o33), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b100100 + 0o15) + chr(529 - 481), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x33' + chr(52), 23573 - 23565), nzTpIcepk0o8('\060' + chr(8012 - 7901) + chr(973 - 922) + chr(52) + chr(0b101100 + 0o6), 0b1000), nzTpIcepk0o8(chr(2261 - 2213) + '\x6f' + chr(0b110010) + chr(2690 - 2636) + chr(53), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x31' + chr(53) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(845 - 797) + chr(2240 - 2129) + '\x31' + chr(1404 - 1356) + chr(2254 - 2204), 38842 - 38834), nzTpIcepk0o8(chr(48) + chr(2644 - 2533) + chr(1963 - 1912) + '\065' + chr(800 - 750), 0o10), nzTpIcepk0o8(chr(914 - 866) + chr(9400 - 9289) + chr(2442 - 2391) + '\065' + '\062', 8), nzTpIcepk0o8(chr(0b101011 + 0o5) + chr(0b1101111) + chr(0b111 + 0o53) + chr(323 - 272) + '\067', 39183 - 39175), nzTpIcepk0o8(chr(0b110000) + '\157' + '\061' + '\061' + '\067', 34395 - 34387), nzTpIcepk0o8(chr(625 - 577) + '\x6f' + chr(51) + chr(0b101010 + 0o6) + chr(0b101100 + 0o4), 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110001) + chr(974 - 919) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(0b1110 + 0o42) + '\157' + chr(1490 - 1441) + '\064' + chr(0b110010), 33347 - 33339), nzTpIcepk0o8(chr(2075 - 2027) + '\x6f' + chr(973 - 924) + chr(54) + '\067', 10297 - 10289), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110001) + chr(0b110010) + '\x34', 0o10), nzTpIcepk0o8(chr(0b10011 + 0o35) + chr(0b100000 + 0o117) + chr(51) + '\x35' + chr(0b1111 + 0o50), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + '\x33' + '\061' + chr(0b101110 + 0o11), 8184 - 8176), nzTpIcepk0o8('\x30' + '\x6f' + '\065' + chr(2560 - 2506), 63238 - 63230), nzTpIcepk0o8(chr(111 - 63) + chr(7357 - 7246) + '\x37' + chr(49), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(2127 - 2076) + '\x31' + chr(719 - 666), 35122 - 35114), nzTpIcepk0o8(chr(0b110000) + chr(0b100100 + 0o113) + chr(0b110001) + chr(0b101111 + 0o7) + chr(48), 35744 - 35736), nzTpIcepk0o8(chr(743 - 695) + '\x6f' + chr(50) + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(8077 - 7966) + chr(49) + chr(55) + '\x36', 36777 - 36769), nzTpIcepk0o8(chr(149 - 101) + '\x6f' + chr(1840 - 1791) + chr(0b10100 + 0o37) + '\065', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1441 - 1391) + chr(0b110100) + '\064', 0o10), nzTpIcepk0o8('\060' + '\157' + chr(0b110001) + chr(0b110010) + chr(0b110111), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(111) + chr(0b1000 + 0o55) + chr(48), 59639 - 59631)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x0c'), chr(0b1100100) + chr(101) + chr(99) + chr(6353 - 6242) + chr(100) + chr(0b1100101))('\165' + '\164' + chr(102) + chr(0b101101) + chr(0b11011 + 0o35)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Pb7f6Hb7jeL6(PVjcU1K_3aBJ, hQqiJQuqI0BH, WwJhdr7TpaLo, a9n0DG9OW7xl): v9PhCwnaJ7Fx(roI3spqORKae(PVjcU1K_3aBJ.bitshares, roI3spqORKae(ES5oEprVxulp(b'Dv\xac\xddA4\xf0N\x12\xb2\x0fO\xea'), chr(0b1100100) + '\145' + chr(7877 - 7778) + chr(111) + '\144' + chr(101))(chr(0b1001001 + 0o54) + chr(0b1110100) + chr(0b1011011 + 0o13) + chr(45) + chr(1188 - 1132)))(hQqiJQuqI0BH, WwJhdr7TpaLo, account=a9n0DG9OW7xl))
bitshares/uptick
uptick/markets.py
bidcollateral
def bidcollateral( ctx, collateral_symbol, collateral_amount, debt_symbol, debt_amount, account ): """ Bid for collateral in the settlement fund """ print_tx( ctx.bitshares.bid_collateral( Amount(collateral_amount, collateral_symbol), Amount(debt_amount, debt_symbol), account=account, ) )
python
def bidcollateral( ctx, collateral_symbol, collateral_amount, debt_symbol, debt_amount, account ): """ Bid for collateral in the settlement fund """ print_tx( ctx.bitshares.bid_collateral( Amount(collateral_amount, collateral_symbol), Amount(debt_amount, debt_symbol), account=account, ) )
[ "def", "bidcollateral", "(", "ctx", ",", "collateral_symbol", ",", "collateral_amount", ",", "debt_symbol", ",", "debt_amount", ",", "account", ")", ":", "print_tx", "(", "ctx", ".", "bitshares", ".", "bid_collateral", "(", "Amount", "(", "collateral_amount", ",", "collateral_symbol", ")", ",", "Amount", "(", "debt_amount", ",", "debt_symbol", ")", ",", "account", "=", "account", ",", ")", ")" ]
Bid for collateral in the settlement fund
[ "Bid", "for", "collateral", "in", "the", "settlement", "fund" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L353-L364
train
Bid a collateral in the settlement fund
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000 + 0o0) + chr(0b111110 + 0o61) + chr(0b10110 + 0o35) + chr(894 - 844) + chr(0b110110), 45775 - 45767), nzTpIcepk0o8(chr(48) + '\157' + chr(0b11111 + 0o24) + chr(1918 - 1864) + '\061', 0b1000), nzTpIcepk0o8('\060' + chr(0b1011000 + 0o27) + chr(1990 - 1939) + chr(0b110101) + chr(48), 0o10), nzTpIcepk0o8('\x30' + chr(0b11111 + 0o120) + chr(0b11010 + 0o30) + '\065' + '\064', 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(2790 - 2736) + chr(2056 - 2008), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111 + 0o0) + '\x31' + chr(48) + '\067', 55193 - 55185), nzTpIcepk0o8(chr(571 - 523) + chr(0b1100 + 0o143) + '\061', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1100010 + 0o15) + chr(50) + '\062' + chr(55), 0b1000), nzTpIcepk0o8(chr(0b100001 + 0o17) + '\157' + '\x32' + '\063' + chr(48), 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110001) + chr(53) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(7011 - 6900) + chr(0b110001) + chr(693 - 641) + chr(0b11 + 0o60), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(446 - 397) + chr(49) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(51) + chr(255 - 207) + chr(0b110010), 3640 - 3632), nzTpIcepk0o8('\x30' + chr(111) + chr(2256 - 2207) + chr(0b110111) + chr(0b110000), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(278 - 226) + '\x35', 41592 - 41584), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1556 - 1506) + '\x36' + chr(0b100001 + 0o25), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + '\065', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1001010 + 0o45) + chr(0b1111 + 0o44) + '\065' + chr(1117 - 1066), 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\x31' + chr(0b110110) + '\x30', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\067' + chr(1846 - 1795), ord("\x08")), nzTpIcepk0o8(chr(354 - 306) + chr(0b10000 + 0o137) + '\063' + '\060' + chr(1572 - 1518), 0b1000), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b110100 + 0o73) + chr(0b110010) + '\x32' + chr(0b1001 + 0o55), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b10100 + 0o133) + '\061' + '\x30' + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(2176 - 2122) + chr(1551 - 1500), 0b1000), nzTpIcepk0o8(chr(378 - 330) + chr(0b1101111) + chr(1605 - 1553), 23951 - 23943), nzTpIcepk0o8(chr(2154 - 2106) + chr(0b1010111 + 0o30) + chr(0b110001) + chr(51) + chr(311 - 263), 62255 - 62247), nzTpIcepk0o8(chr(48) + '\157' + chr(0b101011 + 0o6) + '\067' + chr(0b1000 + 0o51), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(1499 - 1450) + chr(48) + chr(0b110011), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(0b1100 + 0o45) + chr(1423 - 1370) + chr(0b10001 + 0o42), 0o10), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(111) + '\x31' + chr(1659 - 1608) + chr(945 - 894), 4355 - 4347), nzTpIcepk0o8(chr(0b110000) + chr(4707 - 4596) + '\062' + chr(0b110010) + chr(996 - 946), 0b1000), nzTpIcepk0o8(chr(0b11101 + 0o23) + '\x6f' + chr(0b110101) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(0b10000 + 0o40) + chr(111) + chr(0b110010 + 0o0) + '\062' + chr(0b101010 + 0o14), 8), nzTpIcepk0o8(chr(837 - 789) + chr(0b1000111 + 0o50) + chr(0b110001) + chr(0b100110 + 0o16) + chr(0b110010), 19278 - 19270), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x31' + '\x36' + chr(0b110010), 0o10), nzTpIcepk0o8(chr(1579 - 1531) + chr(2878 - 2767) + chr(1911 - 1860) + '\x31' + chr(0b110101), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b111111 + 0o60) + '\061' + chr(48) + chr(0b1001 + 0o54), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(1525 - 1474) + chr(0b110010) + chr(52), 0o10), nzTpIcepk0o8('\x30' + chr(8441 - 8330) + '\x31' + '\065' + chr(50), 0b1000), nzTpIcepk0o8(chr(0b101000 + 0o10) + '\157' + '\063' + chr(0b11000 + 0o32) + chr(0b110100), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + '\157' + chr(0b10 + 0o63) + chr(48), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xf8'), chr(4691 - 4591) + chr(101) + '\x63' + chr(0b110110 + 0o71) + chr(100) + '\x65')(chr(117) + chr(0b1101111 + 0o5) + '\x66' + chr(0b101011 + 0o2) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def lmz9vqOeV3Lc(PVjcU1K_3aBJ, MYeIg5hDFR_q, I9WX2OAbBEWQ, LQENYCgVbUne, H1fOUp8KhtDQ, a9n0DG9OW7xl): v9PhCwnaJ7Fx(roI3spqORKae(PVjcU1K_3aBJ.bitshares, roI3spqORKae(ES5oEprVxulp(b'\xb4\x98\x8c\xf3S(m\xfb\xf9\x18\x06<\xa3\x14'), chr(100) + chr(101) + '\143' + '\x6f' + chr(0b1100100) + chr(1324 - 1223))(chr(117) + chr(0b1100111 + 0o15) + chr(2429 - 2327) + chr(0b101101) + chr(0b0 + 0o70)))(RE2wMAJOy97d(I9WX2OAbBEWQ, MYeIg5hDFR_q), RE2wMAJOy97d(H1fOUp8KhtDQ, LQENYCgVbUne), account=a9n0DG9OW7xl))
bitshares/uptick
uptick/markets.py
settle
def settle(ctx, symbol, amount, account): """ Fund the fee pool of an asset """ print_tx(ctx.bitshares.asset_settle(Amount(amount, symbol), account=account))
python
def settle(ctx, symbol, amount, account): """ Fund the fee pool of an asset """ print_tx(ctx.bitshares.asset_settle(Amount(amount, symbol), account=account))
[ "def", "settle", "(", "ctx", ",", "symbol", ",", "amount", ",", "account", ")", ":", "print_tx", "(", "ctx", ".", "bitshares", ".", "asset_settle", "(", "Amount", "(", "amount", ",", "symbol", ")", ",", "account", "=", "account", ")", ")" ]
Fund the fee pool of an asset
[ "Fund", "the", "fee", "pool", "of", "an", "asset" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/markets.py#L379-L382
train
Settle an asset
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\063' + chr(0b11101 + 0o23) + '\x37', 63324 - 63316), nzTpIcepk0o8(chr(0b10011 + 0o35) + '\x6f' + chr(0b110011) + chr(1217 - 1166) + chr(0b110101 + 0o0), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\063' + '\064' + chr(653 - 602), 0o10), nzTpIcepk0o8(chr(741 - 693) + '\x6f' + '\x31' + '\063' + '\062', 0o10), nzTpIcepk0o8('\060' + chr(0b1000001 + 0o56) + chr(49) + chr(74 - 25), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\062' + chr(0b110010) + '\062', 0o10), nzTpIcepk0o8('\x30' + chr(0b1000001 + 0o56) + '\x34' + chr(0b110000), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(55) + '\x37', 55968 - 55960), nzTpIcepk0o8('\x30' + '\157' + chr(51) + chr(51) + chr(49), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b111100 + 0o63) + chr(0b110010) + chr(0b110011) + chr(2347 - 2292), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(48), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(2338 - 2227) + chr(0b11101 + 0o24) + chr(1058 - 1005) + '\065', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(8844 - 8733) + chr(0b11001 + 0o31) + '\x31' + chr(599 - 546), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(51) + chr(1686 - 1637) + chr(55), ord("\x08")), nzTpIcepk0o8('\060' + chr(7882 - 7771) + chr(646 - 595) + chr(0b10 + 0o60) + chr(1860 - 1805), 0b1000), nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(0b1101111) + chr(50) + '\x31' + '\x34', 0b1000), nzTpIcepk0o8(chr(48) + '\157' + '\067' + chr(0b100011 + 0o23), 55963 - 55955), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110011) + chr(251 - 202) + chr(0b10110 + 0o41), 8), nzTpIcepk0o8(chr(756 - 708) + '\157' + '\064' + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(1030 - 982) + chr(0b1101111) + chr(0b101111 + 0o5) + '\066', 8), nzTpIcepk0o8(chr(2240 - 2192) + chr(0b1101111) + chr(0b100011 + 0o17) + chr(54) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(8242 - 8131) + chr(0b110001) + '\066' + chr(0b110111), 19528 - 19520), nzTpIcepk0o8('\060' + '\157' + '\061' + chr(868 - 819) + '\062', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1011110 + 0o21) + chr(0b110001) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(1976 - 1865) + chr(51) + chr(0b10001 + 0o37) + chr(0b11100 + 0o24), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x31' + chr(1431 - 1382) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(51) + '\x35' + chr(0b11000 + 0o31), 0o10), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(436 - 325) + chr(736 - 686) + chr(0b100111 + 0o14), 0b1000), nzTpIcepk0o8(chr(1154 - 1106) + '\x6f' + '\066' + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110001) + chr(0b110110) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1884 - 1835) + '\065' + chr(49), ord("\x08")), nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(111) + '\x33' + '\066' + chr(52), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(49) + '\063' + chr(0b1010 + 0o47), 12664 - 12656), nzTpIcepk0o8(chr(48) + '\x6f' + '\063' + '\067' + '\063', 41109 - 41101), nzTpIcepk0o8(chr(48) + chr(0b1101 + 0o142) + chr(0b110011) + '\x30', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\062' + '\x30' + chr(0b100100 + 0o22), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b11011 + 0o124) + chr(50) + '\x35' + '\x34', 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(108 - 59) + chr(0b110001) + chr(50), 8), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(111) + chr(51) + '\060' + chr(0b110000), 8), nzTpIcepk0o8(chr(1277 - 1229) + chr(111) + '\x31' + chr(0b110011) + chr(0b110010), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\157' + chr(2128 - 2075) + chr(326 - 278), 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xe9'), chr(100) + chr(0b10010 + 0o123) + chr(99) + '\x6f' + '\x64' + '\145')('\x75' + '\x74' + chr(0b1100110) + chr(0b10100 + 0o31) + chr(1765 - 1709)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def p5WpxIen0hfi(PVjcU1K_3aBJ, hQqiJQuqI0BH, WwJhdr7TpaLo, a9n0DG9OW7xl): v9PhCwnaJ7Fx(roI3spqORKae(PVjcU1K_3aBJ.bitshares, roI3spqORKae(ES5oEprVxulp(b'\xa6\xae\x90?}\xcdSZ\xad\xebl\x08'), chr(2609 - 2509) + chr(2436 - 2335) + chr(99) + chr(0b1101111) + '\x64' + chr(6431 - 6330))('\165' + chr(116) + chr(239 - 137) + chr(1488 - 1443) + chr(1014 - 958)))(RE2wMAJOy97d(WwJhdr7TpaLo, hQqiJQuqI0BH), account=a9n0DG9OW7xl))
bitshares/uptick
uptick/votes.py
votes
def votes(ctx, account, type): """ List accounts vesting balances """ if not isinstance(type, (list, tuple)): type = [type] account = Account(account, full=True) ret = {key: list() for key in Vote.types()} for vote in account["votes"]: t = Vote.vote_type_from_id(vote["id"]) ret[t].append(vote) t = [["id", "url", "account"]] for vote in ret["committee"]: t.append( [vote["id"], vote["url"], Account(vote["committee_member_account"])["name"]] ) if "committee" in type: t = [["id", "url", "account", "votes"]] for vote in ret["committee"]: t.append( [ vote["id"], vote["url"], Account(vote["committee_member_account"])["name"], str(Amount({"amount": vote["total_votes"], "asset_id": "1.3.0"})), ] ) print_table(t) if "witness" in type: t = [ [ "id", "account", "url", "votes", "last_confirmed_block_num", "total_missed", "westing", ] ] for vote in ret["witness"]: t.append( [ vote["id"], Account(vote["witness_account"])["name"], vote["url"], str(Amount({"amount": vote["total_votes"], "asset_id": "1.3.0"})), vote["last_confirmed_block_num"], vote["total_missed"], str(Vesting(vote.get("pay_vb")).claimable) if vote.get("pay_vb") else "", ] ) print_table(t) if "worker" in type: t = [["id", "name/url", "daily_pay", "votes", "time", "account"]] for vote in ret["worker"]: votes = Amount({"amount": vote["total_votes_for"], "asset_id": "1.3.0"}) amount = Amount({"amount": vote["daily_pay"], "asset_id": "1.3.0"}) t.append( [ vote["id"], "{name}\n{url}".format(**vote), str(amount), str(votes), "{work_begin_date}\n-\n{work_end_date}".format(**vote), str(Account(vote["worker_account"])["name"]), ] ) print_table(t)
python
def votes(ctx, account, type): """ List accounts vesting balances """ if not isinstance(type, (list, tuple)): type = [type] account = Account(account, full=True) ret = {key: list() for key in Vote.types()} for vote in account["votes"]: t = Vote.vote_type_from_id(vote["id"]) ret[t].append(vote) t = [["id", "url", "account"]] for vote in ret["committee"]: t.append( [vote["id"], vote["url"], Account(vote["committee_member_account"])["name"]] ) if "committee" in type: t = [["id", "url", "account", "votes"]] for vote in ret["committee"]: t.append( [ vote["id"], vote["url"], Account(vote["committee_member_account"])["name"], str(Amount({"amount": vote["total_votes"], "asset_id": "1.3.0"})), ] ) print_table(t) if "witness" in type: t = [ [ "id", "account", "url", "votes", "last_confirmed_block_num", "total_missed", "westing", ] ] for vote in ret["witness"]: t.append( [ vote["id"], Account(vote["witness_account"])["name"], vote["url"], str(Amount({"amount": vote["total_votes"], "asset_id": "1.3.0"})), vote["last_confirmed_block_num"], vote["total_missed"], str(Vesting(vote.get("pay_vb")).claimable) if vote.get("pay_vb") else "", ] ) print_table(t) if "worker" in type: t = [["id", "name/url", "daily_pay", "votes", "time", "account"]] for vote in ret["worker"]: votes = Amount({"amount": vote["total_votes_for"], "asset_id": "1.3.0"}) amount = Amount({"amount": vote["daily_pay"], "asset_id": "1.3.0"}) t.append( [ vote["id"], "{name}\n{url}".format(**vote), str(amount), str(votes), "{work_begin_date}\n-\n{work_end_date}".format(**vote), str(Account(vote["worker_account"])["name"]), ] ) print_table(t)
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List accounts vesting balances
[ "List", "accounts", "vesting", "balances" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/votes.py#L34-L107
train
List accounts vesting balances
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(0b1010110 + 0o31) + chr(0b110011) + chr(55) + '\060', 0o10), nzTpIcepk0o8(chr(0b1001 + 0o47) + '\157' + chr(0b110011) + chr(50) + chr(0b101110 + 0o2), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + chr(0b101010 + 0o14) + '\064', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(2283 - 2233) + '\x31' + '\x35', ord("\x08")), nzTpIcepk0o8('\x30' + chr(9574 - 9463) + chr(0b110001) + chr(2652 - 2598) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\063' + chr(0b110100) + chr(49), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(50) + chr(1402 - 1354) + chr(1485 - 1431), 30411 - 30403), nzTpIcepk0o8(chr(82 - 34) + chr(111) + chr(50) + '\x34' + chr(55), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\061' + chr(0b1100 + 0o52) + chr(55), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1518 - 1469) + chr(0b110001) + '\x30', ord("\x08")), nzTpIcepk0o8(chr(0b11000 + 0o30) + chr(0b1101111) + chr(0b1001 + 0o52) + chr(1471 - 1419), 54147 - 54139), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(55) + chr(1223 - 1173), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(662 - 611) + chr(0b100110 + 0o17) + '\x37', 0o10), nzTpIcepk0o8(chr(1368 - 1320) + '\157' + chr(0b110010) + chr(48) + '\060', ord("\x08")), nzTpIcepk0o8(chr(1557 - 1509) + chr(8276 - 8165) + chr(2333 - 2283) + chr(0b110110) + chr(0b110101), 29361 - 29353), nzTpIcepk0o8(chr(1383 - 1335) + '\157' + '\065' + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(2043 - 1995) + chr(0b100011 + 0o114) + chr(0b110001) + '\063' + chr(165 - 110), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + '\x36' + chr(0b1111 + 0o45), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + chr(0b100110 + 0o12) + '\064', 0b1000), nzTpIcepk0o8(chr(290 - 242) + '\x6f' + chr(0b10100 + 0o35) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110010) + '\066', 0b1000), nzTpIcepk0o8(chr(0b11000 + 0o30) + '\x6f' + '\063' + '\x35' + '\063', 52432 - 52424), nzTpIcepk0o8('\060' + '\x6f' + chr(50) + '\x33' + '\x31', 10203 - 10195), nzTpIcepk0o8(chr(0b110000) + chr(2995 - 2884) + '\x31' + chr(2424 - 2373), 48972 - 48964), nzTpIcepk0o8(chr(0b101111 + 0o1) + chr(111) + '\063' + '\060' + chr(689 - 635), 0b1000), nzTpIcepk0o8(chr(592 - 544) + chr(0b1011100 + 0o23) + '\061' + '\x37' + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(2294 - 2246) + chr(663 - 552) + '\061' + '\061' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(50) + chr(1861 - 1807) + '\062', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1010 + 0o145) + chr(2609 - 2554) + '\x30', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\064' + '\063', ord("\x08")), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(2896 - 2785) + '\061' + '\x30' + chr(0b10001 + 0o37), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x33' + chr(0b110001 + 0o0) + '\066', 55369 - 55361), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x36' + chr(0b110001), ord("\x08")), nzTpIcepk0o8('\x30' + chr(7299 - 7188) + chr(0b110001) + '\061' + '\066', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110001) + chr(1394 - 1339) + chr(0b110000 + 0o2), 0o10), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(8548 - 8437) + '\x32' + '\067' + chr(0b10000 + 0o43), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + chr(0b10000 + 0o44) + '\061', 51651 - 51643), nzTpIcepk0o8(chr(0b110000) + chr(450 - 339) + '\067' + chr(0b10001 + 0o45), 0o10), nzTpIcepk0o8(chr(0b101110 + 0o2) + '\157' + '\x33' + chr(55) + '\065', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(492 - 444) + chr(0b1101111) + chr(53) + '\x30', 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xd6'), '\x64' + '\x65' + chr(0b1010010 + 0o21) + chr(111) + chr(0b1100100) + chr(0b1100101))('\165' + '\164' + chr(102) + chr(45) + chr(3061 - 3005)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def oBd2DBZTYY5B(PVjcU1K_3aBJ, a9n0DG9OW7xl, MJ07XsN5uFgW): if not suIjIS24Zkqw(MJ07XsN5uFgW, (H4NoA26ON7iG, nfNqtJL5aRaY)): MJ07XsN5uFgW = [MJ07XsN5uFgW] a9n0DG9OW7xl = mbwDwh_fTVZZ(a9n0DG9OW7xl, full=nzTpIcepk0o8(chr(0b110 + 0o52) + chr(7563 - 7452) + chr(989 - 940), 0b1000)) PvvMx4JvMX6J = {QYodcsDtoGq7: H4NoA26ON7iG() for QYodcsDtoGq7 in X58Z6qPCAiCl.types()} for KxXZp7nL1WqQ in a9n0DG9OW7xl[roI3spqORKae(ES5oEprVxulp(b'\x8e\xbf\x80\xe8\x05'), '\x64' + chr(101) + '\x63' + chr(111) + chr(100) + chr(0b1000010 + 0o43))(chr(0b101110 + 0o107) + '\164' + '\146' + '\055' + chr(0b0 + 0o70))]: h3Vc_4wxEbgd = X58Z6qPCAiCl.vote_type_from_id(KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), chr(0b1100100) + '\x65' + chr(0b1100011) + chr(7956 - 7845) + '\x64' + chr(5599 - 5498))('\165' + '\164' + chr(0b1001010 + 0o34) + '\055' + chr(56))]) roI3spqORKae(PvvMx4JvMX6J[h3Vc_4wxEbgd], roI3spqORKae(ES5oEprVxulp(b"\xb0\x84\xa7\xb9\x0e\x86\xc1\xc8\x1d'I\x0f"), '\144' + chr(0b100001 + 0o104) + '\143' + chr(111) + '\144' + chr(7461 - 7360))('\165' + chr(116) + chr(102) + '\055' + '\x38'))(KxXZp7nL1WqQ) h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), chr(0b1100100) + '\145' + chr(99) + '\157' + chr(100) + '\x65')('\x75' + '\164' + '\146' + chr(0b101101) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\x8d\xa2\x98'), '\144' + '\145' + chr(0b1100011) + chr(0b101000 + 0o107) + chr(0b1100100) + chr(6199 - 6098))(chr(0b1110101) + chr(10925 - 10809) + '\x66' + '\055' + chr(0b101010 + 0o16)), roI3spqORKae(ES5oEprVxulp(b'\x99\xb3\x97\xe2\x03\x8f\xf2'), chr(100) + chr(0b1100101) + chr(0b111100 + 0o47) + chr(0b1101111) + '\144' + chr(0b111 + 0o136))(chr(0b1110101) + chr(0b111101 + 0o67) + chr(8327 - 8225) + '\055' + chr(0b111000))]] for KxXZp7nL1WqQ in PvvMx4JvMX6J[roI3spqORKae(ES5oEprVxulp(b'\x9b\xbf\x99\xe0\x1f\x95\xf2\xc2\x12'), chr(0b1100100) + chr(0b1001 + 0o134) + '\x63' + '\x6f' + '\x64' + chr(0b1101 + 0o130))(chr(13211 - 13094) + '\164' + chr(102) + '\055' + chr(56))]: roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b"\xb0\x84\xa7\xb9\x0e\x86\xc1\xc8\x1d'I\x0f"), '\144' + chr(9062 - 8961) + chr(4162 - 4063) + chr(0b101 + 0o152) + '\144' + chr(2610 - 2509))(chr(117) + chr(0b1110100) + chr(0b1100110) + '\055' + '\x38'))([KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), chr(9329 - 9229) + chr(0b101010 + 0o73) + chr(0b11001 + 0o112) + chr(0b1011 + 0o144) + chr(0b10010 + 0o122) + chr(0b1100101))(chr(0b1101010 + 0o13) + '\x74' + chr(0b110100 + 0o62) + chr(45) + chr(0b101 + 0o63))], KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8d\xa2\x98'), '\144' + '\x65' + '\x63' + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))(chr(117) + '\x74' + chr(0b1100110) + chr(0b101001 + 0o4) + chr(0b111000))], mbwDwh_fTVZZ(KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x9b\xbf\x99\xe0\x1f\x95\xf2\xc2\x12\x17q_\x82\xe2\xd0Z\x00U\xe7oy\x9e\xf7\x7f'), chr(100) + chr(0b1010111 + 0o16) + '\143' + '\157' + chr(100) + chr(0b10001 + 0o124))(chr(117) + '\x74' + '\146' + chr(900 - 855) + '\x38')])[roI3spqORKae(ES5oEprVxulp(b'\x96\xb1\x99\xe8'), chr(0b1010011 + 0o21) + '\x65' + chr(8166 - 8067) + chr(0b111011 + 0o64) + '\x64' + '\x65')(chr(117) + '\164' + chr(0b1100110) + '\x2d' + chr(0b111000))]]) if roI3spqORKae(ES5oEprVxulp(b'\x9b\xbf\x99\xe0\x1f\x95\xf2\xc2\x12'), '\x64' + chr(9356 - 9255) + '\x63' + chr(111) + chr(0b1100100) + chr(0b1100101))('\x75' + '\x74' + chr(0b1100110) + chr(0b101011 + 0o2) + chr(0b111000)) in MJ07XsN5uFgW: h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), chr(0b1100100) + chr(0b1100101) + chr(173 - 74) + '\x6f' + chr(0b1100100) + chr(0b1001110 + 0o27))(chr(0b1111 + 0o146) + chr(7105 - 6989) + chr(0b10011 + 0o123) + chr(1308 - 1263) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x8d\xa2\x98'), '\x64' + chr(0b100 + 0o141) + chr(0b1100011) + '\157' + chr(2879 - 2779) + '\145')(chr(4660 - 4543) + '\x74' + chr(102) + '\055' + chr(0b1001 + 0o57)), roI3spqORKae(ES5oEprVxulp(b'\x99\xb3\x97\xe2\x03\x8f\xf2'), '\144' + chr(0b1100101) + chr(2877 - 2778) + chr(111) + chr(0b1100100) + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(747 - 645) + chr(45) + chr(0b101000 + 0o20)), roI3spqORKae(ES5oEprVxulp(b'\x8e\xbf\x80\xe8\x05'), chr(0b1100100) + chr(101) + chr(747 - 648) + '\x6f' + chr(1433 - 1333) + chr(101))(chr(0b11010 + 0o133) + chr(7502 - 7386) + chr(102) + '\x2d' + chr(0b111000))]] for KxXZp7nL1WqQ in PvvMx4JvMX6J[roI3spqORKae(ES5oEprVxulp(b'\x9b\xbf\x99\xe0\x1f\x95\xf2\xc2\x12'), '\144' + chr(101) + chr(0b1100011) + chr(0b1101111) + '\144' + chr(4199 - 4098))(chr(117) + '\x74' + chr(0b1001001 + 0o35) + chr(45) + chr(56))]: roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b"\xb0\x84\xa7\xb9\x0e\x86\xc1\xc8\x1d'I\x0f"), chr(100) + chr(0b1010100 + 0o21) + '\x63' + '\x6f' + chr(0b10010 + 0o122) + chr(0b1100101))(chr(117) + '\164' + chr(102) + chr(0b101101) + '\070'))([KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), '\144' + chr(0b1100101) + '\x63' + chr(0b1001111 + 0o40) + '\x64' + chr(5589 - 5488))(chr(0b101001 + 0o114) + '\x74' + '\146' + '\x2d' + chr(0b111000))], KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8d\xa2\x98'), chr(0b101101 + 0o67) + chr(0b10001 + 0o124) + chr(0b1100011) + chr(0b1000111 + 0o50) + chr(0b10011 + 0o121) + chr(0b1100101))(chr(117) + '\164' + '\146' + chr(0b101011 + 0o2) + chr(0b110100 + 0o4))], mbwDwh_fTVZZ(KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x9b\xbf\x99\xe0\x1f\x95\xf2\xc2\x12\x17q_\x82\xe2\xd0Z\x00U\xe7oy\x9e\xf7\x7f'), '\144' + chr(2760 - 2659) + chr(0b110111 + 0o54) + chr(0b1001011 + 0o44) + chr(0b1100100) + chr(101))('\x75' + chr(0b110000 + 0o104) + '\x66' + '\055' + '\x38')])[roI3spqORKae(ES5oEprVxulp(b'\x96\xb1\x99\xe8'), chr(9921 - 9821) + '\x65' + '\143' + chr(759 - 648) + chr(0b101100 + 0o70) + '\145')(chr(0b1110101) + chr(338 - 222) + chr(0b1100110) + chr(0b10111 + 0o26) + chr(0b111000))], N9zlRy29S1SS(RE2wMAJOy97d({roI3spqORKae(ES5oEprVxulp(b'\x99\xbd\x9b\xf8\x18\x95'), '\144' + '\145' + chr(6460 - 6361) + chr(0b1101111) + chr(0b1100011 + 0o1) + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(4814 - 4712) + '\055' + chr(1413 - 1357)): KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8c\xbf\x80\xec\x1a\xbe\xf0\xc8\x03-o'), chr(0b11000 + 0o114) + '\x65' + chr(1213 - 1114) + '\x6f' + '\144' + chr(0b1100101))('\x75' + '\x74' + '\146' + chr(830 - 785) + '\x38')], roI3spqORKae(ES5oEprVxulp(b'\x99\xa3\x87\xe8\x02\xbe\xef\xc3'), chr(0b1100100) + '\x65' + chr(99) + chr(0b1101111) + chr(100) + '\145')(chr(117) + '\x74' + chr(9515 - 9413) + chr(981 - 936) + chr(0b1 + 0o67)): roI3spqORKae(ES5oEprVxulp(b'\xc9\xfe\xc7\xa3F'), chr(0b10011 + 0o121) + chr(0b110100 + 0o61) + '\x63' + chr(111) + chr(356 - 256) + chr(101))(chr(0b1100011 + 0o22) + chr(0b1110100) + chr(102) + chr(717 - 672) + chr(0b111000))}))]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) if roI3spqORKae(ES5oEprVxulp(b'\x8f\xb9\x80\xe3\x13\x92\xf5'), chr(610 - 510) + chr(2068 - 1967) + chr(99) + chr(0b1101111 + 0o0) + chr(0b1100100) + '\x65')(chr(9826 - 9709) + chr(116) + '\x66' + '\055' + chr(56)) in MJ07XsN5uFgW: h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), chr(0b1000101 + 0o37) + chr(0b1100101) + chr(0b1011101 + 0o6) + chr(111) + '\144' + '\145')('\165' + chr(8538 - 8422) + chr(4854 - 4752) + chr(0b1011 + 0o42) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x99\xb3\x97\xe2\x03\x8f\xf2'), '\x64' + chr(0b10011 + 0o122) + chr(99) + chr(111) + '\144' + chr(0b1100101))('\x75' + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\x8d\xa2\x98'), '\x64' + '\x65' + chr(5711 - 5612) + '\157' + chr(9099 - 8999) + '\145')(chr(0b10101 + 0o140) + chr(0b1101000 + 0o14) + chr(0b1001011 + 0o33) + '\055' + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\x8e\xbf\x80\xe8\x05'), chr(100) + chr(0b1000100 + 0o41) + '\x63' + chr(0b1101100 + 0o3) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + '\164' + chr(2980 - 2878) + '\x2d' + '\070'), roI3spqORKae(ES5oEprVxulp(b'\x94\xb1\x87\xf9)\x82\xe9\xc9\x11!nW\x8a\xe4\xeaJ3[\xe7gI\x85\xecf'), chr(0b100010 + 0o102) + chr(101) + chr(0b1100011) + chr(0b1101111) + chr(0b1100100) + chr(5772 - 5671))(chr(4868 - 4751) + '\164' + chr(0b1100110) + '\x2d' + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\x8c\xbf\x80\xec\x1a\xbe\xeb\xce\x04;y^'), chr(0b1100100) + chr(0b1100101) + '\143' + chr(3291 - 3180) + chr(100) + chr(101))(chr(117) + '\164' + chr(3839 - 3737) + chr(216 - 171) + chr(0b101 + 0o63)), roI3spqORKae(ES5oEprVxulp(b'\x8f\xb5\x87\xf9\x1f\x8f\xe1'), '\x64' + '\x65' + chr(0b1111 + 0o124) + chr(0b1010111 + 0o30) + chr(5102 - 5002) + chr(0b11100 + 0o111))(chr(0b1010011 + 0o42) + '\x74' + chr(0b110010 + 0o64) + chr(0b101101) + '\070')]] for KxXZp7nL1WqQ in PvvMx4JvMX6J[roI3spqORKae(ES5oEprVxulp(b'\x8f\xb9\x80\xe3\x13\x92\xf5'), chr(100) + '\x65' + chr(0b1100011) + chr(5069 - 4958) + '\144' + chr(0b110101 + 0o60))('\165' + chr(0b1110010 + 0o2) + chr(4648 - 4546) + chr(0b10100 + 0o31) + chr(0b111000))]: roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b"\xb0\x84\xa7\xb9\x0e\x86\xc1\xc8\x1d'I\x0f"), '\144' + chr(6467 - 6366) + chr(0b1100011) + '\x6f' + chr(0b111101 + 0o47) + chr(0b1100101))(chr(117) + '\x74' + chr(5312 - 5210) + '\055' + chr(840 - 784)))([KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), '\x64' + chr(101) + chr(99) + chr(672 - 561) + chr(100) + chr(0b1100101))('\165' + chr(7260 - 7144) + chr(3213 - 3111) + '\055' + chr(964 - 908))], mbwDwh_fTVZZ(KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8f\xb9\x80\xe3\x13\x92\xf5\xf8\x16+\x7fU\x9a\xee\xc1'), chr(100) + '\145' + chr(0b1100011) + '\157' + chr(0b1011001 + 0o13) + '\145')(chr(9305 - 9188) + chr(12585 - 12469) + chr(0b101001 + 0o75) + chr(45) + '\070')])[roI3spqORKae(ES5oEprVxulp(b'\x96\xb1\x99\xe8'), chr(100) + '\145' + chr(99) + chr(111) + chr(0b100101 + 0o77) + chr(0b1100101))(chr(0b111011 + 0o72) + chr(0b1110100) + '\x66' + chr(0b1110 + 0o37) + chr(0b111000))], KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8d\xa2\x98'), '\144' + chr(0b101011 + 0o72) + '\x63' + '\157' + '\x64' + chr(9818 - 9717))(chr(9939 - 9822) + chr(0b10001 + 0o143) + '\x66' + chr(0b101101) + '\x38')], N9zlRy29S1SS(RE2wMAJOy97d({roI3spqORKae(ES5oEprVxulp(b'\x99\xbd\x9b\xf8\x18\x95'), '\x64' + '\145' + chr(99) + '\x6f' + '\x64' + chr(0b1100101))('\165' + '\164' + chr(102) + chr(722 - 677) + chr(0b11000 + 0o40)): KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8c\xbf\x80\xec\x1a\xbe\xf0\xc8\x03-o'), '\144' + chr(0b10100 + 0o121) + '\143' + '\x6f' + '\x64' + '\145')(chr(8649 - 8532) + '\x74' + '\146' + '\x2d' + chr(0b111000))], roI3spqORKae(ES5oEprVxulp(b'\x99\xa3\x87\xe8\x02\xbe\xef\xc3'), chr(0b0 + 0o144) + chr(101) + chr(0b100101 + 0o76) + chr(5782 - 5671) + '\144' + '\145')(chr(117) + chr(116) + chr(0b1100110) + '\x2d' + chr(906 - 850)): roI3spqORKae(ES5oEprVxulp(b'\xc9\xfe\xc7\xa3F'), '\144' + chr(0b1100101) + chr(0b100111 + 0o74) + '\157' + chr(100) + chr(4385 - 4284))(chr(117) + chr(0b1110100) + chr(102) + '\x2d' + '\070')})), KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x94\xb1\x87\xf9)\x82\xe9\xc9\x11!nW\x8a\xe4\xeaJ3[\xe7gI\x85\xecf'), '\x64' + chr(6580 - 6479) + chr(0b1100011) + '\157' + '\144' + '\x65')(chr(0b1110101) + chr(0b1110100) + chr(0b11 + 0o143) + chr(0b101101) + chr(0b10000 + 0o50))], KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8c\xbf\x80\xec\x1a\xbe\xeb\xce\x04;y^'), chr(0b1011001 + 0o13) + '\145' + chr(0b1100011) + chr(0b1101111) + chr(100) + '\145')(chr(117) + '\164' + chr(0b1100110) + chr(1703 - 1658) + chr(2817 - 2761))], N9zlRy29S1SS(roI3spqORKae(w1nZhdirbuxx(KxXZp7nL1WqQ.get(roI3spqORKae(ES5oEprVxulp(b'\x88\xb1\x8d\xd2\x00\x83'), chr(972 - 872) + chr(101) + '\143' + '\x6f' + chr(0b10 + 0o142) + chr(0b1100101))('\x75' + chr(116) + chr(0b100111 + 0o77) + '\x2d' + chr(1759 - 1703)))), roI3spqORKae(ES5oEprVxulp(b'\x9b\xbc\x95\xe4\x1b\x80\xe4\xcb\x12'), chr(0b111010 + 0o52) + chr(0b1100101) + '\143' + '\157' + chr(100) + chr(8846 - 8745))('\x75' + chr(0b1110100) + chr(0b1100110) + chr(0b1110 + 0o37) + '\070'))) if roI3spqORKae(KxXZp7nL1WqQ, roI3spqORKae(ES5oEprVxulp(b'\xbf\x85\xbf\xe8\x02\x94\xb2\xdf\x16\x0fop'), '\144' + chr(0b100010 + 0o103) + chr(99) + '\x6f' + chr(0b1100100) + chr(101))(chr(117) + '\x74' + '\146' + chr(994 - 949) + chr(525 - 469)))(roI3spqORKae(ES5oEprVxulp(b'\x88\xb1\x8d\xd2\x00\x83'), '\x64' + '\x65' + chr(99) + '\157' + chr(0b1100100) + '\145')('\x75' + '\x74' + '\x66' + chr(0b111 + 0o46) + '\x38')) else roI3spqORKae(ES5oEprVxulp(b''), chr(0b1100100) + chr(0b1100100 + 0o1) + chr(0b10100 + 0o117) + '\157' + chr(0b1100011 + 0o1) + '\145')(chr(117) + chr(13125 - 13009) + '\x66' + chr(1954 - 1909) + '\x38')]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) if roI3spqORKae(ES5oEprVxulp(b'\x8f\xbf\x86\xe6\x13\x93'), chr(6804 - 6704) + chr(5461 - 5360) + chr(2919 - 2820) + chr(0b1101111) + chr(5877 - 5777) + chr(0b1000111 + 0o36))('\165' + '\x74' + chr(0b11001 + 0o115) + '\x2d' + '\x38') in MJ07XsN5uFgW: h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), chr(0b1000101 + 0o37) + '\145' + chr(2947 - 2848) + '\x6f' + '\144' + chr(0b111000 + 0o55))('\x75' + chr(0b1100 + 0o150) + chr(0b1100110) + chr(0b11000 + 0o25) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x96\xb1\x99\xe8Y\x94\xf4\xcb'), chr(100) + '\145' + chr(6380 - 6281) + chr(111) + chr(1267 - 1167) + chr(0b1100101))(chr(117) + chr(0b1110100) + '\x66' + chr(1196 - 1151) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x9c\xb1\x9d\xe1\x0f\xbe\xf6\xc6\x0e'), chr(100) + '\x65' + '\143' + chr(0b111100 + 0o63) + chr(100) + chr(0b1100101))('\165' + '\164' + chr(102) + chr(737 - 692) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x8e\xbf\x80\xe8\x05'), chr(0b101101 + 0o67) + '\x65' + chr(5955 - 5856) + '\x6f' + chr(0b11101 + 0o107) + chr(0b10001 + 0o124))('\x75' + '\164' + chr(0b1100110) + '\055' + chr(1935 - 1879)), roI3spqORKae(ES5oEprVxulp(b'\x8c\xb9\x99\xe8'), '\144' + chr(0b1001011 + 0o32) + chr(0b1100011) + '\x6f' + '\x64' + '\x65')(chr(3807 - 3690) + chr(116) + chr(0b1010011 + 0o23) + chr(0b101101) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x99\xb3\x97\xe2\x03\x8f\xf2'), '\x64' + chr(0b1100101) + chr(0b111100 + 0o47) + chr(111) + chr(4631 - 4531) + chr(7675 - 7574))('\165' + chr(0b1001001 + 0o53) + '\146' + chr(45) + chr(0b100111 + 0o21))]] for KxXZp7nL1WqQ in PvvMx4JvMX6J[roI3spqORKae(ES5oEprVxulp(b'\x8f\xbf\x86\xe6\x13\x93'), chr(2775 - 2675) + '\145' + chr(0b1001101 + 0o26) + '\x6f' + '\144' + chr(5758 - 5657))(chr(0b1110101) + chr(0b110101 + 0o77) + '\x66' + '\x2d' + chr(56))]: oBd2DBZTYY5B = RE2wMAJOy97d({roI3spqORKae(ES5oEprVxulp(b'\x99\xbd\x9b\xf8\x18\x95'), chr(100) + chr(101) + '\x63' + chr(0b1101111) + '\144' + chr(0b1100101))(chr(8254 - 8137) + '\x74' + chr(102) + chr(0b101011 + 0o2) + chr(56)): KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8c\xbf\x80\xec\x1a\xbe\xf0\xc8\x03-oe\x89\xef\xc7'), chr(0b1100100) + chr(6623 - 6522) + '\143' + chr(111) + '\x64' + chr(3612 - 3511))(chr(13148 - 13031) + chr(0b1110100 + 0o0) + chr(1168 - 1066) + chr(45) + chr(957 - 901))], roI3spqORKae(ES5oEprVxulp(b'\x99\xa3\x87\xe8\x02\xbe\xef\xc3'), '\x64' + chr(0b1100101) + chr(0b100101 + 0o76) + '\x6f' + chr(0b110000 + 0o64) + '\145')('\165' + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + '\x38'): roI3spqORKae(ES5oEprVxulp(b'\xc9\xfe\xc7\xa3F'), '\144' + '\x65' + '\143' + chr(0b1101111) + chr(7034 - 6934) + chr(3434 - 3333))('\x75' + '\x74' + chr(102) + chr(45) + chr(0b110100 + 0o4))}) WwJhdr7TpaLo = RE2wMAJOy97d({roI3spqORKae(ES5oEprVxulp(b'\x99\xbd\x9b\xf8\x18\x95'), chr(100) + '\145' + chr(0b1111 + 0o124) + chr(4163 - 4052) + '\144' + chr(101))(chr(0b1110101) + chr(0b1010000 + 0o44) + chr(0b1100110) + '\x2d' + '\070'): KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x9c\xb1\x9d\xe1\x0f\xbe\xf6\xc6\x0e'), chr(0b1100100) + '\x65' + chr(0b1100011) + chr(111) + chr(0b111100 + 0o50) + chr(101))(chr(0b1110101) + '\164' + chr(102) + '\x2d' + chr(1287 - 1231))], roI3spqORKae(ES5oEprVxulp(b'\x99\xa3\x87\xe8\x02\xbe\xef\xc3'), chr(0b1100100) + '\x65' + chr(0b1100011) + '\x6f' + chr(0b101001 + 0o73) + '\x65')(chr(0b1110101) + chr(116) + chr(8198 - 8096) + '\x2d' + chr(0b1010 + 0o56)): roI3spqORKae(ES5oEprVxulp(b'\xc9\xfe\xc7\xa3F'), '\144' + chr(0b1100101) + chr(7815 - 7716) + chr(0b1100 + 0o143) + '\144' + chr(0b1100101))('\165' + chr(0b1110100) + chr(0b110011 + 0o63) + chr(0b11010 + 0o23) + '\070')}) roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b"\xb0\x84\xa7\xb9\x0e\x86\xc1\xc8\x1d'I\x0f"), chr(0b1100100) + chr(0b1100101) + '\x63' + '\157' + chr(0b1100100) + chr(0b1001111 + 0o26))(chr(12891 - 12774) + chr(9105 - 8989) + chr(102) + chr(0b100111 + 0o6) + chr(0b111000)))([KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x91\xb4'), chr(1799 - 1699) + '\x65' + chr(99) + chr(0b1101111) + '\144' + chr(3565 - 3464))('\x75' + chr(0b1110100) + chr(0b10100 + 0o122) + '\x2d' + chr(438 - 382))], roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\x83\xbe\x95\xe0\x13\x9c\x8c\xdc\x02:pG'), chr(0b1100100) + chr(0b1010100 + 0o21) + chr(99) + chr(0b101100 + 0o103) + '\144' + chr(8085 - 7984))('\165' + '\164' + chr(7754 - 7652) + chr(103 - 58) + '\070'), roI3spqORKae(ES5oEprVxulp(b'\x89\xe3\xc7\xc61\xd2\xe0\xc8&\x17_p'), '\x64' + chr(101) + chr(0b100000 + 0o103) + chr(0b1101111) + chr(100) + chr(101))('\165' + chr(116) + chr(0b1011010 + 0o14) + chr(0b1 + 0o54) + '\x38'))(**KxXZp7nL1WqQ), N9zlRy29S1SS(WwJhdr7TpaLo), N9zlRy29S1SS(oBd2DBZTYY5B), roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\x83\xa7\x9b\xff\x1d\xbe\xe4\xc2\x10!re\x8b\xe1\xc1M">\xa9\x06m\x9c\xf6y\xad\'q%\xd6gG!\xbaT3'), chr(0b1000000 + 0o44) + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(3088 - 2988) + chr(0b1100101))('\x75' + chr(0b1110100) + chr(9939 - 9837) + '\x2d' + chr(0b110001 + 0o7)), roI3spqORKae(ES5oEprVxulp(b'\x89\xe3\xc7\xc61\xd2\xe0\xc8&\x17_p'), chr(100) + chr(101) + chr(0b11101 + 0o106) + '\157' + chr(100) + '\145')('\165' + '\x74' + chr(3167 - 3065) + chr(45) + chr(0b100100 + 0o24)))(**KxXZp7nL1WqQ), N9zlRy29S1SS(mbwDwh_fTVZZ(KxXZp7nL1WqQ[roI3spqORKae(ES5oEprVxulp(b'\x8f\xbf\x86\xe6\x13\x93\xd9\xc6\x14+sO\x81\xf4'), '\x64' + '\145' + '\143' + chr(4062 - 3951) + chr(0b10 + 0o142) + chr(0b1100101))(chr(1974 - 1857) + '\x74' + chr(0b1100110) + chr(1710 - 1665) + chr(56))])[roI3spqORKae(ES5oEprVxulp(b'\x96\xb1\x99\xe8'), chr(100) + chr(0b110 + 0o137) + chr(0b1100011) + '\x6f' + chr(0b1100100) + chr(8418 - 8317))(chr(13606 - 13489) + '\x74' + chr(102) + chr(0b10101 + 0o30) + chr(56))])]) Kmv7LB1XrgEv(h3Vc_4wxEbgd)
bitshares/uptick
uptick/info.py
info
def info(ctx, objects): """ Obtain all kinds of information """ if not objects: t = [["Key", "Value"]] info = ctx.bitshares.rpc.get_dynamic_global_properties() for key in info: t.append([key, info[key]]) print_table(t) for obj in objects: # Block if re.match("^[0-9]*$", obj): block = Block(obj, lazy=False, bitshares_instance=ctx.bitshares) t = [["Key", "Value"]] for key in sorted(block): value = block[key] if key == "transactions": value = format_tx(value) t.append([key, value]) print_table(t) # Object Id elif re.match("^\d*\.\d*\.\d*$", obj): data = ctx.bitshares.rpc.get_object(obj) if data: t = [["Key", "Value"]] for key in sorted(data): value = data[key] if isinstance(value, dict) or isinstance(value, list): value = format_tx(value) t.append([key, value]) print_table(t) else: print_message("Object %s unknown" % obj, "warning") # Asset elif obj.upper() == obj and re.match("^[A-Z\.]*$", obj): data = Asset(obj) t = [["Key", "Value"]] for key in sorted(data): value = data[key] if isinstance(value, dict): value = format_tx(value) t.append([key, value]) print_table(t) # Public Key elif re.match("^BTS.{48,55}$", obj): account = ctx.bitshares.wallet.getAccountFromPublicKey(obj) if account: t = [["Account"]] t.append([account]) print_table(t) else: print_message("Public Key not known: %s" % obj, "warning") # Account name elif re.match("^[a-zA-Z0-9\-\._]{2,64}$", obj): account = Account(obj, full=True) if account: t = [["Key", "Value"]] for key in sorted(account): value = account[key] if isinstance(value, dict) or isinstance(value, list): value = format_tx(value) t.append([key, value]) print_table(t) else: print_message("Account %s unknown" % obj, "warning") elif ":" in obj: vote = ctx.bitshares.rpc.lookup_vote_ids([obj])[0] if vote: t = [["Key", "Value"]] for key in sorted(vote): value = vote[key] if isinstance(value, dict) or isinstance(value, list): value = format_tx(value) t.append([key, value]) print_table(t) else: print_message("voteid %s unknown" % obj, "warning") else: print_message("Couldn't identify object to read", "warning")
python
def info(ctx, objects): """ Obtain all kinds of information """ if not objects: t = [["Key", "Value"]] info = ctx.bitshares.rpc.get_dynamic_global_properties() for key in info: t.append([key, info[key]]) print_table(t) for obj in objects: # Block if re.match("^[0-9]*$", obj): block = Block(obj, lazy=False, bitshares_instance=ctx.bitshares) t = [["Key", "Value"]] for key in sorted(block): value = block[key] if key == "transactions": value = format_tx(value) t.append([key, value]) print_table(t) # Object Id elif re.match("^\d*\.\d*\.\d*$", obj): data = ctx.bitshares.rpc.get_object(obj) if data: t = [["Key", "Value"]] for key in sorted(data): value = data[key] if isinstance(value, dict) or isinstance(value, list): value = format_tx(value) t.append([key, value]) print_table(t) else: print_message("Object %s unknown" % obj, "warning") # Asset elif obj.upper() == obj and re.match("^[A-Z\.]*$", obj): data = Asset(obj) t = [["Key", "Value"]] for key in sorted(data): value = data[key] if isinstance(value, dict): value = format_tx(value) t.append([key, value]) print_table(t) # Public Key elif re.match("^BTS.{48,55}$", obj): account = ctx.bitshares.wallet.getAccountFromPublicKey(obj) if account: t = [["Account"]] t.append([account]) print_table(t) else: print_message("Public Key not known: %s" % obj, "warning") # Account name elif re.match("^[a-zA-Z0-9\-\._]{2,64}$", obj): account = Account(obj, full=True) if account: t = [["Key", "Value"]] for key in sorted(account): value = account[key] if isinstance(value, dict) or isinstance(value, list): value = format_tx(value) t.append([key, value]) print_table(t) else: print_message("Account %s unknown" % obj, "warning") elif ":" in obj: vote = ctx.bitshares.rpc.lookup_vote_ids([obj])[0] if vote: t = [["Key", "Value"]] for key in sorted(vote): value = vote[key] if isinstance(value, dict) or isinstance(value, list): value = format_tx(value) t.append([key, value]) print_table(t) else: print_message("voteid %s unknown" % obj, "warning") else: print_message("Couldn't identify object to read", "warning")
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Obtain all kinds of information
[ "Obtain", "all", "kinds", "of", "information" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/info.py#L19-L103
train
Obtain all kinds of information for a list of objects.
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3339) + '\063' + chr(1373 - 1321) + chr(0b110100), 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(793 - 742) + chr(0b101001 + 0o12), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(971 - 920) + chr(238 - 184) + '\067', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(1934 - 1884) + chr(0b100100 + 0o17) + '\x31', 274 - 266), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b10111 + 0o32) + chr(0b110 + 0o54) + '\066', 0b1000), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(111) + chr(0b110011) + chr(2611 - 2557) + chr(0b110001), 47212 - 47204), nzTpIcepk0o8(chr(196 - 148) + chr(10158 - 10047) + chr(2385 - 2330) + chr(49), 0b1000), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b111010 + 0o65) + chr(883 - 833) + chr(359 - 310) + '\x33', 0b1000), nzTpIcepk0o8('\060' + chr(6708 - 6597) + '\x32' + chr(54) + chr(48), 62083 - 62075), nzTpIcepk0o8('\060' + chr(8989 - 8878) + chr(0b100110 + 0o15) + chr(0b110111), 0o10), nzTpIcepk0o8('\x30' + chr(4651 - 4540) + chr(2409 - 2358) + '\x33' + '\x30', 0o10), nzTpIcepk0o8('\x30' + chr(10962 - 10851) + chr(1814 - 1763) + '\x33' + '\066', 21354 - 21346), nzTpIcepk0o8(chr(0b10110 + 0o32) + '\x6f' + '\063' + chr(50) + '\x36', 13423 - 13415), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(0b1101111) + '\x31' + chr(1781 - 1729) + chr(48), 0o10), nzTpIcepk0o8(chr(1678 - 1630) + chr(111) + '\x31' + chr(50) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110010) + chr(0b110101) + '\x37', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(49) + '\x35' + '\064', ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(1207 - 1158) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(158 - 110) + chr(0b1101111) + chr(52) + '\x36', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1011110 + 0o21) + '\063' + chr(50) + chr(55), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + chr(1168 - 1117) + chr(2511 - 2456) + '\061', 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + '\066' + '\x32', 0o10), nzTpIcepk0o8(chr(1133 - 1085) + chr(0b1001 + 0o146) + '\062' + chr(1993 - 1945) + '\x30', 0b1000), nzTpIcepk0o8(chr(1580 - 1532) + chr(0b1101111 + 0o0) + '\x33' + chr(1042 - 994) + chr(788 - 735), 0o10), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(0b11001 + 0o126) + chr(216 - 165) + chr(0b110000) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b101110 + 0o2) + chr(4975 - 4864) + chr(50) + chr(230 - 175) + '\066', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(1882 - 1832) + '\066' + chr(55), 0b1000), nzTpIcepk0o8(chr(0b10011 + 0o35) + chr(111) + chr(0b110001) + '\x31' + '\x34', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b1011 + 0o50) + '\066' + chr(51), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b101 + 0o54) + '\x31' + chr(0b11100 + 0o25), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(51) + chr(2884 - 2830), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1011110 + 0o21) + '\x32' + chr(0b1111 + 0o43) + chr(54), 0o10), nzTpIcepk0o8(chr(753 - 705) + chr(9940 - 9829) + chr(0b100010 + 0o25) + chr(0b11100 + 0o30), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(49) + '\x37' + chr(50), 0b1000), nzTpIcepk0o8(chr(797 - 749) + chr(3581 - 3470) + '\x31' + chr(54) + '\063', 25996 - 25988), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(0b110 + 0o151) + chr(0b10011 + 0o40) + '\067', 8), nzTpIcepk0o8(chr(48) + '\157' + chr(51) + chr(0b110110) + chr(2138 - 2089), 8), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001) + chr(0b10110 + 0o41) + chr(1160 - 1111), 14871 - 14863), nzTpIcepk0o8(chr(161 - 113) + chr(9755 - 9644) + chr(1977 - 1927) + '\x35' + chr(53), ord("\x08")), nzTpIcepk0o8('\x30' + chr(11771 - 11660) + '\x33' + chr(2536 - 2481) + '\062', ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(111) + chr(0b110101) + '\x30', 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xca'), chr(100) + '\x65' + chr(0b1100011) + '\157' + '\x64' + '\x65')(chr(2194 - 2077) + chr(5873 - 5757) + '\146' + chr(1108 - 1063) + chr(623 - 567)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ixNx9Lw_1grO(PVjcU1K_3aBJ, unFw4B5pa4XN): if not unFw4B5pa4XN: h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\xaf~\x8e'), '\144' + '\145' + chr(99) + chr(111) + chr(100) + chr(101))(chr(12725 - 12608) + '\164' + '\x66' + chr(0b101101) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\xb2z\x9b\xec3'), chr(0b1100011 + 0o1) + chr(3932 - 3831) + chr(0b1100011) + chr(0b1000001 + 0o56) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(7153 - 7037) + chr(5475 - 5373) + chr(0b10 + 0o53) + chr(56))]] ixNx9Lw_1grO = PVjcU1K_3aBJ.bitshares.rpc.get_dynamic_global_properties() for QYodcsDtoGq7 in ixNx9Lw_1grO: roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xacO\xa4\xad.\x96~\xe4\xdap\x8d\xeb'), chr(0b1100100) + chr(6824 - 6723) + '\x63' + chr(0b1000000 + 0o57) + '\144' + chr(101))(chr(4615 - 4498) + chr(116) + chr(3823 - 3721) + chr(0b101101) + '\070'))([QYodcsDtoGq7, ixNx9Lw_1grO[QYodcsDtoGq7]]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) for kIMfkyypPTcC in unFw4B5pa4XN: if roI3spqORKae(aoTc4YA2bs2R, roI3spqORKae(ES5oEprVxulp(b'\x8cp\xce\xd6?\x9bT\xe2\xf3@\xa2\x9f'), chr(0b1100100) + '\145' + chr(0b10 + 0o141) + '\x6f' + chr(0b1100100) + chr(2088 - 1987))('\165' + chr(116) + '\146' + chr(0b101101) + '\070'))(roI3spqORKae(ES5oEprVxulp(b'\xba@\xc7\xb4o\xac\x13\xaf'), chr(0b1100100) + chr(101) + chr(0b1100011) + chr(0b1101111) + '\144' + '\x65')(chr(117) + chr(0b1101110 + 0o6) + chr(0b1000100 + 0o42) + chr(731 - 686) + chr(2128 - 2072)), kIMfkyypPTcC): TvT0D2rIGW5A = H85kWlkpHR8B(kIMfkyypPTcC, lazy=nzTpIcepk0o8(chr(48) + '\157' + chr(48), 1581 - 1573), bitshares_instance=PVjcU1K_3aBJ.WISsutEPx0E3) h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\xaf~\x8e'), chr(100) + '\145' + '\x63' + chr(2950 - 2839) + chr(100) + chr(4164 - 4063))(chr(0b1010 + 0o153) + chr(116) + chr(0b1100110) + chr(379 - 334) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\xb2z\x9b\xec3'), chr(7686 - 7586) + '\145' + chr(0b1100011) + chr(111) + chr(100) + chr(101))('\x75' + '\x74' + chr(0b1100110) + '\x2d' + chr(0b111000))]] for QYodcsDtoGq7 in V3OlOVg98A85(TvT0D2rIGW5A): uV9iBiw0y_Mp = TvT0D2rIGW5A[QYodcsDtoGq7] if QYodcsDtoGq7 == roI3spqORKae(ES5oEprVxulp(b'\x90i\x96\xf7%\x90Z\xff\xd9p\xb6\xad'), chr(0b1011010 + 0o12) + chr(101) + chr(0b1100011) + '\x6f' + '\x64' + chr(0b11001 + 0o114))(chr(0b1110101) + chr(0b10011 + 0o141) + chr(3680 - 3578) + '\055' + chr(0b110000 + 0o10)): uV9iBiw0y_Mp = lhiXiUczf7r_(uV9iBiw0y_Mp) roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xacO\xa4\xad.\x96~\xe4\xdap\x8d\xeb'), chr(0b1010001 + 0o23) + chr(0b111111 + 0o46) + chr(7471 - 7372) + chr(0b1101111) + chr(100) + '\x65')('\x75' + '\164' + chr(6458 - 6356) + chr(45) + chr(1049 - 993)))([QYodcsDtoGq7, uV9iBiw0y_Mp]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) elif roI3spqORKae(aoTc4YA2bs2R, roI3spqORKae(ES5oEprVxulp(b'\x8cp\xce\xd6?\x9bT\xe2\xf3@\xa2\x9f'), chr(0b1100100) + chr(7848 - 7747) + '\x63' + chr(111) + chr(0b100111 + 0o75) + '\145')(chr(674 - 557) + '\x74' + '\x66' + '\x2d' + '\070'))(roI3spqORKae(ES5oEprVxulp(b'\xbaG\x93\xb3\n\xdfe\xef\x9aC\xf6\x82\xb2Jp'), chr(100) + '\x65' + '\x63' + chr(0b1001000 + 0o47) + chr(0b100100 + 0o100) + chr(748 - 647))(chr(0b1110101) + chr(116) + '\146' + chr(265 - 220) + chr(56)), kIMfkyypPTcC): FfKOThdpoDTb = PVjcU1K_3aBJ.bitshares.rpc.get_object(kIMfkyypPTcC) if FfKOThdpoDTb: h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\xaf~\x8e'), chr(0b11011 + 0o111) + chr(0b1100101) + '\143' + chr(111) + '\144' + chr(0b100100 + 0o101))(chr(0b1010111 + 0o36) + '\164' + chr(102) + chr(0b101000 + 0o5) + chr(3132 - 3076)), roI3spqORKae(ES5oEprVxulp(b'\xb2z\x9b\xec3'), chr(0b1001100 + 0o30) + chr(101) + chr(0b1000000 + 0o43) + chr(11045 - 10934) + '\x64' + chr(4229 - 4128))('\x75' + '\164' + '\146' + chr(118 - 73) + chr(56))]] for QYodcsDtoGq7 in V3OlOVg98A85(FfKOThdpoDTb): uV9iBiw0y_Mp = FfKOThdpoDTb[QYodcsDtoGq7] if suIjIS24Zkqw(uV9iBiw0y_Mp, znjnJWK64FDT) or suIjIS24Zkqw(uV9iBiw0y_Mp, H4NoA26ON7iG): uV9iBiw0y_Mp = lhiXiUczf7r_(uV9iBiw0y_Mp) roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xacO\xa4\xad.\x96~\xe4\xdap\x8d\xeb'), chr(100) + chr(0b1100101) + '\143' + '\157' + chr(4128 - 4028) + '\x65')(chr(0b1010111 + 0o36) + '\x74' + chr(3796 - 3694) + '\x2d' + chr(56)))([QYodcsDtoGq7, uV9iBiw0y_Mp]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) else: EsZ1lLZyyr6n(roI3spqORKae(ES5oEprVxulp(b'\xaby\x9d\xfc5\x85\x19\xae\xc3?\xad\xb0\xbd\x0e;\xd8\x02'), chr(0b1100100) + '\145' + chr(3436 - 3337) + '\x6f' + chr(0b10 + 0o142) + '\145')(chr(117) + chr(0b1110100) + chr(102) + chr(0b101100 + 0o1) + '\070') % kIMfkyypPTcC, roI3spqORKae(ES5oEprVxulp(b'\x93z\x85\xf7?\x9f^'), chr(0b1100100) + '\145' + chr(3585 - 3486) + chr(0b100101 + 0o112) + '\x64' + chr(0b10100 + 0o121))(chr(11066 - 10949) + chr(1637 - 1521) + '\x66' + chr(0b100 + 0o51) + chr(974 - 918))) elif roI3spqORKae(kIMfkyypPTcC, roI3spqORKae(ES5oEprVxulp(b'\x8dj\xc6\xf4\x18\xbc\\\xed\xd2.\x82\xba'), chr(0b1100100) + chr(0b1100101) + chr(9040 - 8941) + chr(7398 - 7287) + '\x64' + '\x65')(chr(0b10110 + 0o137) + '\x74' + '\146' + '\055' + '\070'))() == kIMfkyypPTcC and roI3spqORKae(aoTc4YA2bs2R, roI3spqORKae(ES5oEprVxulp(b'\x8cp\xce\xd6?\x9bT\xe2\xf3@\xa2\x9f'), chr(100) + '\145' + chr(0b1100011) + chr(111) + '\x64' + '\145')(chr(117) + chr(116) + chr(0b10000 + 0o126) + '\x2d' + chr(0b111000)))(roI3spqORKae(ES5oEprVxulp(b'\xba@\xb6\xb4\x0c\xad\x17\xd6\x9a;'), chr(0b1100100) + '\145' + '\x63' + chr(3231 - 3120) + chr(0b1010 + 0o132) + chr(101))(chr(5797 - 5680) + '\x74' + '\146' + chr(0b10011 + 0o32) + chr(2535 - 2479)), kIMfkyypPTcC): FfKOThdpoDTb = GVnroqA5zeNC(kIMfkyypPTcC) h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\xaf~\x8e'), chr(0b1100100) + chr(0b101000 + 0o75) + '\x63' + '\157' + chr(100) + '\145')('\x75' + '\x74' + chr(6642 - 6540) + chr(0b1100 + 0o41) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\xb2z\x9b\xec3'), chr(7301 - 7201) + '\x65' + '\143' + chr(111) + chr(0b1100100) + '\x65')('\x75' + chr(0b1110100) + '\x66' + chr(0b101101) + chr(297 - 241))]] for QYodcsDtoGq7 in V3OlOVg98A85(FfKOThdpoDTb): uV9iBiw0y_Mp = FfKOThdpoDTb[QYodcsDtoGq7] if suIjIS24Zkqw(uV9iBiw0y_Mp, znjnJWK64FDT): uV9iBiw0y_Mp = lhiXiUczf7r_(uV9iBiw0y_Mp) roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xacO\xa4\xad.\x96~\xe4\xdap\x8d\xeb'), chr(982 - 882) + '\145' + '\143' + '\x6f' + chr(100) + chr(0b1100101))('\x75' + chr(988 - 872) + chr(0b1100110) + chr(0b100111 + 0o6) + '\x38'))([QYodcsDtoGq7, uV9iBiw0y_Mp]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) elif roI3spqORKae(aoTc4YA2bs2R, roI3spqORKae(ES5oEprVxulp(b'\x8cp\xce\xd6?\x9bT\xe2\xf3@\xa2\x9f'), '\x64' + '\x65' + '\x63' + '\x6f' + chr(0b1100100) + chr(1484 - 1383))('\165' + '\x74' + '\x66' + chr(45) + '\070'))(roI3spqORKae(ES5oEprVxulp(b'\xbaY\xa3\xcax\x8a\r\xb3\x9c*\xed\xa3\xf2'), chr(100) + '\145' + chr(99) + chr(111) + chr(100) + chr(0b1100101))(chr(0b101100 + 0o111) + chr(116) + '\x66' + chr(442 - 397) + '\x38'), kIMfkyypPTcC): a9n0DG9OW7xl = PVjcU1K_3aBJ.bitshares.wallet.getAccountFromPublicKey(kIMfkyypPTcC) if a9n0DG9OW7xl: h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\xa5x\x94\xf6#\x9fM'), chr(4487 - 4387) + chr(0b100100 + 0o101) + chr(2372 - 2273) + chr(0b1001 + 0o146) + chr(0b1100100) + chr(0b1100101))('\x75' + chr(0b1110100) + chr(0b1100110) + chr(0b111 + 0o46) + chr(0b100100 + 0o24))]] roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xacO\xa4\xad.\x96~\xe4\xdap\x8d\xeb'), '\144' + chr(7643 - 7542) + chr(3505 - 3406) + chr(7014 - 6903) + chr(100) + '\x65')(chr(3952 - 3835) + chr(0b1110100) + '\x66' + chr(0b101001 + 0o4) + chr(56)))([a9n0DG9OW7xl]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) else: EsZ1lLZyyr6n(roI3spqORKae(ES5oEprVxulp(b'\xb4n\x95\xf5?\x92\x19\xc0\xd5f\xf8\xb0\xb9\x14t\xc4\x02cQ\xb9\xc3\x12\xa5\xb6'), chr(100) + '\145' + chr(0b10101 + 0o116) + chr(1802 - 1691) + '\x64' + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(6033 - 5931) + chr(0b101101) + chr(1133 - 1077)) % kIMfkyypPTcC, roI3spqORKae(ES5oEprVxulp(b'\x93z\x85\xf7?\x9f^'), chr(0b1100100) + chr(0b1100101) + chr(4688 - 4589) + chr(9527 - 9416) + '\144' + chr(0b1100101))(chr(0b1001010 + 0o53) + chr(116) + '\x66' + chr(519 - 474) + '\x38')) elif roI3spqORKae(aoTc4YA2bs2R, roI3spqORKae(ES5oEprVxulp(b'\x8cp\xce\xd6?\x9bT\xe2\xf3@\xa2\x9f'), chr(0b1100100) + chr(101) + '\x63' + chr(7839 - 7728) + chr(0b1100100) + chr(0b101 + 0o140))(chr(0b11001 + 0o134) + chr(0b1110100) + chr(4877 - 4775) + '\x2d' + chr(359 - 303)))(roI3spqORKae(ES5oEprVxulp(b'\xba@\x96\xb4,\xb0\x14\xd1\x802\xe1\x82\xfb<z\xf01w\x14\xfb\xcf\x06\xfd\xe1'), '\x64' + chr(0b1100101) + chr(0b11100 + 0o107) + chr(111) + chr(0b1100100) + '\145')(chr(7885 - 7768) + chr(0b1101000 + 0o14) + chr(0b1010011 + 0o23) + '\055' + chr(432 - 376)), kIMfkyypPTcC): a9n0DG9OW7xl = mbwDwh_fTVZZ(kIMfkyypPTcC, full=nzTpIcepk0o8('\x30' + chr(1889 - 1778) + chr(739 - 690), 0b1000)) if a9n0DG9OW7xl: h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\xaf~\x8e'), chr(100) + chr(101) + chr(0b1010001 + 0o22) + '\157' + chr(0b1010100 + 0o20) + chr(101))(chr(0b111010 + 0o73) + chr(1405 - 1289) + '\x66' + chr(0b101101) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\xb2z\x9b\xec3'), chr(0b1010100 + 0o20) + chr(0b1100101) + '\143' + '\x6f' + '\x64' + '\x65')('\x75' + chr(0b1110100) + chr(9535 - 9433) + chr(0b10111 + 0o26) + chr(2514 - 2458))]] for QYodcsDtoGq7 in V3OlOVg98A85(a9n0DG9OW7xl): uV9iBiw0y_Mp = a9n0DG9OW7xl[QYodcsDtoGq7] if suIjIS24Zkqw(uV9iBiw0y_Mp, znjnJWK64FDT) or suIjIS24Zkqw(uV9iBiw0y_Mp, H4NoA26ON7iG): uV9iBiw0y_Mp = lhiXiUczf7r_(uV9iBiw0y_Mp) roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xacO\xa4\xad.\x96~\xe4\xdap\x8d\xeb'), '\x64' + '\x65' + chr(0b1100010 + 0o1) + chr(0b1 + 0o156) + chr(6368 - 6268) + chr(101))(chr(0b1110011 + 0o2) + chr(4951 - 4835) + chr(0b1001110 + 0o30) + chr(0b101101) + '\070'))([QYodcsDtoGq7, uV9iBiw0y_Mp]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) else: EsZ1lLZyyr6n(roI3spqORKae(ES5oEprVxulp(b'\xa5x\x94\xf6#\x9fM\xab\x95l\xf8\xab\xb8\x0b:\xc0\x1bb'), chr(0b1100100) + chr(101) + chr(99) + chr(111) + '\144' + chr(0b101100 + 0o71))(chr(0b1110 + 0o147) + chr(116) + chr(102) + '\x2d' + chr(950 - 894)) % kIMfkyypPTcC, roI3spqORKae(ES5oEprVxulp(b'\x93z\x85\xf7?\x9f^'), chr(618 - 518) + chr(2389 - 2288) + chr(99) + '\157' + '\x64' + '\x65')(chr(3387 - 3270) + chr(116) + chr(8211 - 8109) + '\055' + '\x38')) elif roI3spqORKae(ES5oEprVxulp(b'\xde'), chr(0b1010101 + 0o17) + '\145' + chr(0b1011110 + 0o5) + '\157' + '\x64' + chr(101))('\x75' + '\164' + chr(102) + '\055' + '\x38') in kIMfkyypPTcC: KxXZp7nL1WqQ = PVjcU1K_3aBJ.bitshares.rpc.lookup_vote_ids([kIMfkyypPTcC])[nzTpIcepk0o8('\060' + chr(0b1011001 + 0o26) + '\060', 8)] if KxXZp7nL1WqQ: h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\xaf~\x8e'), '\144' + chr(0b1100101 + 0o0) + chr(0b1010001 + 0o22) + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(117) + chr(4004 - 3888) + '\146' + chr(0b0 + 0o55) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\xb2z\x9b\xec3'), chr(100) + '\145' + '\143' + '\157' + chr(8171 - 8071) + chr(0b1100101))(chr(3251 - 3134) + chr(3719 - 3603) + chr(9751 - 9649) + chr(45) + chr(0b111000))]] for QYodcsDtoGq7 in V3OlOVg98A85(KxXZp7nL1WqQ): uV9iBiw0y_Mp = KxXZp7nL1WqQ[QYodcsDtoGq7] if suIjIS24Zkqw(uV9iBiw0y_Mp, znjnJWK64FDT) or suIjIS24Zkqw(uV9iBiw0y_Mp, H4NoA26ON7iG): uV9iBiw0y_Mp = lhiXiUczf7r_(uV9iBiw0y_Mp) roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xacO\xa4\xad.\x96~\xe4\xdap\x8d\xeb'), '\144' + '\145' + chr(0b10010 + 0o121) + chr(0b1000100 + 0o53) + '\x64' + chr(0b10010 + 0o123))(chr(0b1110101) + chr(0b1110100) + chr(3704 - 3602) + '\x2d' + chr(0b111000)))([QYodcsDtoGq7, uV9iBiw0y_Mp]) Kmv7LB1XrgEv(h3Vc_4wxEbgd) else: EsZ1lLZyyr6n(roI3spqORKae(ES5oEprVxulp(b'\x92t\x83\xfc?\x95\x19\xae\xc3?\xad\xb0\xbd\x0e;\xd8\x02'), chr(0b1100100) + chr(0b1100101) + '\x63' + '\x6f' + chr(0b1011000 + 0o14) + chr(0b1100101))(chr(0b101101 + 0o110) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(2686 - 2630)) % kIMfkyypPTcC, roI3spqORKae(ES5oEprVxulp(b'\x93z\x85\xf7?\x9f^'), chr(100) + chr(0b1100101) + chr(99) + chr(0b1101111) + chr(100) + chr(5081 - 4980))(chr(117) + '\164' + chr(102) + chr(0b101101) + '\x38')) else: EsZ1lLZyyr6n(roI3spqORKae(ES5oEprVxulp(b'\xa7t\x82\xf52\x9f\x1e\xff\x90v\xbc\xbb\xb8\x14=\xc9\x15,I\xb5\x93W\xe3\xb1\xe3\xca\xd8l\x81,\x7f\xf2'), '\x64' + chr(0b1100101) + '\143' + chr(0b1101111) + '\144' + chr(101))('\165' + chr(3804 - 3688) + chr(0b1100110) + chr(0b101101) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\x93z\x85\xf7?\x9f^'), chr(0b1100100) + '\145' + chr(0b1100011) + '\157' + chr(0b110 + 0o136) + chr(0b100000 + 0o105))(chr(0b1110101) + chr(0b1110100) + chr(0b1010101 + 0o21) + '\055' + '\070'))
bitshares/uptick
uptick/info.py
fees
def fees(ctx, currency): """ List fees """ from bitsharesbase.operationids import getOperationNameForId from bitshares.market import Market market = Market("%s:%s" % (currency, "BTS")) ticker = market.ticker() if "quoteSettlement_price" in ticker: price = ticker.get("quoteSettlement_price") else: price = ticker.get("latest", 0) price.invert() chain = Blockchain(bitshares_instance=ctx.bitshares) feesObj = chain.chainParameters().get("current_fees") fees = feesObj["parameters"] t = [["Operation", "Type", "Fee", currency]] for fee in fees: for f in fee[1]: t.append( [ highlight(getOperationNameForId(fee[0])), detail(f), detail( str(Amount({"amount": fee[1].get(f, 0), "asset_id": "1.3.0"})) ), detail( str( price * Amount({"amount": fee[1].get(f, 0), "asset_id": "1.3.0"}) ) ), ] ) print_table(t)
python
def fees(ctx, currency): """ List fees """ from bitsharesbase.operationids import getOperationNameForId from bitshares.market import Market market = Market("%s:%s" % (currency, "BTS")) ticker = market.ticker() if "quoteSettlement_price" in ticker: price = ticker.get("quoteSettlement_price") else: price = ticker.get("latest", 0) price.invert() chain = Blockchain(bitshares_instance=ctx.bitshares) feesObj = chain.chainParameters().get("current_fees") fees = feesObj["parameters"] t = [["Operation", "Type", "Fee", currency]] for fee in fees: for f in fee[1]: t.append( [ highlight(getOperationNameForId(fee[0])), detail(f), detail( str(Amount({"amount": fee[1].get(f, 0), "asset_id": "1.3.0"})) ), detail( str( price * Amount({"amount": fee[1].get(f, 0), "asset_id": "1.3.0"}) ) ), ] ) print_table(t)
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List fees
[ "List", "fees" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/info.py#L110-L147
train
List fees in a single market
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(321 - 273) + chr(4256 - 4145) + chr(0b110001) + chr(0b100011 + 0o20) + chr(53), ord("\x08")), nzTpIcepk0o8('\060' + chr(268 - 157) + '\x35', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b11010 + 0o125) + '\x35' + chr(0b110011), 0o10), nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(0b10111 + 0o130) + chr(51) + chr(49) + chr(0b110110), 32405 - 32397), nzTpIcepk0o8('\060' + '\157' + '\063' + chr(0b110010) + chr(55), 48102 - 48094), nzTpIcepk0o8('\060' + chr(111) + '\x31' + chr(137 - 84) + chr(52), 0b1000), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b1101111) + '\x33' + '\064' + chr(1163 - 1114), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(53) + '\063', 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110010) + chr(0b110100) + chr(0b110010), 35087 - 35079), nzTpIcepk0o8('\060' + chr(111) + chr(51) + chr(51) + chr(0b110100), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b101011 + 0o6) + chr(2669 - 2614) + '\x35', 9342 - 9334), nzTpIcepk0o8(chr(781 - 733) + chr(9838 - 9727) + chr(0b10110 + 0o33) + '\x32' + chr(0b10101 + 0o40), 19043 - 19035), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(537 - 486) + chr(0b11000 + 0o33) + chr(0b100110 + 0o16), 8), nzTpIcepk0o8('\x30' + chr(0b1101001 + 0o6) + chr(51) + chr(0b110000) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\063' + '\065' + chr(1523 - 1470), 0b1000), nzTpIcepk0o8(chr(0b1011 + 0o45) + '\x6f' + chr(0b1111 + 0o44) + chr(1290 - 1236) + chr(51), 0b1000), nzTpIcepk0o8('\x30' + chr(6269 - 6158) + chr(49) + chr(2587 - 2532) + chr(0b10 + 0o61), ord("\x08")), nzTpIcepk0o8(chr(2047 - 1999) + chr(111) + chr(0b100101 + 0o16) + chr(1166 - 1112) + '\x36', 3467 - 3459), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110111) + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(0b0 + 0o60) + '\x6f' + chr(2883 - 2829) + chr(50), 0o10), nzTpIcepk0o8(chr(48) + '\157' + '\063' + '\067' + '\x35', 38084 - 38076), nzTpIcepk0o8(chr(1823 - 1775) + chr(0b1101111) + chr(51) + chr(0b110100) + chr(0b100110 + 0o12), ord("\x08")), nzTpIcepk0o8(chr(1123 - 1075) + chr(0b1101111) + '\062' + chr(2173 - 2125) + chr(0b110010), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\x33' + chr(0b11010 + 0o34) + chr(0b1001 + 0o50), 0b1000), nzTpIcepk0o8(chr(1306 - 1258) + chr(9194 - 9083) + '\063' + chr(1441 - 1388) + chr(0b110010), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(2545 - 2490) + '\x34', 8), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + chr(0b110010 + 0o3) + chr(55), ord("\x08")), nzTpIcepk0o8(chr(0b101110 + 0o2) + '\157' + chr(0b10001 + 0o44) + chr(53), 1891 - 1883), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110001) + chr(0b101000 + 0o11) + chr(54), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b11101 + 0o122) + chr(0b110 + 0o55) + chr(48) + chr(1302 - 1250), 8), nzTpIcepk0o8('\060' + '\x6f' + chr(496 - 442) + '\060', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x33' + chr(54) + chr(48), 0o10), nzTpIcepk0o8(chr(1329 - 1281) + chr(2701 - 2590) + chr(0b110010) + '\x32' + '\x30', 51903 - 51895), nzTpIcepk0o8(chr(2216 - 2168) + '\x6f' + chr(696 - 645) + '\x37', 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b100110 + 0o15) + chr(0b110000) + chr(0b1110 + 0o47), 0o10), nzTpIcepk0o8(chr(0b1011 + 0o45) + '\157' + chr(50) + chr(0b1110 + 0o50) + chr(52), 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110011), ord("\x08")), nzTpIcepk0o8('\x30' + chr(8414 - 8303) + chr(49) + '\x35' + chr(50), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x31' + chr(48) + chr(0b110000), 654 - 646), nzTpIcepk0o8(chr(0b101111 + 0o1) + '\157' + '\061' + chr(1895 - 1847) + chr(55), ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + chr(602 - 491) + '\065' + chr(48), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b's'), '\x64' + '\145' + chr(0b101001 + 0o72) + '\x6f' + '\x64' + chr(101))('\x75' + chr(0b1110100) + chr(102) + '\x2d' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def DZETkbQ3RQx0(PVjcU1K_3aBJ, zRxh0_30Fcyp): (WeHKnRgSh3dY,) = (roI3spqORKae(roI3spqORKae(rFFUeiYWzOhx(roI3spqORKae(ES5oEprVxulp(b'?l_\xbd\xbf\r\x93N\xd1\xbe\x1c&\xb9\xea\x82\x83\x1e\x84]F\x94\x8f\xec\x98\x8eO'), chr(0b1100100) + chr(101) + chr(0b1100011) + chr(3773 - 3662) + '\x64' + chr(0b100100 + 0o101))('\165' + chr(116) + chr(0b11101 + 0o111) + chr(0b101101) + chr(56)), roI3spqORKae(ES5oEprVxulp(b':`_\x81\xa7\t\x93J\xd6\xb5\x12;\x92\xa5\x80\x96=\x99N{\x99'), chr(8712 - 8612) + chr(101) + '\x63' + '\157' + chr(8416 - 8316) + chr(0b1100000 + 0o5))(chr(0b1110101) + chr(0b1110100) + chr(0b1000000 + 0o46) + '\x2d' + chr(0b111000))), roI3spqORKae(ES5oEprVxulp(b'2uN\xbc\xb6\x18\x88D\xcc\xb5\x19&'), '\x64' + chr(101) + '\143' + chr(7872 - 7761) + chr(100) + chr(0b1010001 + 0o24))('\165' + '\164' + chr(6611 - 6509) + chr(0b101101) + chr(0b110110 + 0o2))), roI3spqORKae(ES5oEprVxulp(b':`_\x81\xa7\t\x93J\xd6\xb5\x12;\x92\xa5\x80\x96=\x99N{\x99'), chr(0b1100100) + '\x65' + chr(2599 - 2500) + chr(0b1101000 + 0o7) + chr(0b100010 + 0o102) + chr(0b1100101))(chr(1465 - 1348) + chr(0b1110100) + chr(0b111101 + 0o51) + chr(45) + chr(0b110000 + 0o10))),) (X8zh1xULVJeO,) = (roI3spqORKae(roI3spqORKae(rFFUeiYWzOhx(roI3spqORKae(ES5oEprVxulp(b'?l_\xbd\xbf\r\x93N\xd1\xf2\x104\xae\xaf\x88\x87'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(0b1101111) + chr(100) + '\x65')('\165' + '\x74' + chr(0b10011 + 0o123) + '\x2d' + '\070'), roI3spqORKae(ES5oEprVxulp(b'\x10dY\xa5\xb2\x18'), '\144' + chr(0b101000 + 0o75) + chr(0b1100011) + '\x6f' + chr(0b1100100) + '\x65')('\165' + '\x74' + chr(0b1100110) + '\x2d' + chr(56))), roI3spqORKae(ES5oEprVxulp(b'0dY\xa5\xb2\x18'), '\x64' + chr(6904 - 6803) + '\x63' + chr(0b100 + 0o153) + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(116) + '\146' + chr(0b101101) + chr(56))), roI3spqORKae(ES5oEprVxulp(b'\x10dY\xa5\xb2\x18'), chr(0b1100100) + chr(0b100000 + 0o105) + chr(0b111000 + 0o53) + chr(111) + chr(0b1100100) + chr(101))(chr(0b1110101) + chr(116) + '\x66' + chr(1899 - 1854) + chr(56))),) PSkANKapepE9 = X8zh1xULVJeO(roI3spqORKae(ES5oEprVxulp(b'xv\x11\xeb\xa4'), '\x64' + chr(701 - 600) + '\143' + chr(5805 - 5694) + chr(5615 - 5515) + '\145')(chr(3038 - 2921) + '\x74' + chr(2076 - 1974) + '\x2d' + chr(56)) % (zRxh0_30Fcyp, roI3spqORKae(ES5oEprVxulp(b'\x1fQx'), chr(0b1100100 + 0o0) + '\145' + chr(0b1100011 + 0o0) + '\157' + chr(100) + chr(0b1100101))(chr(0b1110101) + '\164' + chr(0b100011 + 0o103) + chr(228 - 183) + chr(695 - 639)))) U72nrDCRXSO1 = PSkANKapepE9.ticker() if roI3spqORKae(ES5oEprVxulp(b',pD\xba\xb2?\x84_\xd6\xb0\x188\xb9\xaa\x99\xac\x0b\x84UQ\x98'), chr(0b1100100) + chr(101) + chr(0b11001 + 0o112) + chr(0b1101111) + '\x64' + chr(0b110110 + 0o57))(chr(0b10101 + 0o140) + chr(116) + chr(300 - 198) + chr(1137 - 1092) + chr(2905 - 2849)) in U72nrDCRXSO1: Lh9Az4vDK1jx = U72nrDCRXSO1.GUKetu4xaGsJ(roI3spqORKae(ES5oEprVxulp(b',pD\xba\xb2?\x84_\xd6\xb0\x188\xb9\xaa\x99\xac\x0b\x84UQ\x98'), chr(4793 - 4693) + chr(101) + chr(0b1100011) + '\x6f' + chr(100) + chr(0b1100101))(chr(0b1001000 + 0o55) + '\164' + '\146' + chr(0b110 + 0o47) + chr(0b11110 + 0o32))) else: Lh9Az4vDK1jx = U72nrDCRXSO1.GUKetu4xaGsJ(roI3spqORKae(ES5oEprVxulp(b'1d_\xab\xa4\x18'), '\144' + '\x65' + chr(6166 - 6067) + chr(111) + chr(7154 - 7054) + '\145')('\165' + '\x74' + chr(3020 - 2918) + chr(745 - 700) + chr(2631 - 2575)), nzTpIcepk0o8(chr(1108 - 1060) + '\157' + chr(0b110000), 0o10)) roI3spqORKae(Lh9Az4vDK1jx, roI3spqORKae(ES5oEprVxulp(b'+I]\x97\xb4 \x8eg\xe5\xa9-9'), '\144' + chr(101) + chr(0b1100011) + chr(111) + '\x64' + '\x65')(chr(0b1110101) + '\164' + chr(0b1000011 + 0o43) + chr(0b101101) + chr(0b111000)))() oi0Ceb85lQXd = GLBvWIG6tDbZ(bitshares_instance=PVjcU1K_3aBJ.WISsutEPx0E3) _1M3RFRVsQOC = oi0Ceb85lQXd.chainParameters().GUKetu4xaGsJ(roI3spqORKae(ES5oEprVxulp(b'>pY\xbc\xb2\x02\x95t\xc4\xb9\x18&'), chr(0b1100100) + '\145' + chr(0b1100011) + '\157' + chr(100) + chr(0b1100101))(chr(7686 - 7569) + '\x74' + chr(102) + '\055' + chr(0b111000))) DZETkbQ3RQx0 = _1M3RFRVsQOC[roI3spqORKae(ES5oEprVxulp(b'-dY\xaf\xba\t\x95N\xd0\xaf'), chr(100) + chr(1858 - 1757) + '\143' + '\157' + chr(100) + chr(0b1100101))('\x75' + chr(0b111000 + 0o74) + chr(0b1100110) + chr(0b11011 + 0o22) + chr(0b111000))] h3Vc_4wxEbgd = [[roI3spqORKae(ES5oEprVxulp(b'\x12uN\xbc\xb6\x18\x88D\xcc'), chr(0b110110 + 0o56) + '\145' + chr(6135 - 6036) + '\157' + '\x64' + '\x65')(chr(6223 - 6106) + chr(0b1100010 + 0o22) + chr(102) + chr(45) + chr(3044 - 2988)), roI3spqORKae(ES5oEprVxulp(b'\t|[\xab'), chr(686 - 586) + chr(8159 - 8058) + chr(3545 - 3446) + chr(111) + '\x64' + chr(0b1000101 + 0o40))(chr(0b1110101) + chr(116) + chr(0b1100110) + chr(0b0 + 0o55) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x1b`N'), chr(100) + '\x65' + '\143' + chr(11502 - 11391) + chr(0b11010 + 0o112) + chr(6130 - 6029))(chr(9342 - 9225) + '\x74' + chr(0b1100110) + chr(1731 - 1686) + '\x38'), zRxh0_30Fcyp]] for wOYeyEQnxlQD in DZETkbQ3RQx0: for _R8IKF5IwAfX in wOYeyEQnxlQD[nzTpIcepk0o8(chr(0b110000) + '\157' + '\061', ord("\x08"))]: roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\x15Qx\xfa\xaf\x0b\xa6D\xc8\xb3(`'), chr(5350 - 5250) + chr(8732 - 8631) + chr(99) + '\157' + '\144' + chr(101))('\x75' + chr(116) + chr(102) + chr(45) + chr(56)))([tfi4xdPoz0yA(WeHKnRgSh3dY(wOYeyEQnxlQD[nzTpIcepk0o8(chr(48) + '\157' + chr(48), 8)])), cLmhJQC1vnQ6(_R8IKF5IwAfX), cLmhJQC1vnQ6(N9zlRy29S1SS(RE2wMAJOy97d({roI3spqORKae(ES5oEprVxulp(b'<hD\xbb\xb9\x18'), chr(9683 - 9583) + chr(2213 - 2112) + chr(0b1100011) + chr(0b1001001 + 0o46) + chr(0b10011 + 0o121) + chr(0b1010011 + 0o22))('\x75' + chr(116) + chr(2944 - 2842) + '\x2d' + chr(648 - 592)): roI3spqORKae(wOYeyEQnxlQD[nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001), 8)], roI3spqORKae(ES5oEprVxulp(b'\x1aP`\xab\xa3\x19\xd5S\xc3\x9b\x0e\x1f'), chr(0b1001011 + 0o31) + chr(0b10101 + 0o120) + chr(0b1100011) + chr(11889 - 11778) + chr(7199 - 7099) + chr(0b1100101))('\x75' + chr(0b1110100) + '\x66' + '\x2d' + '\070'))(_R8IKF5IwAfX, nzTpIcepk0o8('\060' + '\x6f' + '\x30', 8)), roI3spqORKae(ES5oEprVxulp(b'<vX\xab\xa33\x88O'), chr(0b101010 + 0o72) + '\145' + chr(8611 - 8512) + chr(0b1101011 + 0o4) + '\144' + chr(3390 - 3289))(chr(8463 - 8346) + chr(6441 - 6325) + chr(0b10100 + 0o122) + chr(0b1011 + 0o42) + '\070'): roI3spqORKae(ES5oEprVxulp(b'l+\x18\xe0\xe7'), chr(0b1100100) + '\x65' + chr(0b1100011) + chr(111) + '\x64' + chr(101))('\x75' + chr(116) + chr(0b100100 + 0o102) + chr(45) + chr(0b100010 + 0o26))}))), cLmhJQC1vnQ6(N9zlRy29S1SS(Lh9Az4vDK1jx * RE2wMAJOy97d({roI3spqORKae(ES5oEprVxulp(b'<hD\xbb\xb9\x18'), '\x64' + chr(0b100100 + 0o101) + chr(0b1100011) + chr(1089 - 978) + chr(9913 - 9813) + chr(5126 - 5025))(chr(0b1100101 + 0o20) + '\164' + chr(0b1100110) + chr(580 - 535) + '\070'): roI3spqORKae(wOYeyEQnxlQD[nzTpIcepk0o8(chr(1110 - 1062) + chr(5138 - 5027) + '\061', 8)], roI3spqORKae(ES5oEprVxulp(b'\x1aP`\xab\xa3\x19\xd5S\xc3\x9b\x0e\x1f'), chr(100) + chr(4781 - 4680) + chr(99) + '\157' + chr(0b1100100) + '\145')(chr(0b1101111 + 0o6) + chr(0b111001 + 0o73) + '\146' + '\x2d' + chr(56)))(_R8IKF5IwAfX, nzTpIcepk0o8(chr(48) + chr(3304 - 3193) + chr(0b110000), 8)), roI3spqORKae(ES5oEprVxulp(b'<vX\xab\xa33\x88O'), chr(0b1010000 + 0o24) + chr(401 - 300) + chr(0b1100011) + chr(0b1101111) + chr(100) + chr(0b1100000 + 0o5))(chr(0b1110101) + chr(0b1110100) + chr(102) + chr(0b1 + 0o54) + chr(0b111000)): roI3spqORKae(ES5oEprVxulp(b'l+\x18\xe0\xe7'), '\x64' + '\145' + '\x63' + '\x6f' + chr(100) + chr(101))(chr(117) + chr(116) + chr(0b1100110) + chr(45) + chr(0b10101 + 0o43))})))]) Kmv7LB1XrgEv(h3Vc_4wxEbgd)
bitshares/uptick
uptick/htlc.py
create
def create(ctx, to, amount, symbol, secret, hash, account, expiration): """ Create an HTLC contract """ ctx.blockchain.blocking = True tx = ctx.blockchain.htlc_create( Amount(amount, symbol), to, secret, hash_type=hash, expiration=expiration, account=account, ) tx.pop("trx", None) print_tx(tx) results = tx.get("operation_results", {}) if results: htlc_id = results[0][1] print("Your htlc_id is: {}".format(htlc_id))
python
def create(ctx, to, amount, symbol, secret, hash, account, expiration): """ Create an HTLC contract """ ctx.blockchain.blocking = True tx = ctx.blockchain.htlc_create( Amount(amount, symbol), to, secret, hash_type=hash, expiration=expiration, account=account, ) tx.pop("trx", None) print_tx(tx) results = tx.get("operation_results", {}) if results: htlc_id = results[0][1] print("Your htlc_id is: {}".format(htlc_id))
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Create an HTLC contract
[ "Create", "an", "HTLC", "contract" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/htlc.py#L28-L45
train
Create an HTLC contract
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(0b1000 + 0o147) + chr(1487 - 1438) + chr(0b1011 + 0o45) + chr(1982 - 1930), 39835 - 39827), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(0b101011 + 0o104) + '\061' + chr(0b110101), 0o10), nzTpIcepk0o8(chr(885 - 837) + chr(8031 - 7920) + '\x31' + chr(50) + chr(49), 28907 - 28899), nzTpIcepk0o8('\x30' + '\157' + '\x32' + chr(0b1000 + 0o52) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(0b1010 + 0o46) + chr(8850 - 8739) + chr(0b101101 + 0o4) + chr(793 - 744) + chr(1275 - 1226), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(54) + chr(0b110111), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + '\x32' + chr(144 - 94) + chr(0b10001 + 0o43), ord("\x08")), nzTpIcepk0o8(chr(48) + '\x6f' + chr(2594 - 2541) + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b101101 + 0o6) + chr(0b10010 + 0o36) + chr(54), 4565 - 4557), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + '\061' + '\066', 61247 - 61239), nzTpIcepk0o8(chr(944 - 896) + chr(1686 - 1575) + chr(0b101100 + 0o6) + chr(0b110001 + 0o1) + chr(0b10101 + 0o42), 0o10), nzTpIcepk0o8(chr(1028 - 980) + chr(111) + '\x31' + chr(0b1111 + 0o41) + '\064', 8), nzTpIcepk0o8('\060' + '\157' + '\x31' + '\x33' + '\x35', 0o10), nzTpIcepk0o8('\060' + chr(12136 - 12025) + '\061' + chr(0b110001) + chr(819 - 769), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(50) + '\066' + chr(54), ord("\x08")), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(7433 - 7322) + chr(0b10100 + 0o37) + chr(0b110010) + chr(0b101100 + 0o7), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\064' + '\062', 0o10), nzTpIcepk0o8('\x30' + chr(5633 - 5522) + '\061' + '\x32' + '\063', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + '\x37' + '\x35', 0o10), nzTpIcepk0o8(chr(0b10001 + 0o37) + '\x6f' + '\062' + chr(0b110111) + '\061', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(8670 - 8559) + chr(0b110000 + 0o2) + chr(49) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b110010 + 0o75) + '\062' + '\063' + chr(53), ord("\x08")), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(0b1101111) + chr(50) + chr(53) + chr(0b110100 + 0o1), 19465 - 19457), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(1111 - 1061) + chr(0b101100 + 0o10) + chr(0b10001 + 0o42), 0b1000), nzTpIcepk0o8(chr(0b1010 + 0o46) + '\x6f' + chr(0b110 + 0o53) + chr(844 - 796) + '\064', 8), nzTpIcepk0o8('\060' + chr(8783 - 8672) + chr(341 - 292) + chr(2020 - 1966) + chr(52), 58791 - 58783), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(111) + chr(54) + chr(50), 24229 - 24221), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(51) + '\065' + chr(50), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(51) + chr(481 - 429) + chr(0b101101 + 0o3), 4361 - 4353), nzTpIcepk0o8(chr(0b110000) + '\157' + '\061' + chr(54) + chr(0b110001 + 0o2), 0b1000), nzTpIcepk0o8('\060' + chr(111) + '\x32' + chr(194 - 142) + '\062', 0o10), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(111) + chr(1930 - 1880) + chr(49) + chr(1809 - 1761), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b10000 + 0o41) + chr(49) + chr(0b110001), 8), nzTpIcepk0o8(chr(0b110000) + chr(1541 - 1430) + chr(0b1100 + 0o51) + chr(0b110010), 8), nzTpIcepk0o8(chr(48) + '\x6f' + '\065' + chr(0b110000 + 0o6), 43935 - 43927), nzTpIcepk0o8('\x30' + chr(2198 - 2087) + '\x32' + chr(55) + '\x34', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b1110 + 0o45) + chr(50) + chr(0b100000 + 0o23), 8), nzTpIcepk0o8(chr(48) + '\157' + '\063' + '\x31' + chr(51), 0b1000), nzTpIcepk0o8('\060' + chr(0b1001 + 0o146) + chr(1178 - 1129) + '\064' + chr(376 - 321), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(51) + chr(1613 - 1561) + '\064', ord("\x08"))][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b10100 + 0o133) + '\x35' + '\x30', ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'j'), '\x64' + chr(8068 - 7967) + chr(0b101010 + 0o71) + '\x6f' + '\x64' + chr(0b101010 + 0o73))(chr(10134 - 10017) + chr(0b1110100) + '\146' + '\x2d' + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def uTw5CPPMOlxD(PVjcU1K_3aBJ, XH6QLZDN5K8C, WwJhdr7TpaLo, hQqiJQuqI0BH, _9ox6JQizR7a, dMJNtLk2mncQ, a9n0DG9OW7xl, nASTDxm8_tEj): PVjcU1K_3aBJ.blockchain.F0JIxRFcNlVC = nzTpIcepk0o8(chr(0b111 + 0o51) + chr(4120 - 4009) + '\x31', 0b1000) L1XUDGNrDyiW = PVjcU1K_3aBJ.blockchain.htlc_create(RE2wMAJOy97d(WwJhdr7TpaLo, hQqiJQuqI0BH), XH6QLZDN5K8C, _9ox6JQizR7a, hash_type=dMJNtLk2mncQ, expiration=nASTDxm8_tEj, account=a9n0DG9OW7xl) roI3spqORKae(L1XUDGNrDyiW, roI3spqORKae(ES5oEprVxulp(b'1N\x0e\xc9&N\xf6R\xf1\x84\xa7\r'), chr(0b1001010 + 0o32) + '\x65' + chr(2242 - 2143) + chr(0b1101111) + chr(1782 - 1682) + chr(101))(chr(0b1110101) + chr(116) + chr(4371 - 4269) + chr(0b10100 + 0o31) + '\x38'))(roI3spqORKae(ES5oEprVxulp(b'0\x7f)'), '\144' + '\145' + '\143' + '\x6f' + '\144' + chr(101))(chr(0b1110101) + chr(0b101011 + 0o111) + '\x66' + '\x2d' + chr(56)), None) v9PhCwnaJ7Fx(L1XUDGNrDyiW) v3B6eeO_B_ws = L1XUDGNrDyiW.GUKetu4xaGsJ(roI3spqORKae(ES5oEprVxulp(b'+}4\xe2(C\xfdE\xa8\x91\xe5!.?\xda\xa7Q'), '\x64' + chr(0b10111 + 0o116) + chr(0b110001 + 0o62) + '\x6f' + chr(0b110 + 0o136) + chr(0b1100101))('\165' + '\164' + '\x66' + '\055' + chr(0b111000)), {}) if v3B6eeO_B_ws: DJ8EKOFzjfvX = v3B6eeO_B_ws[nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x30', 0b1000)][nzTpIcepk0o8(chr(48) + chr(11600 - 11489) + '\x31', 8)] v8jsMqaYV6U2(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\x1db$\xe2i_\xe0F\xa5\x91\xfe }#\xc5\xe9\x02(@'), chr(100) + chr(3580 - 3479) + '\143' + chr(0b1001100 + 0o43) + chr(0b1100100) + chr(101))('\x75' + '\164' + chr(9975 - 9873) + chr(45) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'5>b\xdb\x0e\x04\xf2E\x97\x91\xd4\x0e'), chr(0b1100100) + '\145' + chr(6254 - 6155) + chr(7049 - 6938) + '\x64' + chr(1552 - 1451))(chr(8815 - 8698) + '\x74' + '\146' + chr(0b101101) + chr(0b100011 + 0o25)))(DJ8EKOFzjfvX))
bitshares/uptick
uptick/htlc.py
redeem
def redeem(ctx, htlc_id, secret, account): """ Redeem an HTLC contract """ print_tx(ctx.blockchain.htlc_redeem(htlc_id, secret, account=account))
python
def redeem(ctx, htlc_id, secret, account): """ Redeem an HTLC contract """ print_tx(ctx.blockchain.htlc_redeem(htlc_id, secret, account=account))
[ "def", "redeem", "(", "ctx", ",", "htlc_id", ",", "secret", ",", "account", ")", ":", "print_tx", "(", "ctx", ".", "blockchain", ".", "htlc_redeem", "(", "htlc_id", ",", "secret", ",", "account", "=", "account", ")", ")" ]
Redeem an HTLC contract
[ "Redeem", "an", "HTLC", "contract" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/htlc.py#L57-L60
train
Redeem an HTLC
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b101110 + 0o4) + chr(0b101110 + 0o7) + '\063', 47456 - 47448), nzTpIcepk0o8(chr(1479 - 1431) + '\157' + '\x33' + chr(2697 - 2643) + chr(55), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(54) + '\061', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b10001 + 0o42) + chr(0b110100) + '\x32', 0b1000), nzTpIcepk0o8(chr(217 - 169) + '\157' + chr(2071 - 2020) + chr(1103 - 1048) + chr(1278 - 1224), 0b1000), nzTpIcepk0o8(chr(0b10 + 0o56) + chr(111) + chr(1866 - 1815) + chr(0b10100 + 0o36) + '\x33', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\x32' + chr(0b110000) + '\x33', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1110 + 0o141) + chr(0b1001 + 0o50) + '\x36' + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(292 - 244) + '\157' + '\x37' + '\x33', ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b1000 + 0o51) + chr(683 - 633) + '\x32', 0b1000), nzTpIcepk0o8(chr(1058 - 1010) + '\157' + '\x31' + chr(0b10 + 0o61) + '\x34', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b100001 + 0o22) + chr(0b110010 + 0o4) + chr(0b110100), 55799 - 55791), nzTpIcepk0o8(chr(1230 - 1182) + chr(0b1101111) + chr(51) + chr(2037 - 1989) + chr(52), 0b1000), nzTpIcepk0o8(chr(2117 - 2069) + '\x6f' + chr(0b110011) + chr(53) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(1342 - 1294) + chr(0b1101100 + 0o3) + '\x33' + '\061', 0o10), nzTpIcepk0o8(chr(0b1110 + 0o42) + '\157' + '\x32' + chr(51) + '\064', 0b1000), nzTpIcepk0o8('\060' + chr(7218 - 7107) + chr(0b110001) + chr(0b110001) + chr(719 - 667), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + '\x33' + chr(0b10111 + 0o32) + '\x32', 7534 - 7526), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(1367 - 1318) + chr(0b10011 + 0o35), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(660 - 608) + chr(1566 - 1514), 0o10), nzTpIcepk0o8(chr(883 - 835) + chr(0b10111 + 0o130) + '\x35' + '\067', 0b1000), nzTpIcepk0o8(chr(0b10111 + 0o31) + chr(0b1101111) + chr(0b11010 + 0o30) + chr(0b110001) + chr(0b110110), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + '\063' + chr(0b110000) + chr(0b110100), 8), nzTpIcepk0o8('\060' + '\157' + chr(0b110100), 0o10), nzTpIcepk0o8(chr(1653 - 1605) + chr(0b1101111) + chr(50) + chr(49) + '\067', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + '\x35', 0o10), nzTpIcepk0o8('\060' + chr(0b11100 + 0o123) + '\062' + '\x35' + chr(183 - 130), 32701 - 32693), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1827 - 1778) + '\061' + chr(0b110111), 8133 - 8125), nzTpIcepk0o8(chr(0b100101 + 0o13) + chr(0b10000 + 0o137) + '\x31' + chr(0b110110) + chr(965 - 914), 8), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(246 - 194) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b1110 + 0o42) + chr(0b1101111) + chr(0b100000 + 0o21) + chr(2858 - 2804), 0o10), nzTpIcepk0o8('\060' + chr(10330 - 10219) + chr(0b110010) + '\x36', 28991 - 28983), nzTpIcepk0o8('\060' + chr(0b1001101 + 0o42) + chr(0b1111 + 0o44) + chr(0b110101) + chr(0b10101 + 0o36), 0o10), nzTpIcepk0o8(chr(1623 - 1575) + '\x6f' + '\066', 43045 - 43037), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b11 + 0o60) + '\064' + '\x30', 0b1000), nzTpIcepk0o8(chr(1183 - 1135) + '\157' + chr(0b1001 + 0o51) + chr(0b110111) + chr(1862 - 1810), ord("\x08")), nzTpIcepk0o8(chr(2005 - 1957) + '\x6f' + chr(1500 - 1450) + chr(1387 - 1332) + chr(0b110011), 33163 - 33155), nzTpIcepk0o8(chr(0b0 + 0o60) + chr(111) + '\x33' + chr(1915 - 1867) + '\061', 40391 - 40383), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001) + '\061' + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(50) + chr(2495 - 2442) + chr(1231 - 1180), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + '\157' + chr(0b10011 + 0o42) + chr(614 - 566), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x85'), chr(0b1100100) + '\x65' + chr(4884 - 4785) + '\x6f' + chr(100) + chr(101))(chr(0b101000 + 0o115) + chr(1768 - 1652) + chr(0b1100110) + chr(0b101101) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def MXiYOCUItarg(PVjcU1K_3aBJ, DJ8EKOFzjfvX, _9ox6JQizR7a, a9n0DG9OW7xl): v9PhCwnaJ7Fx(roI3spqORKae(PVjcU1K_3aBJ.blockchain, roI3spqORKae(ES5oEprVxulp(b'\xc3\x83]\x81\xa1\xa1\xe6\x17^71'), '\144' + chr(0b1001101 + 0o30) + chr(99) + chr(111) + chr(8403 - 8303) + chr(0b11001 + 0o114))(chr(0b1110101) + '\164' + chr(5828 - 5726) + '\055' + '\x38'))(DJ8EKOFzjfvX, _9ox6JQizR7a, account=a9n0DG9OW7xl))
pasztorpisti/py-flags
src/flags.py
unique
def unique(flags_class): """ A decorator for flags classes to forbid flag aliases. """ if not is_flags_class_final(flags_class): raise TypeError('unique check can be applied only to flags classes that have members') if not flags_class.__member_aliases__: return flags_class aliases = ', '.join('%s -> %s' % (alias, name) for alias, name in flags_class.__member_aliases__.items()) raise ValueError('duplicate values found in %r: %s' % (flags_class, aliases))
python
def unique(flags_class): """ A decorator for flags classes to forbid flag aliases. """ if not is_flags_class_final(flags_class): raise TypeError('unique check can be applied only to flags classes that have members') if not flags_class.__member_aliases__: return flags_class aliases = ', '.join('%s -> %s' % (alias, name) for alias, name in flags_class.__member_aliases__.items()) raise ValueError('duplicate values found in %r: %s' % (flags_class, aliases))
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A decorator for flags classes to forbid flag aliases.
[ "A", "decorator", "for", "flags", "classes", "to", "forbid", "flag", "aliases", "." ]
bc48adb5edd7340ea1a686622d7993b4bcf4bfc2
https://github.com/pasztorpisti/py-flags/blob/bc48adb5edd7340ea1a686622d7993b4bcf4bfc2/src/flags.py#L26-L33
train
A decorator for flags classes to forbid flag aliases.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\060' + chr(0b1101111) + '\x34' + chr(2055 - 2006), 0b1000), nzTpIcepk0o8('\060' + chr(9990 - 9879) + chr(605 - 555) + chr(0b1111 + 0o46) + chr(115 - 60), 2313 - 2305), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(51) + chr(1824 - 1775) + chr(0b110010), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(2389 - 2278) + chr(1938 - 1889) + '\066' + '\x34', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(2091 - 2039) + chr(0b100011 + 0o17), 0o10), nzTpIcepk0o8(chr(1517 - 1469) + '\x6f' + chr(50) + '\x35' + '\060', 0o10), nzTpIcepk0o8('\x30' + '\x6f' + '\063' + chr(0b10010 + 0o45) + '\x31', ord("\x08")), nzTpIcepk0o8(chr(1454 - 1406) + chr(111) + chr(49) + chr(0b110101) + '\x34', 7886 - 7878), nzTpIcepk0o8(chr(48) + chr(3148 - 3037) + '\063' + chr(53) + '\x34', ord("\x08")), nzTpIcepk0o8(chr(491 - 443) + chr(0b1101111) + chr(0b11 + 0o57) + chr(0b110000) + chr(0b110011), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(1940 - 1829) + '\064' + chr(0b101000 + 0o13), ord("\x08")), nzTpIcepk0o8(chr(2266 - 2218) + '\157' + chr(50) + chr(54) + '\x33', 0o10), nzTpIcepk0o8(chr(1529 - 1481) + chr(0b110101 + 0o72) + chr(50) + chr(926 - 873), 0b1000), nzTpIcepk0o8(chr(501 - 453) + '\x6f' + chr(0b110110) + chr(458 - 407), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + '\066' + '\060', ord("\x08")), nzTpIcepk0o8(chr(1128 - 1080) + '\157' + chr(50) + chr(55) + chr(0b110001), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(0b10110 + 0o36) + chr(1079 - 1029), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1100 + 0o143) + chr(0b11100 + 0o32) + chr(1804 - 1753), 8), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x32' + chr(1200 - 1150) + '\x34', 24748 - 24740), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\063' + chr(0b110001) + chr(52), 0b1000), nzTpIcepk0o8('\x30' + chr(0b111010 + 0o65) + '\066' + chr(49), 54043 - 54035), nzTpIcepk0o8(chr(0b11011 + 0o25) + '\x6f' + chr(610 - 560) + chr(0b100110 + 0o20) + chr(0b1010 + 0o53), 24721 - 24713), nzTpIcepk0o8(chr(2014 - 1966) + '\x6f' + chr(2447 - 2397) + chr(0b101011 + 0o13) + chr(0b0 + 0o64), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(412 - 362) + '\x36', 39534 - 39526), nzTpIcepk0o8('\x30' + chr(3019 - 2908) + chr(53) + chr(0b10101 + 0o37), 15052 - 15044), nzTpIcepk0o8('\060' + chr(2820 - 2709) + chr(2590 - 2539) + chr(0b10011 + 0o36) + '\x37', 64854 - 64846), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(111) + '\x31' + chr(1005 - 955) + chr(0b100010 + 0o24), 0b1000), nzTpIcepk0o8('\x30' + chr(0b110011 + 0o74) + chr(0b11010 + 0o27) + chr(0b10001 + 0o46) + '\061', 35514 - 35506), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(3480 - 3369) + chr(0b110010) + '\x36' + chr(1007 - 959), 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b101100 + 0o7) + chr(0b11011 + 0o25) + '\061', ord("\x08")), nzTpIcepk0o8(chr(902 - 854) + '\157' + '\x34' + chr(54), 45050 - 45042), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(2047 - 1996) + chr(55) + chr(0b101011 + 0o12), 0b1000), nzTpIcepk0o8(chr(1874 - 1826) + chr(5359 - 5248) + '\x33' + '\x35' + chr(0b11 + 0o55), 0o10), nzTpIcepk0o8('\x30' + chr(0b10110 + 0o131) + chr(726 - 676) + chr(0b100010 + 0o16) + chr(0b10010 + 0o44), 62591 - 62583), nzTpIcepk0o8('\x30' + chr(0b100011 + 0o114) + '\x36' + chr(49), 8), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\x6f' + chr(0b101001 + 0o11) + chr(0b110000 + 0o4) + '\063', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + chr(0b1001 + 0o53), 0o10), nzTpIcepk0o8(chr(1782 - 1734) + '\x6f' + chr(2095 - 2044) + chr(1735 - 1680) + chr(987 - 936), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(1970 - 1920) + chr(0b110000) + '\x31', ord("\x08")), nzTpIcepk0o8(chr(1462 - 1414) + chr(111) + chr(0b100 + 0o57) + chr(52) + chr(1992 - 1944), 29225 - 29217)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\157' + '\065' + chr(0b1111 + 0o41), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x0f'), chr(100) + chr(101) + chr(99) + '\157' + chr(0b111000 + 0o54) + chr(0b10100 + 0o121))(chr(0b1100110 + 0o17) + chr(7802 - 7686) + chr(0b1100110) + chr(0b101101) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def G3de2eWQaS0D(YlFwYkqViIQn): if not tFDNSVr8Zduk(YlFwYkqViIQn): raise jZIjKu8IFANs(roI3spqORKae(ES5oEprVxulp(b'T\xc1\xa3\x05\x97\xcd\xd9\x0f\x84\xe6@\xd85P\xd1\xd7\x02Q\xf1\xecP\xc5\xc4zE\xaa2Y\xdf\xafJ\x84\xc8\xf2^\x83z\x97\xe0\x87R\x8f\xa9\x18\x83\xdb\x8a\t\x9f\xa3W\xdbtG\x90\xd1CE\xf1\xec\\\xd0\xd9tI\xbd%'), '\144' + chr(0b1001000 + 0o35) + chr(0b100000 + 0o103) + '\157' + chr(0b1100100) + chr(6661 - 6560))(chr(0b11001 + 0o134) + chr(116) + '\x66' + chr(1266 - 1221) + '\070')) if not roI3spqORKae(YlFwYkqViIQn, roI3spqORKae(ES5oEprVxulp(b'~\xf0\xa7\x11\x8f\xca\x9c\x1e\xb3\xe2O\xdat@\xd5\xca}l'), '\144' + '\145' + chr(0b1100011) + chr(7718 - 7607) + chr(5441 - 5341) + '\145')(chr(117) + chr(0b1110100) + chr(102) + '\055' + chr(0b111000))): return YlFwYkqViIQn jEuYqBGFUpyY = roI3spqORKae(ES5oEprVxulp(b'\r\x8f'), chr(6016 - 5916) + chr(8532 - 8431) + chr(0b1100011) + chr(0b1101100 + 0o3) + chr(0b110011 + 0o61) + chr(4830 - 4729))(chr(0b110000 + 0o105) + chr(116) + chr(8285 - 8183) + chr(899 - 854) + chr(56)).Y4yM9BcfTCNq((roI3spqORKae(ES5oEprVxulp(b'\x04\xdc\xeaY\xdc\x88\xdc\x1f'), '\x64' + '\145' + '\143' + chr(0b100010 + 0o115) + chr(3640 - 3540) + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(5603 - 5501) + '\055' + chr(0b111000)) % (zbn4GgOuHNch, SLVB2BPA_mIe) for (zbn4GgOuHNch, SLVB2BPA_mIe) in YlFwYkqViIQn.__member_aliases__.Y_nNEzH43vXi())) raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b'E\xda\xba\x18\x8b\xcb\x98\x18\x89\xa3U\xd2yF\xd5\xca\x02U\xfb\xb9_\xd1\x94\x7fB\xefs\x0b\x8a\xe1\x03\x8e'), '\x64' + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(0b1100100) + '\x65')(chr(0b10100 + 0o141) + chr(10036 - 9920) + chr(0b1100110) + chr(0b1010 + 0o43) + chr(0b111000)) % (YlFwYkqViIQn, jEuYqBGFUpyY))
pasztorpisti/py-flags
src/flags.py
unique_bits
def unique_bits(flags_class): """ A decorator for flags classes to forbid declaring flags with overlapping bits. """ flags_class = unique(flags_class) other_bits = 0 for name, member in flags_class.__members_without_aliases__.items(): bits = int(member) if other_bits & bits: for other_name, other_member in flags_class.__members_without_aliases__.items(): if int(other_member) & bits: raise ValueError("%r: '%s' and '%s' have overlapping bits" % (flags_class, other_name, name)) else: other_bits |= bits
python
def unique_bits(flags_class): """ A decorator for flags classes to forbid declaring flags with overlapping bits. """ flags_class = unique(flags_class) other_bits = 0 for name, member in flags_class.__members_without_aliases__.items(): bits = int(member) if other_bits & bits: for other_name, other_member in flags_class.__members_without_aliases__.items(): if int(other_member) & bits: raise ValueError("%r: '%s' and '%s' have overlapping bits" % (flags_class, other_name, name)) else: other_bits |= bits
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A decorator for flags classes to forbid declaring flags with overlapping bits.
[ "A", "decorator", "for", "flags", "classes", "to", "forbid", "declaring", "flags", "with", "overlapping", "bits", "." ]
bc48adb5edd7340ea1a686622d7993b4bcf4bfc2
https://github.com/pasztorpisti/py-flags/blob/bc48adb5edd7340ea1a686622d7993b4bcf4bfc2/src/flags.py#L36-L47
train
A decorator for flags classes to forbid declaring flags with overlapping bits.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + chr(0b1100000 + 0o17) + chr(0b10011 + 0o40) + chr(0b100110 + 0o13), 0o10), nzTpIcepk0o8('\060' + chr(111) + '\063' + chr(0b101110 + 0o2) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(5892 - 5781) + '\062' + '\066' + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\061' + chr(2259 - 2206) + chr(48), 0o10), nzTpIcepk0o8(chr(1489 - 1441) + chr(0b1101111) + chr(496 - 447) + '\x35' + chr(0b10000 + 0o46), ord("\x08")), nzTpIcepk0o8(chr(1752 - 1704) + '\157' + '\x31' + '\063' + chr(0b110000 + 0o4), 19788 - 19780), nzTpIcepk0o8('\060' + chr(0b1100011 + 0o14) + chr(0b100010 + 0o25) + chr(1565 - 1516), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b100100 + 0o113) + chr(0b101110 + 0o5) + '\x30' + '\x35', 62266 - 62258), nzTpIcepk0o8(chr(1329 - 1281) + chr(111) + chr(0b110110), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x33' + chr(52) + chr(0b110101 + 0o1), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110111), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b101011 + 0o104) + chr(0b110001) + chr(913 - 858) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b100101 + 0o112) + '\062' + chr(2330 - 2280) + '\060', 21326 - 21318), nzTpIcepk0o8(chr(1373 - 1325) + chr(111) + '\x32' + chr(0b100 + 0o57) + '\x31', 20087 - 20079), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110001) + '\x34' + chr(0b10100 + 0o34), 0o10), nzTpIcepk0o8('\060' + '\157' + '\x33' + chr(49) + '\x34', 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(0b10011 + 0o37) + chr(1987 - 1937) + '\x35', 4240 - 4232), nzTpIcepk0o8(chr(0b100100 + 0o14) + chr(0b1110 + 0o141) + chr(0b100011 + 0o24) + chr(0b0 + 0o65), 14766 - 14758), nzTpIcepk0o8(chr(0b110000) + chr(11299 - 11188) + chr(51) + chr(0b110101) + chr(55), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b10001 + 0o42) + chr(50) + chr(0b110000), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b100110 + 0o111) + chr(0b110110), 8), nzTpIcepk0o8(chr(48) + chr(6569 - 6458) + '\x32' + '\063' + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b1101111) + chr(51) + chr(1182 - 1130) + '\061', 0b1000), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110001) + '\060' + chr(0b11011 + 0o26), 0b1000), nzTpIcepk0o8(chr(1731 - 1683) + '\x6f' + '\x34' + '\x36', ord("\x08")), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(0b11010 + 0o125) + chr(0b110011) + chr(0b110001 + 0o0) + '\067', ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110011) + chr(0b100111 + 0o12) + chr(478 - 429), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b111 + 0o150) + chr(0b110010) + '\062' + chr(0b11 + 0o62), 8), nzTpIcepk0o8('\x30' + chr(0b1011010 + 0o25) + '\063' + '\x34' + '\x32', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + '\x33' + chr(51) + '\066', 539 - 531), nzTpIcepk0o8(chr(712 - 664) + chr(6847 - 6736) + chr(0b110001) + chr(1363 - 1312) + chr(0b110110), 59345 - 59337), nzTpIcepk0o8('\x30' + chr(6931 - 6820) + chr(0b100111 + 0o14) + chr(0b1110 + 0o42) + chr(0b100010 + 0o23), 8), nzTpIcepk0o8(chr(0b1000 + 0o50) + chr(0b1101111) + chr(50) + chr(0b10111 + 0o34) + chr(52), ord("\x08")), nzTpIcepk0o8('\060' + '\x6f' + chr(49) + '\x33' + '\063', 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b100 + 0o55) + chr(54) + '\x34', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(50) + '\x31' + chr(0b1010 + 0o47), ord("\x08")), nzTpIcepk0o8(chr(1643 - 1595) + chr(0b1101111) + chr(0b110011) + chr(0b110111) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(2827 - 2716) + chr(49) + chr(48) + '\x37', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110011) + '\060' + chr(1324 - 1272), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(1152 - 1103) + '\x33' + chr(0b11000 + 0o32), 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(48) + chr(0b1011100 + 0o23) + chr(750 - 697) + chr(260 - 212), ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'7'), '\144' + chr(0b111010 + 0o53) + chr(0b111101 + 0o46) + chr(146 - 35) + chr(100) + '\145')(chr(3874 - 3757) + chr(0b101011 + 0o111) + '\146' + chr(45) + chr(2982 - 2926)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def ruBIwRcnppKc(YlFwYkqViIQn): YlFwYkqViIQn = G3de2eWQaS0D(YlFwYkqViIQn) msIIi3eZRR61 = nzTpIcepk0o8('\060' + chr(2889 - 2778) + chr(1378 - 1330), 61483 - 61475) for (SLVB2BPA_mIe, hpZQRtyjIUcR) in roI3spqORKae(YlFwYkqViIQn.__members_without_aliases__, roI3spqORKae(ES5oEprVxulp(b'@\x9e\xdd&+&q\xf15\x90_\x11'), chr(0b100000 + 0o104) + chr(7754 - 7653) + chr(0b110010 + 0o61) + '\157' + chr(100) + '\x65')(chr(5557 - 5440) + '\x74' + '\146' + chr(1355 - 1310) + chr(0b111000)))(): TFnKUIaosDDX = nzTpIcepk0o8(hpZQRtyjIUcR) if msIIi3eZRR61 & TFnKUIaosDDX: for (E3vnOXz9qMKL, Zsz3bJBL078O) in roI3spqORKae(YlFwYkqViIQn.__members_without_aliases__, roI3spqORKae(ES5oEprVxulp(b'@\x9e\xdd&+&q\xf15\x90_\x11'), '\144' + chr(0b1100101) + chr(0b1100011) + chr(9091 - 8980) + chr(100) + chr(101))(chr(0b1110101) + '\x74' + chr(0b0 + 0o146) + chr(0b101101) + chr(0b111000)))(): if nzTpIcepk0o8(Zsz3bJBL078O) & TFnKUIaosDDX: raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b'<\xb3\x89HIyJ\xe2&\x87i\x1c\xb0\xbeE\xbf\xb2\x1d\x87\xb1p\xfa\xc1.P\xaa\xbb\xf9\x83\xae.\xac\xf2<T\xeb\x903\xb7'), chr(0b1100100) + chr(6861 - 6760) + '\143' + '\x6f' + chr(100) + chr(3879 - 3778))('\165' + chr(10290 - 10174) + '\x66' + '\x2d' + chr(2043 - 1987)) % (YlFwYkqViIQn, E3vnOXz9qMKL, SLVB2BPA_mIe)) else: msIIi3eZRR61 |= TFnKUIaosDDX
pasztorpisti/py-flags
src/flags.py
process_inline_members_definition
def process_inline_members_definition(members): """ :param members: this can be any of the following: - a string containing a space and/or comma separated list of names: e.g.: "item1 item2 item3" OR "item1,item2,item3" OR "item1, item2, item3" - tuple/list/Set of strings (names) - Mapping of (name, data) pairs - any kind of iterable that yields (name, data) pairs :return: An iterable of (name, data) pairs. """ if isinstance(members, str): members = ((name, UNDEFINED) for name in members.replace(',', ' ').split()) elif isinstance(members, (tuple, list, collections.Set)): if members and isinstance(next(iter(members)), str): members = ((name, UNDEFINED) for name in members) elif isinstance(members, collections.Mapping): members = members.items() return members
python
def process_inline_members_definition(members): """ :param members: this can be any of the following: - a string containing a space and/or comma separated list of names: e.g.: "item1 item2 item3" OR "item1,item2,item3" OR "item1, item2, item3" - tuple/list/Set of strings (names) - Mapping of (name, data) pairs - any kind of iterable that yields (name, data) pairs :return: An iterable of (name, data) pairs. """ if isinstance(members, str): members = ((name, UNDEFINED) for name in members.replace(',', ' ').split()) elif isinstance(members, (tuple, list, collections.Set)): if members and isinstance(next(iter(members)), str): members = ((name, UNDEFINED) for name in members) elif isinstance(members, collections.Mapping): members = members.items() return members
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:param members: this can be any of the following: - a string containing a space and/or comma separated list of names: e.g.: "item1 item2 item3" OR "item1,item2,item3" OR "item1, item2, item3" - tuple/list/Set of strings (names) - Mapping of (name, data) pairs - any kind of iterable that yields (name, data) pairs :return: An iterable of (name, data) pairs.
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bc48adb5edd7340ea1a686622d7993b4bcf4bfc2
https://github.com/pasztorpisti/py-flags/blob/bc48adb5edd7340ea1a686622d7993b4bcf4bfc2/src/flags.py#L95-L112
train
Process inline members definition.
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40828), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011 + 0o3) + chr(0b110010), 30327 - 30319), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b101111 + 0o3) + chr(0b110011) + chr(48), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b100101 + 0o15) + chr(0b110011) + chr(2411 - 2360), 0b1000), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + '\x31' + chr(48), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b10101 + 0o132) + chr(0b110101) + chr(1684 - 1633), ord("\x08")), nzTpIcepk0o8(chr(1099 - 1051) + chr(0b1101111) + chr(0b110010) + '\x37' + chr(49), 0o10), nzTpIcepk0o8(chr(2215 - 2167) + chr(0b1101111) + chr(0b110110) + chr(49), 0o10), nzTpIcepk0o8('\060' + chr(111) + chr(0b10000 + 0o43) + chr(2252 - 2203) + chr(317 - 264), 0o10), nzTpIcepk0o8(chr(48) + '\157' + chr(51) + chr(49) + chr(54), 0b1000), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(0b100111 + 0o110) + chr(0b101010 + 0o7) + chr(52) + '\062', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1765 - 1715) + chr(50) + chr(0b11111 + 0o26), 61142 - 61134), nzTpIcepk0o8('\x30' + '\157' + chr(50) + '\x33' + '\063', 8), nzTpIcepk0o8(chr(48) + '\157' + chr(0b10001 + 0o41) + chr(0b1 + 0o61) + chr(53), 8), nzTpIcepk0o8(chr(48) + chr(0b1101010 + 0o5) + chr(1473 - 1420) + chr(0b110011), 8), nzTpIcepk0o8(chr(2254 - 2206) + chr(111) + '\x33' + chr(54) + '\065', 0b1000), nzTpIcepk0o8(chr(0b1 + 0o57) + chr(0b1101111) + chr(0b10100 + 0o35) + '\x35' + chr(54), 0b1000), nzTpIcepk0o8(chr(0b110000 + 0o0) + '\x6f' + '\x32' + chr(920 - 865) + chr(0b100010 + 0o21), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b101000 + 0o11) + chr(55) + chr(2222 - 2172), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b10000 + 0o137) + chr(0b100000 + 0o21) + '\067', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b111 + 0o53) + chr(0b10010 + 0o43) + chr(0b110011), 0o10), nzTpIcepk0o8(chr(505 - 457) + chr(0b1101111) + '\062' + '\063' + chr(448 - 396), 0b1000), nzTpIcepk0o8(chr(1574 - 1526) + chr(0b1100110 + 0o11) + chr(0b110011) + chr(51) + chr(1739 - 1691), 16787 - 16779), nzTpIcepk0o8('\060' + chr(0b1010011 + 0o34) + chr(51) + chr(52) + chr(1990 - 1938), 0o10), nzTpIcepk0o8('\x30' + '\157' + chr(50) + '\062' + chr(985 - 933), ord("\x08")), nzTpIcepk0o8(chr(48) + '\157' + chr(0b100011 + 0o17) + '\x37' + chr(49), 8), nzTpIcepk0o8(chr(0b111 + 0o51) + chr(10013 - 9902) + chr(1716 - 1666) + chr(0b1 + 0o63) + chr(0b11011 + 0o26), 8), nzTpIcepk0o8(chr(48) + chr(9147 - 9036) + chr(0b110011) + '\064' + chr(104 - 54), 0o10), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(111) + chr(50) + chr(0b11001 + 0o32) + chr(54), 7882 - 7874), nzTpIcepk0o8(chr(0b1101 + 0o43) + chr(3318 - 3207) + '\063' + chr(1069 - 1014) + '\x31', 0o10), nzTpIcepk0o8(chr(48) + chr(3653 - 3542) + '\062' + chr(0b1001 + 0o54) + chr(0b100000 + 0o22), 59589 - 59581), nzTpIcepk0o8(chr(0b101101 + 0o3) + chr(2284 - 2173) + chr(49) + chr(0b1010 + 0o54) + chr(883 - 831), 0o10), nzTpIcepk0o8('\x30' + '\157' + '\x31' + chr(52) + chr(0b110000), 0b1000), nzTpIcepk0o8(chr(793 - 745) + '\x6f' + chr(50) + chr(0b100110 + 0o12) + chr(49), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b10011 + 0o37) + '\064' + chr(52), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(53) + chr(753 - 698), 0b1000), nzTpIcepk0o8('\060' + chr(111) + chr(2225 - 2176) + chr(0b11111 + 0o24) + chr(49), 0o10), nzTpIcepk0o8('\060' + chr(3143 - 3032) + '\061' + chr(0b110000) + chr(0b11101 + 0o32), 0o10), nzTpIcepk0o8(chr(0b1101 + 0o43) + '\x6f' + chr(51) + chr(289 - 237) + chr(0b110011), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(519 - 466) + '\060', ord("\x08"))] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xc3'), '\x64' + chr(0b1100101) + chr(6360 - 6261) + chr(7244 - 7133) + chr(100) + chr(0b11111 + 0o106))('\165' + chr(7242 - 7126) + '\x66' + '\055' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def R8v9zNO4z27f(eVAPbLrfcDhR): if suIjIS24Zkqw(eVAPbLrfcDhR, N9zlRy29S1SS): eVAPbLrfcDhR = ((SLVB2BPA_mIe, bnlK51HnP7fW) for SLVB2BPA_mIe in eVAPbLrfcDhR.replace(roI3spqORKae(ES5oEprVxulp(b'\xc1'), '\144' + chr(7985 - 7884) + chr(0b11000 + 0o113) + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))(chr(117) + '\x74' + chr(7069 - 6967) + '\x2d' + '\070'), roI3spqORKae(ES5oEprVxulp(b'\xcd'), chr(5663 - 5563) + chr(0b1100101) + '\143' + chr(0b1010001 + 0o36) + '\x64' + chr(1332 - 1231))('\x75' + chr(116) + chr(102) + chr(817 - 772) + '\070')).LfRrQOxuDvnC()) elif suIjIS24Zkqw(eVAPbLrfcDhR, (nfNqtJL5aRaY, H4NoA26ON7iG, roI3spqORKae(VmGquQq8pzNa, roI3spqORKae(ES5oEprVxulp(b'\xbe\xc4F'), '\144' + chr(101) + chr(0b1 + 0o142) + chr(0b1101111) + chr(0b101100 + 0o70) + chr(4860 - 4759))('\165' + chr(1104 - 988) + chr(102) + '\055' + chr(0b101110 + 0o12))))): if eVAPbLrfcDhR and suIjIS24Zkqw(ltB3XhPy2rYf(b8MSkfijeeBr(eVAPbLrfcDhR)), N9zlRy29S1SS): eVAPbLrfcDhR = ((SLVB2BPA_mIe, bnlK51HnP7fW) for SLVB2BPA_mIe in eVAPbLrfcDhR) elif suIjIS24Zkqw(eVAPbLrfcDhR, roI3spqORKae(VmGquQq8pzNa, roI3spqORKae(ES5oEprVxulp(b'\xb2\xd9H\xcd\xcf\xfax\xf5\x02\x87\xf9 '), chr(7174 - 7074) + chr(6591 - 6490) + '\143' + '\157' + chr(0b1100100) + '\145')('\165' + '\x74' + '\146' + chr(0b101101) + '\070'))): eVAPbLrfcDhR = eVAPbLrfcDhR.Y_nNEzH43vXi() return eVAPbLrfcDhR
pasztorpisti/py-flags
src/flags.py
FlagsMeta.process_member_definitions
def process_member_definitions(cls, member_definitions): """ The incoming member_definitions contains the class attributes (with their values) that are used to define the flag members. This method can do anything to the incoming list and has to return a final set of flag definitions that assigns bits to the members. The returned member definitions can be completely different or unrelated to the incoming ones. :param member_definitions: A list of (name, data) tuples. :return: An iterable of iterables yielding 3 items: name, bits, data """ members = [] auto_flags = [] all_bits = 0 for name, data in member_definitions: bits, data = cls.flag_attribute_value_to_bits_and_data(name, data) if bits is UNDEFINED: auto_flags.append(len(members)) members.append((name, data)) elif is_valid_bits_value(bits): all_bits |= bits members.append((name, bits, data)) else: raise TypeError("Expected an int value as the bits of flag '%s', received %r" % (name, bits)) # auto-assigning unused bits to members without custom defined bits bit = 1 for index in auto_flags: while bit & all_bits: bit <<= 1 name, data = members[index] members[index] = name, bit, data bit <<= 1 return members
python
def process_member_definitions(cls, member_definitions): """ The incoming member_definitions contains the class attributes (with their values) that are used to define the flag members. This method can do anything to the incoming list and has to return a final set of flag definitions that assigns bits to the members. The returned member definitions can be completely different or unrelated to the incoming ones. :param member_definitions: A list of (name, data) tuples. :return: An iterable of iterables yielding 3 items: name, bits, data """ members = [] auto_flags = [] all_bits = 0 for name, data in member_definitions: bits, data = cls.flag_attribute_value_to_bits_and_data(name, data) if bits is UNDEFINED: auto_flags.append(len(members)) members.append((name, data)) elif is_valid_bits_value(bits): all_bits |= bits members.append((name, bits, data)) else: raise TypeError("Expected an int value as the bits of flag '%s', received %r" % (name, bits)) # auto-assigning unused bits to members without custom defined bits bit = 1 for index in auto_flags: while bit & all_bits: bit <<= 1 name, data = members[index] members[index] = name, bit, data bit <<= 1 return members
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The incoming member_definitions contains the class attributes (with their values) that are used to define the flag members. This method can do anything to the incoming list and has to return a final set of flag definitions that assigns bits to the members. The returned member definitions can be completely different or unrelated to the incoming ones. :param member_definitions: A list of (name, data) tuples. :return: An iterable of iterables yielding 3 items: name, bits, data
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bc48adb5edd7340ea1a686622d7993b4bcf4bfc2
https://github.com/pasztorpisti/py-flags/blob/bc48adb5edd7340ea1a686622d7993b4bcf4bfc2/src/flags.py#L426-L458
train
This method takes a list of member_definitions and returns a list of tuples that are used to define the bits of the members of the class.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(683 - 633) + chr(51) + '\x37', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + '\064' + '\065', 30513 - 30505), nzTpIcepk0o8('\060' + '\157' + chr(0b110010) + '\x33' + chr(0b110101), 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(51) + chr(0b110101) + chr(0b110101), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(51) + chr(50), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\061' + chr(0b10011 + 0o36), 0b1000), nzTpIcepk0o8(chr(0b10010 + 0o36) + '\x6f' + '\063' + '\x30' + '\x32', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1110 + 0o141) + chr(232 - 183) + chr(0b110101) + chr(0b110111), 58574 - 58566), nzTpIcepk0o8(chr(0b11100 + 0o24) + chr(0b101011 + 0o104) + '\063' + '\061' + '\060', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b10111 + 0o130) + chr(50) + chr(0b101111 + 0o6) + chr(0b101011 + 0o6), 0b1000), nzTpIcepk0o8(chr(0b111 + 0o51) + '\157' + '\062' + chr(49) + '\066', ord("\x08")), nzTpIcepk0o8('\060' + chr(3928 - 3817) + chr(0b110010) + chr(0b110010) + '\064', 41628 - 41620), nzTpIcepk0o8(chr(0b11000 + 0o30) + '\x6f' + '\x31' + chr(0b110010) + chr(0b101011 + 0o6), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110010) + chr(54) + chr(0b110111), 59594 - 59586), nzTpIcepk0o8('\x30' + '\157' + '\067' + chr(49), 0b1000), nzTpIcepk0o8(chr(497 - 449) + '\157' + '\x33' + '\062' + '\x32', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b110010) + chr(53) + chr(52), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(51) + chr(0b110011) + '\x32', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1010001 + 0o36) + '\061' + '\064' + chr(0b110000), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1001100 + 0o43) + '\063' + chr(0b110000) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(2120 - 2072) + '\x6f' + chr(1482 - 1432) + '\x33' + '\061', 0o10), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(3244 - 3133) + chr(0b110010) + chr(586 - 534) + chr(53), 43026 - 43018), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\x34' + chr(1980 - 1925), 0o10), nzTpIcepk0o8(chr(0b11101 + 0o23) + '\157' + chr(50) + chr(49) + chr(0b110101), 63439 - 63431), nzTpIcepk0o8(chr(48) + '\x6f' + chr(51) + '\x35' + chr(52), 0b1000), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(0b1101111) + chr(50) + chr(0b110011) + '\x30', 33960 - 33952), nzTpIcepk0o8(chr(0b110000) + chr(0b1100010 + 0o15) + chr(49) + chr(50) + '\x30', 43890 - 43882), nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(111) + chr(2265 - 2211) + chr(832 - 777), 47805 - 47797), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(900 - 845) + chr(0b110011), 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110100) + chr(2658 - 2604), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b110001 + 0o76) + chr(50) + chr(54) + '\063', 0b1000), nzTpIcepk0o8(chr(778 - 730) + chr(0b1101111) + '\062' + chr(0b100100 + 0o14) + chr(1033 - 980), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(9490 - 9379) + chr(2410 - 2359) + '\065' + chr(2526 - 2474), 8), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110010) + chr(0b110111) + chr(0b110011), 63330 - 63322), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110011) + '\067' + '\x32', 0o10), nzTpIcepk0o8('\060' + chr(11324 - 11213) + chr(0b110010) + chr(54) + chr(1168 - 1120), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\065' + chr(2189 - 2137), 8), nzTpIcepk0o8('\060' + '\x6f' + chr(0b110011) + chr(52) + chr(53), 33632 - 33624), nzTpIcepk0o8(chr(915 - 867) + chr(11207 - 11096) + '\x35' + '\x32', 0o10), nzTpIcepk0o8(chr(48) + '\x6f' + chr(265 - 211) + '\065', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\157' + '\x35' + chr(942 - 894), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xb1'), chr(100) + chr(2077 - 1976) + '\143' + chr(0b1101111) + '\144' + '\145')('\165' + chr(5696 - 5580) + chr(0b101101 + 0o71) + chr(45) + chr(0b101101 + 0o13)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def GycObYgThaGr(_1vzISbJ_R2i, IwuDDHrRnk4n): eVAPbLrfcDhR = [] bzdGqBvnEOgv = [] GedOY9W_Nfcr = nzTpIcepk0o8(chr(48) + chr(2442 - 2331) + chr(616 - 568), 0o10) for (SLVB2BPA_mIe, FfKOThdpoDTb) in IwuDDHrRnk4n: (TFnKUIaosDDX, FfKOThdpoDTb) = _1vzISbJ_R2i.flag_attribute_value_to_bits_and_data(SLVB2BPA_mIe, FfKOThdpoDTb) if TFnKUIaosDDX is bnlK51HnP7fW: roI3spqORKae(bzdGqBvnEOgv, roI3spqORKae(ES5oEprVxulp(b'\xd71\xce\xd9bn\x85\x00\xa2\xc6\xdb\xa1'), '\x64' + chr(0b11 + 0o142) + '\x63' + '\x6f' + '\x64' + chr(0b101100 + 0o71))(chr(0b1110101) + '\x74' + '\146' + '\x2d' + '\070'))(ftfygxgFas5X(eVAPbLrfcDhR)) roI3spqORKae(eVAPbLrfcDhR, roI3spqORKae(ES5oEprVxulp(b'\xd71\xce\xd9bn\x85\x00\xa2\xc6\xdb\xa1'), chr(5169 - 5069) + chr(0b10110 + 0o117) + chr(8034 - 7935) + '\x6f' + '\144' + chr(0b101 + 0o140))(chr(0b1100101 + 0o20) + chr(10332 - 10216) + chr(0b1100110) + '\x2d' + '\070'))((SLVB2BPA_mIe, FfKOThdpoDTb)) elif _xLHe1iebpdv(TFnKUIaosDDX): GedOY9W_Nfcr |= TFnKUIaosDDX roI3spqORKae(eVAPbLrfcDhR, roI3spqORKae(ES5oEprVxulp(b'\xd71\xce\xd9bn\x85\x00\xa2\xc6\xdb\xa1'), chr(0b1100100) + '\x65' + '\143' + chr(3425 - 3314) + '\144' + '\145')('\x75' + '\164' + chr(0b1100110) + chr(0b10110 + 0o27) + chr(56)))((SLVB2BPA_mIe, TFnKUIaosDDX, FfKOThdpoDTb)) else: raise jZIjKu8IFANs(roI3spqORKae(ES5oEprVxulp(b'\xda\x1d\xed\x88y}\xa7\x0b\xe8\xc8\xe0\xb48\xd9M\xf2\xda\xbb\x0c\xb2\xfc\x85F\xfe\xcc\xec8R\x1bD\xda\xf1\x9f\x9b\x95\xd6\xcc\x83FT\xf8E\xba\xc8i.\xeeO\xba\xcc\xed\xf18\xc1\\\xb6\x8c\xff\x12'), chr(100) + chr(101) + chr(99) + '\157' + chr(100) + chr(0b111001 + 0o54))(chr(0b110100 + 0o101) + '\x74' + chr(0b1100110 + 0o0) + '\x2d' + chr(0b111000)) % (SLVB2BPA_mIe, TFnKUIaosDDX)) LieUKpl7R5cc = nzTpIcepk0o8('\x30' + '\157' + chr(0b110001), ord("\x08")) for ZpfN5tSLaZze in bzdGqBvnEOgv: while LieUKpl7R5cc & GedOY9W_Nfcr: LieUKpl7R5cc <<= nzTpIcepk0o8(chr(48) + chr(9280 - 9169) + chr(1400 - 1351), 8) (SLVB2BPA_mIe, FfKOThdpoDTb) = eVAPbLrfcDhR[ZpfN5tSLaZze] eVAPbLrfcDhR[ZpfN5tSLaZze] = (SLVB2BPA_mIe, LieUKpl7R5cc, FfKOThdpoDTb) LieUKpl7R5cc <<= nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(49), 8) return eVAPbLrfcDhR
pasztorpisti/py-flags
src/flags.py
Flags.from_simple_str
def from_simple_str(cls, s): """ Accepts only the output of to_simple_str(). The output of __str__() is invalid as input. """ if not isinstance(s, str): raise TypeError("Expected an str instance, received %r" % (s,)) return cls(cls.bits_from_simple_str(s))
python
def from_simple_str(cls, s): """ Accepts only the output of to_simple_str(). The output of __str__() is invalid as input. """ if not isinstance(s, str): raise TypeError("Expected an str instance, received %r" % (s,)) return cls(cls.bits_from_simple_str(s))
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Accepts only the output of to_simple_str(). The output of __str__() is invalid as input.
[ "Accepts", "only", "the", "output", "of", "to_simple_str", "()", ".", "The", "output", "of", "__str__", "()", "is", "invalid", "as", "input", "." ]
bc48adb5edd7340ea1a686622d7993b4bcf4bfc2
https://github.com/pasztorpisti/py-flags/blob/bc48adb5edd7340ea1a686622d7993b4bcf4bfc2/src/flags.py#L663-L667
train
Takes only the output of to_simple_str () and returns a new object.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\063' + '\x37' + '\064', ord("\x08")), nzTpIcepk0o8(chr(0b100111 + 0o11) + '\x6f' + chr(1135 - 1085) + chr(51) + chr(0b0 + 0o65), 55590 - 55582), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(0b100111 + 0o110) + chr(906 - 856) + chr(0b101011 + 0o5) + chr(0b110001 + 0o4), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(1520 - 1465) + chr(927 - 872), 0o10), nzTpIcepk0o8(chr(0b101000 + 0o10) + chr(6248 - 6137) + '\065' + chr(2182 - 2133), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(51) + chr(0b110110) + '\061', 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\062' + '\x33' + chr(53), 8), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x32' + chr(2657 - 2605) + '\062', 505 - 497), nzTpIcepk0o8(chr(382 - 334) + chr(0b110001 + 0o76) + chr(0b10101 + 0o36) + '\x33' + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\063' + chr(0b10101 + 0o33) + chr(1128 - 1073), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1000000 + 0o57) + '\062' + '\064' + '\061', ord("\x08")), nzTpIcepk0o8(chr(0b1010 + 0o46) + '\157' + chr(2506 - 2451) + chr(1491 - 1442), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(2122 - 2011) + '\x33' + chr(55) + chr(0b101110 + 0o6), 8), nzTpIcepk0o8(chr(0b11001 + 0o27) + '\157' + '\x31' + chr(55) + chr(0b110111), 1255 - 1247), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(0b1101111) + chr(0b110001) + chr(52) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b11110 + 0o121) + chr(49) + '\x36' + '\066', 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(969 - 917) + chr(0b110010), ord("\x08")), nzTpIcepk0o8('\060' + '\157' + chr(0b110011) + chr(358 - 310) + chr(0b110010), 10804 - 10796), nzTpIcepk0o8(chr(598 - 550) + chr(10664 - 10553) + '\x32' + chr(0b110101) + '\061', 0o10), nzTpIcepk0o8(chr(0b100 + 0o54) + chr(111) + chr(0b110010) + chr(0b110111) + chr(0b101000 + 0o11), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110001) + chr(54), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(111) + '\x33' + '\064' + '\061', 0o10), nzTpIcepk0o8(chr(1520 - 1472) + chr(111) + '\x33' + '\x32' + '\x34', ord("\x08")), nzTpIcepk0o8('\060' + chr(8541 - 8430) + chr(0b110001) + chr(51) + '\x32', 2028 - 2020), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + '\x31' + chr(0b11000 + 0o35) + chr(295 - 242), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\066' + chr(0b1010 + 0o50), 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(50) + chr(0b110000) + chr(0b101110 + 0o10), 3503 - 3495), nzTpIcepk0o8('\x30' + '\x6f' + chr(49) + '\x31' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b100110 + 0o12) + '\157' + chr(0b0 + 0o63) + '\066' + chr(2117 - 2065), 0o10), nzTpIcepk0o8(chr(1215 - 1167) + chr(111) + chr(50) + '\x32' + chr(0b11101 + 0o30), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b110001) + chr(2299 - 2250) + '\067', 0o10), nzTpIcepk0o8(chr(48) + chr(0b1000010 + 0o55) + chr(0b110011) + chr(750 - 700) + chr(0b110111), 34910 - 34902), nzTpIcepk0o8('\x30' + chr(359 - 248) + chr(0b110011) + chr(0b100 + 0o61) + chr(501 - 446), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110 + 0o53) + '\062' + chr(0b100011 + 0o17), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1010000 + 0o37) + chr(0b110001) + chr(0b110001 + 0o5), 8), nzTpIcepk0o8('\060' + '\x6f' + '\x31' + chr(0b110000) + '\x30', 59930 - 59922), nzTpIcepk0o8('\x30' + '\157' + chr(0b100 + 0o56) + '\065' + '\x31', 8), nzTpIcepk0o8(chr(214 - 166) + '\x6f' + chr(0b110011) + '\063' + chr(55), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + chr(1462 - 1409) + chr(1323 - 1273), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b111010 + 0o65) + chr(0b10 + 0o61) + '\x32' + chr(0b101 + 0o55), 24702 - 24694)][ZlbFMSG8gCoF % nzTpIcepk0o8('\060' + chr(0b1001000 + 0o47) + chr(0b110101) + '\x30', 4835 - 4827)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xd2'), chr(1260 - 1160) + '\x65' + chr(0b1100011) + chr(0b1101111) + '\x64' + chr(101))(chr(0b11111 + 0o126) + chr(11415 - 11299) + chr(0b100001 + 0o105) + chr(0b101101) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Sf0I9ozgbCSs(_1vzISbJ_R2i, PmE5_h409JAA): if not suIjIS24Zkqw(PmE5_h409JAA, N9zlRy29S1SS): raise jZIjKu8IFANs(roI3spqORKae(ES5oEprVxulp(b'\xb9\xe5\xf5\x9aJ\x85\xf8\xc6\xff\xa6\xcf\x19\x8f\x0b\x12VK\xac\xda\xcdo\x8f\xb7?A\x12\xf4(\x97\xf0&\xa1\x8a6.e\xdb'), chr(0b1100100) + chr(0b1000101 + 0o40) + chr(1893 - 1794) + chr(535 - 424) + chr(0b1001100 + 0o30) + chr(4105 - 4004))(chr(0b101010 + 0o113) + chr(10661 - 10545) + '\146' + '\055' + '\x38') % (PmE5_h409JAA,)) return _1vzISbJ_R2i(roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'\x9e\xf4\xf1\x8cv\x97\xef\xcd\xb2\x98\xd2P\x91\x0f\x0c\x13}\xb1\xdd\xcb'), '\144' + chr(0b1100101) + '\143' + chr(111) + chr(0b1100100) + chr(0b1100101))('\165' + chr(0b1110100) + '\x66' + chr(0b100111 + 0o6) + '\x38'))(PmE5_h409JAA))
pasztorpisti/py-flags
src/flags.py
Flags.from_str
def from_str(cls, s): """ Accepts both the output of to_simple_str() and __str__(). """ if not isinstance(s, str): raise TypeError("Expected an str instance, received %r" % (s,)) return cls(cls.bits_from_str(s))
python
def from_str(cls, s): """ Accepts both the output of to_simple_str() and __str__(). """ if not isinstance(s, str): raise TypeError("Expected an str instance, received %r" % (s,)) return cls(cls.bits_from_str(s))
[ "def", "from_str", "(", "cls", ",", "s", ")", ":", "if", "not", "isinstance", "(", "s", ",", "str", ")", ":", "raise", "TypeError", "(", "\"Expected an str instance, received %r\"", "%", "(", "s", ",", ")", ")", "return", "cls", "(", "cls", ".", "bits_from_str", "(", "s", ")", ")" ]
Accepts both the output of to_simple_str() and __str__().
[ "Accepts", "both", "the", "output", "of", "to_simple_str", "()", "and", "__str__", "()", "." ]
bc48adb5edd7340ea1a686622d7993b4bcf4bfc2
https://github.com/pasztorpisti/py-flags/blob/bc48adb5edd7340ea1a686622d7993b4bcf4bfc2/src/flags.py#L670-L674
train
Returns a new instance of the class from a string.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(9538 - 9427) + chr(50) + chr(0b110000) + chr(51), ord("\x08")), nzTpIcepk0o8(chr(0b11011 + 0o25) + chr(3865 - 3754) + '\x36' + chr(49), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b101 + 0o152) + chr(773 - 719) + chr(761 - 712), 8), nzTpIcepk0o8(chr(1474 - 1426) + '\157' + '\x34' + chr(0b111 + 0o57), 0b1000), nzTpIcepk0o8(chr(656 - 608) + chr(0b11110 + 0o121) + '\061' + '\063' + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(48) + '\x6f' + chr(2365 - 2315) + chr(54) + chr(53), 48888 - 48880), nzTpIcepk0o8(chr(0b110000) + chr(463 - 352) + '\061' + chr(1071 - 1020) + '\064', 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(1952 - 1901) + chr(50) + chr(0b110111), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b100000 + 0o23) + chr(51) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(6130 - 6019) + chr(2547 - 2496) + '\060' + chr(0b110110), 0o10), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(111) + '\x37' + chr(0b10011 + 0o41), 13191 - 13183), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1951 - 1902) + '\x36' + chr(49), 28331 - 28323), nzTpIcepk0o8(chr(1696 - 1648) + '\157' + '\x31' + chr(2147 - 2096) + chr(0b110111), 0o10), nzTpIcepk0o8('\060' + '\x6f' + '\x31' + '\066' + chr(0b11 + 0o57), 0o10), nzTpIcepk0o8(chr(899 - 851) + '\x6f' + '\x32' + chr(50) + '\062', 52459 - 52451), nzTpIcepk0o8(chr(372 - 324) + chr(0b1101111) + '\061' + chr(0b110011) + chr(52), 8), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(0b11111 + 0o24) + chr(0b101001 + 0o11), 8), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + '\x31', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b110000 + 0o2) + '\067' + '\x31', 0b1000), nzTpIcepk0o8('\x30' + '\x6f' + chr(49) + chr(50) + chr(0b100110 + 0o21), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1011 + 0o144) + chr(0b110001) + chr(0b110010) + '\067', 8), nzTpIcepk0o8('\060' + chr(111) + chr(54), 8876 - 8868), nzTpIcepk0o8(chr(1252 - 1204) + chr(0b10110 + 0o131) + chr(0b110001) + '\064' + chr(0b110100), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(0b110010) + '\x30' + chr(0b100111 + 0o15), 30872 - 30864), nzTpIcepk0o8(chr(0b100011 + 0o15) + '\x6f' + chr(0b101010 + 0o7) + chr(48) + chr(53), 53729 - 53721), nzTpIcepk0o8(chr(2128 - 2080) + '\157' + chr(0b110011) + chr(52) + chr(1697 - 1648), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110010) + chr(53), 0o10), nzTpIcepk0o8('\x30' + chr(0b10111 + 0o130) + chr(0b1011 + 0o46) + chr(50) + chr(338 - 283), 8), nzTpIcepk0o8(chr(0b100000 + 0o20) + '\x6f' + chr(0b110011) + '\x32' + chr(0b110001), 0o10), nzTpIcepk0o8(chr(0b1011 + 0o45) + chr(0b1101111) + chr(0b110011) + '\064' + '\062', 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(115 - 66) + chr(0b110111) + chr(0b110111 + 0o0), ord("\x08")), nzTpIcepk0o8(chr(0b100101 + 0o13) + '\157' + chr(2282 - 2233) + chr(2115 - 2065) + chr(1110 - 1060), 0b1000), nzTpIcepk0o8(chr(999 - 951) + chr(4922 - 4811) + '\x31' + chr(0b11110 + 0o23) + '\065', ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101001 + 0o6) + chr(0b10010 + 0o37) + chr(209 - 157) + '\x33', ord("\x08")), nzTpIcepk0o8(chr(0b10101 + 0o33) + chr(0b1100001 + 0o16) + '\064' + chr(0b100100 + 0o17), 0b1000), nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(111) + '\062' + chr(2373 - 2323) + chr(0b110100), 17848 - 17840), nzTpIcepk0o8('\x30' + chr(11013 - 10902) + '\x33' + '\x37' + chr(0b110 + 0o53), 0o10), nzTpIcepk0o8('\060' + '\157' + chr(444 - 394) + chr(0b11100 + 0o27) + '\x31', 0b1000), nzTpIcepk0o8(chr(759 - 711) + chr(2415 - 2304) + '\x34' + chr(0b100100 + 0o23), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b110111 + 0o70) + chr(0b101110 + 0o3) + chr(184 - 135) + '\065', 8)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + chr(0b110101 + 0o72) + chr(53) + '\060', 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xad'), chr(0b101011 + 0o71) + '\x65' + '\x63' + '\x6f' + '\x64' + chr(101))('\165' + '\164' + chr(0b1100110) + '\055' + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def doJ0voETXKC3(_1vzISbJ_R2i, PmE5_h409JAA): if not suIjIS24Zkqw(PmE5_h409JAA, N9zlRy29S1SS): raise jZIjKu8IFANs(roI3spqORKae(ES5oEprVxulp(b'\xc6IAC9\xc19\xb3\xfe\xa7RQ,\x06\xe0|3w\xca#6h\x07\xe1i\xc1g2\xb2\x87\x16$(\x07\x03\xb1\x8b'), chr(0b1100100) + chr(0b1100101) + chr(99) + chr(111) + chr(0b1100100) + '\145')(chr(8180 - 8063) + '\164' + '\x66' + chr(0b101101) + chr(0b111000)) % (PmE5_h409JAA,)) return _1vzISbJ_R2i(roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'\xe1XEU\x05\xd3.\xb8\xb3\x99O\x05-'), chr(1915 - 1815) + chr(0b1100101) + chr(3424 - 3325) + '\157' + chr(0b1100100) + chr(5109 - 5008))('\165' + chr(0b100111 + 0o115) + '\x66' + '\055' + '\070'))(PmE5_h409JAA))
pasztorpisti/py-flags
src/flags.py
Flags.bits_from_str
def bits_from_str(cls, s): """ Converts the output of __str__ into an integer. """ try: if len(s) <= len(cls.__name__) or not s.startswith(cls.__name__): return cls.bits_from_simple_str(s) c = s[len(cls.__name__)] if c == '(': if not s.endswith(')'): raise ValueError return cls.bits_from_simple_str(s[len(cls.__name__)+1:-1]) elif c == '.': member_name = s[len(cls.__name__)+1:] return int(cls.__all_members__[member_name]) else: raise ValueError except ValueError as ex: if ex.args: raise raise ValueError("%s.%s: invalid input: %r" % (cls.__name__, cls.bits_from_str.__name__, s)) except KeyError as ex: raise ValueError("%s.%s: Invalid flag name '%s' in input: %r" % (cls.__name__, cls.bits_from_str.__name__, ex.args[0], s))
python
def bits_from_str(cls, s): """ Converts the output of __str__ into an integer. """ try: if len(s) <= len(cls.__name__) or not s.startswith(cls.__name__): return cls.bits_from_simple_str(s) c = s[len(cls.__name__)] if c == '(': if not s.endswith(')'): raise ValueError return cls.bits_from_simple_str(s[len(cls.__name__)+1:-1]) elif c == '.': member_name = s[len(cls.__name__)+1:] return int(cls.__all_members__[member_name]) else: raise ValueError except ValueError as ex: if ex.args: raise raise ValueError("%s.%s: invalid input: %r" % (cls.__name__, cls.bits_from_str.__name__, s)) except KeyError as ex: raise ValueError("%s.%s: Invalid flag name '%s' in input: %r" % (cls.__name__, cls.bits_from_str.__name__, ex.args[0], s))
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Converts the output of __str__ into an integer.
[ "Converts", "the", "output", "of", "__str__", "into", "an", "integer", "." ]
bc48adb5edd7340ea1a686622d7993b4bcf4bfc2
https://github.com/pasztorpisti/py-flags/blob/bc48adb5edd7340ea1a686622d7993b4bcf4bfc2/src/flags.py#L689-L710
train
Converts the output of __str__ into an integer.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8('\x30' + chr(8091 - 7980) + chr(0b110101) + chr(2371 - 2318), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + '\x31' + chr(0b110100) + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + chr(1150 - 1099) + chr(555 - 502), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1010111 + 0o30) + chr(51) + '\066' + chr(49), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b1001000 + 0o47) + chr(2256 - 2206) + '\x35' + chr(850 - 802), 0o10), nzTpIcepk0o8(chr(2014 - 1966) + chr(10796 - 10685) + '\062' + '\x34' + chr(0b10 + 0o62), 0b1000), nzTpIcepk0o8('\x30' + chr(9686 - 9575) + '\x32' + chr(974 - 919) + chr(52), ord("\x08")), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(111) + chr(1828 - 1778) + '\064' + '\x32', 13381 - 13373), nzTpIcepk0o8('\x30' + '\x6f' + '\x31' + chr(168 - 119) + chr(53), 0b1000), nzTpIcepk0o8(chr(48) + '\157' + chr(0b110000 + 0o2) + chr(0b110011) + chr(955 - 902), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110001) + chr(0b111 + 0o52) + chr(0b11100 + 0o31), 8), nzTpIcepk0o8(chr(2090 - 2042) + '\x6f' + chr(1144 - 1093) + chr(50) + chr(0b110001 + 0o6), 0o10), nzTpIcepk0o8(chr(362 - 314) + chr(0b1101111) + chr(0b11011 + 0o30) + '\067', 37768 - 37760), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + '\x34' + '\063', 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\061' + chr(49) + chr(2109 - 2054), 0o10), nzTpIcepk0o8(chr(48) + chr(10214 - 10103) + '\x31' + '\063' + chr(0b100 + 0o56), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(1149 - 1097) + chr(50), 0o10), nzTpIcepk0o8('\060' + chr(0b1010100 + 0o33) + chr(0b101010 + 0o11) + '\062' + chr(0b110100), 0b1000), nzTpIcepk0o8(chr(966 - 918) + chr(0b1101111) + chr(51) + chr(0b110100) + chr(54), 32777 - 32769), nzTpIcepk0o8(chr(0b110000) + chr(0b110001 + 0o76) + chr(369 - 318), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101000 + 0o7) + chr(49) + '\x35' + chr(50), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(51) + '\x34' + chr(51), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b100110 + 0o111) + chr(2169 - 2120) + chr(0b101001 + 0o14) + '\062', 8), nzTpIcepk0o8('\060' + chr(10503 - 10392) + '\x31' + '\062', 22752 - 22744), nzTpIcepk0o8(chr(0b11010 + 0o26) + chr(0b1011001 + 0o26) + chr(0b1110 + 0o45) + '\x35' + chr(0b101 + 0o57), 0o10), nzTpIcepk0o8(chr(0b110000) + '\157' + '\x31' + chr(49), ord("\x08")), nzTpIcepk0o8(chr(1007 - 959) + chr(0b1000001 + 0o56) + chr(0b111 + 0o57) + chr(0b110010), 0o10), nzTpIcepk0o8(chr(467 - 419) + chr(111) + chr(0b11000 + 0o32) + '\x36', 50304 - 50296), nzTpIcepk0o8('\060' + chr(111) + '\066' + chr(51), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1010000 + 0o37) + chr(0b110011) + chr(622 - 569) + chr(584 - 535), ord("\x08")), nzTpIcepk0o8(chr(0b10011 + 0o35) + '\x6f' + chr(0b110001) + chr(0b11001 + 0o36) + chr(0b101101 + 0o11), 16280 - 16272), nzTpIcepk0o8(chr(0b100110 + 0o12) + '\x6f' + chr(0b110011) + chr(0b110101) + chr(0b110001), 8), nzTpIcepk0o8('\060' + chr(111) + chr(0b110010 + 0o0) + chr(49) + chr(0b100100 + 0o17), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1011110 + 0o21) + chr(0b110100 + 0o0) + chr(0b110100), 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b110000 + 0o2) + '\x31' + '\067', ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\063' + chr(50), 0b1000), nzTpIcepk0o8(chr(0b101000 + 0o10) + '\x6f' + chr(0b10001 + 0o41) + '\060' + chr(2190 - 2135), 0b1000), nzTpIcepk0o8(chr(48) + chr(5643 - 5532) + chr(49) + '\x36' + chr(0b110100), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b101001 + 0o106) + '\x31' + chr(70 - 15), ord("\x08")), nzTpIcepk0o8(chr(0b10100 + 0o34) + '\157' + chr(403 - 352) + chr(0b110100) + chr(0b110001), 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(2107 - 2059) + '\x6f' + chr(0b110101) + chr(0b1000 + 0o50), 31677 - 31669)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x03'), chr(0b11 + 0o141) + chr(0b1001110 + 0o27) + '\x63' + chr(5217 - 5106) + chr(6668 - 6568) + chr(101))('\165' + '\164' + chr(0b1100110) + '\x2d' + chr(0b111000)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def vEpdMD3WVUCY(_1vzISbJ_R2i, PmE5_h409JAA): try: if ftfygxgFas5X(PmE5_h409JAA) <= ftfygxgFas5X(roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'l:)\xb5\xfa\xc8\xcd\xc7\x1d\xad9\xa6'), chr(0b1100100) + '\x65' + '\x63' + chr(4382 - 4271) + '\144' + '\x65')(chr(0b1110101) + chr(0b1110100) + '\x66' + chr(0b1001 + 0o44) + '\070'))) or not roI3spqORKae(PmE5_h409JAA, roI3spqORKae(ES5oEprVxulp(b'^\x17<\x83\xdc\xd7\xcb\xcb9\xf5'), chr(0b1011100 + 0o10) + '\145' + chr(0b1100011) + chr(4720 - 4609) + chr(100) + chr(0b1001011 + 0o32))(chr(0b1110101) + '\x74' + chr(8452 - 8350) + chr(0b101101) + chr(56)))(roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'l:)\xb5\xfa\xc8\xcd\xc7\x1d\xad9\xa6'), '\x64' + chr(7391 - 7290) + '\143' + chr(7130 - 7019) + chr(0b1011111 + 0o5) + '\145')(chr(12430 - 12313) + chr(3579 - 3463) + chr(5697 - 5595) + '\x2d' + chr(0b111000)))): return roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'O\n)\x82\xf7\xc2\xce\xcd \xc2>\xber\xd3#?\xbd\xa7\x92q'), chr(100) + chr(0b1100101) + '\x63' + chr(111) + '\x64' + chr(304 - 203))(chr(0b1 + 0o164) + chr(0b1110100) + '\146' + '\055' + '\x38'))(PmE5_h409JAA) teUmM7cKWZUa = PmE5_h409JAA[ftfygxgFas5X(_1vzISbJ_R2i.AYtDRlqeP0tq)] if teUmM7cKWZUa == roI3spqORKae(ES5oEprVxulp(b'\x05'), chr(100) + chr(6581 - 6480) + '\x63' + '\157' + chr(0b1100100) + chr(0b1100101))(chr(0b10010 + 0o143) + '\x74' + chr(0b111010 + 0o54) + chr(45) + chr(1958 - 1902)): if not roI3spqORKae(PmE5_h409JAA, roI3spqORKae(ES5oEprVxulp(b'dZ;\xba\xe1\xe7\xfd\xee,\xe8\x07\xa5'), chr(100) + chr(6582 - 6481) + '\143' + chr(0b1101001 + 0o6) + chr(100) + '\145')(chr(0b1110101) + chr(7270 - 7154) + chr(102) + chr(0b100111 + 0o6) + chr(0b1111 + 0o51)))(roI3spqORKae(ES5oEprVxulp(b'\x04'), '\144' + chr(0b1100101) + chr(99) + chr(0b100001 + 0o116) + '\144' + '\x65')(chr(117) + '\164' + chr(0b101001 + 0o75) + chr(898 - 853) + chr(0b111000))): raise WbNHlDKpyPtQ return roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'O\n)\x82\xf7\xc2\xce\xcd \xc2>\xber\xd3#?\xbd\xa7\x92q'), '\144' + chr(0b1100101) + '\x63' + chr(0b1101111) + chr(0b11000 + 0o114) + chr(0b1100101))('\x75' + chr(116) + chr(0b1100110) + chr(0b101001 + 0o4) + chr(0b110111 + 0o1)))(PmE5_h409JAA[ftfygxgFas5X(roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'l:)\xb5\xfa\xc8\xcd\xc7\x1d\xad9\xa6'), chr(7038 - 6938) + chr(0b1100101) + chr(0b101001 + 0o72) + chr(111) + '\144' + chr(0b1100101))(chr(11210 - 11093) + chr(0b1110100) + '\146' + '\055' + '\x38'))) + nzTpIcepk0o8(chr(0b10100 + 0o34) + '\157' + '\x31', ord("\x08")):-nzTpIcepk0o8('\x30' + chr(9724 - 9613) + chr(1735 - 1686), 8)]) elif teUmM7cKWZUa == roI3spqORKae(ES5oEprVxulp(b'\x03'), '\x64' + chr(0b1100101) + chr(0b1100011) + chr(0b1010011 + 0o34) + chr(0b1100100) + chr(6558 - 6457))(chr(0b1110101) + chr(0b1110100) + chr(8403 - 8301) + chr(45) + chr(0b111000)): TR68rP1m0t0Z = PmE5_h409JAA[ftfygxgFas5X(_1vzISbJ_R2i.AYtDRlqeP0tq) + nzTpIcepk0o8('\x30' + chr(2276 - 2165) + '\x31', 8):] return nzTpIcepk0o8(roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'r<<\x9d\xc4\xfb\xd1\xc7 \xff(\xa5l\xfc\x10'), '\x64' + chr(6165 - 6064) + chr(99) + chr(3016 - 2905) + '\144' + chr(6668 - 6567))('\x75' + chr(13077 - 12961) + chr(102) + '\055' + '\x38'))[TR68rP1m0t0Z]) else: raise WbNHlDKpyPtQ except WbNHlDKpyPtQ as dclkBu6Bdnnh: if roI3spqORKae(dclkBu6Bdnnh, roI3spqORKae(ES5oEprVxulp(b'H\x060\xa1\xf1\xd4\x8e\xd49\xc9\x1e\xa5'), '\144' + '\145' + chr(0b1100011) + chr(111) + chr(100) + chr(101))(chr(117) + chr(0b1001 + 0o153) + chr(102) + chr(957 - 912) + chr(56))): raise raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b'\x08\x10s\xd4\xdb\x9e\x9c\xcb#\xeb,\xbbv\xc7o3\x8c\xa4\x93wP\xc3Ox'), chr(0b1100100) + chr(101) + '\143' + chr(0b101001 + 0o106) + '\x64' + '\x65')(chr(117) + chr(116) + '\x66' + chr(0b10110 + 0o27) + chr(56)) % (roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'l:)\xb5\xfa\xc8\xcd\xc7\x1d\xad9\xa6'), chr(9331 - 9231) + '\145' + '\x63' + chr(0b1101111) + chr(100) + chr(0b1100101))('\x75' + '\164' + chr(102) + '\055' + chr(0b101101 + 0o13))), roI3spqORKae(_1vzISbJ_R2i.bits_from_str, roI3spqORKae(ES5oEprVxulp(b'l:)\xb5\xfa\xc8\xcd\xc7\x1d\xad9\xa6'), chr(0b1100100) + '\145' + chr(0b100111 + 0o74) + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(10996 - 10879) + '\164' + '\146' + chr(45) + chr(56))), PmE5_h409JAA)) except knUxyjfq07F9 as dclkBu6Bdnnh: raise WbNHlDKpyPtQ(roI3spqORKae(ES5oEprVxulp(b'\x08\x10s\xd4\xdb\x9e\x9c\xeb#\xeb,\xbbv\xc7o<\x8e\xb5\x81#\x04\x82\x07o\xcc.\x17e\x14\xc9\x17\x87\xabM\xe1j\xf2\x005\xc1\x08\x11'), chr(0b1010101 + 0o17) + chr(0b1100101) + chr(0b100001 + 0o102) + '\157' + '\144' + chr(101))('\x75' + chr(116) + chr(0b1001011 + 0o33) + chr(0b101101) + chr(56)) % (roI3spqORKae(_1vzISbJ_R2i, roI3spqORKae(ES5oEprVxulp(b'l:)\xb5\xfa\xc8\xcd\xc7\x1d\xad9\xa6'), chr(1925 - 1825) + chr(101) + chr(3095 - 2996) + chr(111) + chr(100) + chr(0b10 + 0o143))('\x75' + chr(4888 - 4772) + chr(102) + chr(45) + chr(0b111000))), roI3spqORKae(_1vzISbJ_R2i.bits_from_str, roI3spqORKae(ES5oEprVxulp(b'l:)\xb5\xfa\xc8\xcd\xc7\x1d\xad9\xa6'), chr(0b110110 + 0o56) + chr(7129 - 7028) + '\x63' + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))('\165' + chr(1725 - 1609) + chr(102) + '\055' + chr(0b111000))), roI3spqORKae(dclkBu6Bdnnh, roI3spqORKae(ES5oEprVxulp(b'H\x060\xa1\xf1\xd4\x8e\xd49\xc9\x1e\xa5'), chr(0b1100100) + chr(0b1100101) + chr(0b111111 + 0o44) + chr(0b1000110 + 0o51) + chr(0b1100100) + chr(0b11011 + 0o112))('\165' + chr(0b1110100) + '\x66' + '\x2d' + '\x38'))[nzTpIcepk0o8('\x30' + chr(111) + chr(0b1100 + 0o44), 0b1000)], PmE5_h409JAA))
bitshares/uptick
uptick/feed.py
newfeed
def newfeed(ctx, symbol, price, market, cer, mssr, mcr, account): """ Publish a price feed! Examples: \b uptick newfeed USD 0.01 USD/BTS uptick newfeed USD 100 BTS/USD Core Exchange Rate (CER) \b If no CER is provided, the cer will be the same as the settlement price with a 5% premium (Only if the 'market' is against the core asset (e.g. BTS)). The CER is always defined against the core asset (BTS). This means that if the backing asset is not the core asset (BTS), then you must specify your own cer as a float. The float `x` will be interpreted as `x BTS/SYMBOL`. """ if cer: cer = Price(cer, quote=symbol, base="1.3.0", bitshares_instance=ctx.bitshares) print_tx( ctx.bitshares.publish_price_feed( symbol, Price(price, market), cer=cer, mssr=mssr, mcr=mcr, account=account ) )
python
def newfeed(ctx, symbol, price, market, cer, mssr, mcr, account): """ Publish a price feed! Examples: \b uptick newfeed USD 0.01 USD/BTS uptick newfeed USD 100 BTS/USD Core Exchange Rate (CER) \b If no CER is provided, the cer will be the same as the settlement price with a 5% premium (Only if the 'market' is against the core asset (e.g. BTS)). The CER is always defined against the core asset (BTS). This means that if the backing asset is not the core asset (BTS), then you must specify your own cer as a float. The float `x` will be interpreted as `x BTS/SYMBOL`. """ if cer: cer = Price(cer, quote=symbol, base="1.3.0", bitshares_instance=ctx.bitshares) print_tx( ctx.bitshares.publish_price_feed( symbol, Price(price, market), cer=cer, mssr=mssr, mcr=mcr, account=account ) )
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Publish a price feed! Examples: \b uptick newfeed USD 0.01 USD/BTS uptick newfeed USD 100 BTS/USD Core Exchange Rate (CER) \b If no CER is provided, the cer will be the same as the settlement price with a 5% premium (Only if the 'market' is against the core asset (e.g. BTS)). The CER is always defined against the core asset (BTS). This means that if the backing asset is not the core asset (BTS), then you must specify your own cer as a float. The float `x` will be interpreted as `x BTS/SYMBOL`.
[ "Publish", "a", "price", "feed!" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/feed.py#L42-L67
train
Publish a new feed for a given market and price.
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1806) + chr(0b1100011 + 0o14) + '\061' + chr(0b110110) + chr(566 - 512), 7321 - 7313), nzTpIcepk0o8(chr(0b101100 + 0o4) + '\157' + chr(51) + '\x33' + chr(55), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b101100 + 0o7) + chr(0b11100 + 0o32) + chr(2281 - 2228), 0b1000), nzTpIcepk0o8('\x30' + '\157' + chr(0b110001) + chr(0b110000) + '\x37', 0o10), nzTpIcepk0o8('\x30' + chr(111) + chr(0b11 + 0o57) + chr(0b110111) + chr(0b101010 + 0o11), 0o10), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(0b1101111) + '\x32' + '\060' + '\x35', 0o10), nzTpIcepk0o8(chr(0b100110 + 0o12) + chr(1528 - 1417) + chr(0b110001) + chr(51) + '\064', ord("\x08")), nzTpIcepk0o8(chr(0b10110 + 0o32) + '\157' + chr(225 - 176) + chr(0b1011 + 0o50), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x32' + '\060', 0b1000), nzTpIcepk0o8(chr(390 - 342) + '\157' + chr(0b110001) + chr(54) + chr(58 - 8), ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1011101 + 0o22) + chr(0b11101 + 0o26) + '\x33' + '\x36', 31917 - 31909), nzTpIcepk0o8(chr(303 - 255) + chr(8248 - 8137) + chr(0b101011 + 0o7) + '\064' + chr(0b11100 + 0o26), ord("\x08")), nzTpIcepk0o8(chr(134 - 86) + '\x6f' + chr(0b110101) + chr(2683 - 2628), 13631 - 13623), nzTpIcepk0o8(chr(0b110000) + chr(1937 - 1826) + chr(0b110111) + '\x34', 0b1000), nzTpIcepk0o8('\060' + '\157' + chr(0b100101 + 0o15) + chr(0b100 + 0o62) + chr(51), ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110001) + chr(2411 - 2356) + chr(53), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(50) + chr(0b110011) + '\x32', ord("\x08")), nzTpIcepk0o8(chr(479 - 431) + '\157' + '\063' + chr(0b110011) + chr(1291 - 1242), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(10496 - 10385) + chr(0b110010) + chr(0b10 + 0o56) + chr(709 - 661), 0b1000), nzTpIcepk0o8(chr(1525 - 1477) + chr(0b1101111) + chr(0b110010) + chr(0b1010 + 0o54), 0o10), nzTpIcepk0o8('\060' + chr(0b1001111 + 0o40) + chr(1841 - 1790) + chr(130 - 77) + chr(0b110000), 0b1000), nzTpIcepk0o8('\x30' + chr(111) + '\063' + '\060' + chr(0b110100), 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(54) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(0b1110 + 0o42) + chr(0b1011110 + 0o21) + '\061' + chr(0b100011 + 0o22) + chr(988 - 933), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x31' + '\x35' + '\063', ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + '\x32' + '\x35' + '\x35', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(6063 - 5952) + chr(597 - 547) + chr(1877 - 1822) + chr(2011 - 1956), 10051 - 10043), nzTpIcepk0o8(chr(2024 - 1976) + '\x6f' + chr(0b10100 + 0o37) + chr(51) + chr(0b110000), 23121 - 23113), nzTpIcepk0o8(chr(48) + chr(8343 - 8232) + '\x31' + '\x34', 0o10), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\x31' + '\x34' + chr(0b101001 + 0o10), 5039 - 5031), nzTpIcepk0o8('\060' + '\x6f' + '\x35' + chr(2263 - 2212), ord("\x08")), nzTpIcepk0o8(chr(0b10111 + 0o31) + '\157' + chr(1942 - 1892) + chr(0b110001) + chr(2414 - 2363), 0b1000), nzTpIcepk0o8('\060' + chr(1375 - 1264) + '\x32' + chr(0b110010) + chr(737 - 682), 0o10), nzTpIcepk0o8(chr(1663 - 1615) + chr(0b101111 + 0o100) + chr(0b110010) + chr(0b110011) + chr(1893 - 1842), ord("\x08")), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + chr(0b101111 + 0o3) + chr(190 - 138), 60680 - 60672), nzTpIcepk0o8(chr(48) + chr(0b1011111 + 0o20) + chr(0b10110 + 0o33) + '\067' + chr(0b10010 + 0o40), 0o10), nzTpIcepk0o8(chr(0b100101 + 0o13) + chr(8269 - 8158) + chr(0b110010) + '\x33' + chr(0b1110 + 0o51), 8), nzTpIcepk0o8(chr(48) + '\x6f' + '\062' + chr(53) + chr(1104 - 1050), 49652 - 49644), nzTpIcepk0o8('\060' + '\x6f' + '\063' + chr(768 - 717) + '\066', 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(0b1101111) + chr(0b110 + 0o57) + '\x30', 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xb1'), '\144' + chr(0b1101 + 0o130) + '\x63' + chr(111) + chr(4707 - 4607) + chr(0b1100101))('\x75' + '\x74' + chr(9203 - 9101) + '\055' + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def gETUsQi7Jxjb(PVjcU1K_3aBJ, hQqiJQuqI0BH, Lh9Az4vDK1jx, PSkANKapepE9, vLIKVRhlBPCK, iFxecEGraOww, QgiTGJyMM_mg, a9n0DG9OW7xl): if vLIKVRhlBPCK: vLIKVRhlBPCK = oD29rfvp5JK8(vLIKVRhlBPCK, quote=hQqiJQuqI0BH, base=roI3spqORKae(ES5oEprVxulp(b'\xaeX\xec\xdbw'), chr(0b1100100) + '\x65' + '\143' + '\x6f' + chr(4362 - 4262) + chr(0b1001 + 0o134))(chr(0b1110101) + '\164' + '\146' + '\055' + chr(0b1010 + 0o56)), bitshares_instance=PVjcU1K_3aBJ.WISsutEPx0E3) v9PhCwnaJ7Fx(roI3spqORKae(PVjcU1K_3aBJ.bitshares, roI3spqORKae(ES5oEprVxulp(b'\xef\x03\xbd\x99.\xc8\xed\x03{b\x1b\xbd\xc7pZ\xd6\x18\xfe'), chr(0b101110 + 0o66) + '\x65' + chr(582 - 483) + '\157' + '\x64' + chr(101))('\165' + chr(0b1100101 + 0o17) + '\x66' + chr(0b10100 + 0o31) + chr(0b111000)))(hQqiJQuqI0BH, oD29rfvp5JK8(Lh9Az4vDK1jx, PSkANKapepE9), cer=vLIKVRhlBPCK, mssr=iFxecEGraOww, mcr=QgiTGJyMM_mg, account=a9n0DG9OW7xl))
bitshares/uptick
uptick/feed.py
feeds
def feeds(ctx, assets, pricethreshold, maxage): """ Price Feed Overview """ import builtins witnesses = Witnesses(bitshares_instance=ctx.bitshares) def test_price(p, ref): if math.fabs(float(p / ref) - 1.0) > pricethreshold / 100.0: return click.style(str(p), fg="red") elif math.fabs(float(p / ref) - 1.0) > pricethreshold / 2.0 / 100.0: return click.style(str(p), fg="yellow") else: return click.style(str(p), fg="green") def price_diff(p, ref): d = (float(p) - float(ref)) / float(ref) * 100 if math.fabs(d) >= 5: color = "red" elif math.fabs(d) >= 2.5: color = "yellow" else: color = "green" return click.style("{:8.2f}%".format(d), fg=color) def test_date(d): t = d.replace(tzinfo=None) now = datetime.utcnow() if now < t + timedelta(minutes=maxage): return click.style(str(t), fg="green") if now < t + timedelta(minutes=maxage / 2.0): return click.style(str(t), fg="yellow") else: return click.style(str(t), fg="red") output = "" for asset in tqdm(assets): t = PrettyTable( [ "Asset", "Producer", "Active Witness", "Date", "Settlement Price", "Core Exchange Price", "MCR", "SSPR", "delta", ] ) t.align = "c" t.align["Producer"] = "l" asset = Asset(asset, full=True, bitshares_instance=ctx.bitshares) current_feed = asset.feed feeds = asset.feeds producingwitnesses = builtins.set() witness_accounts = [x["witness_account"] for x in witnesses] for feed in tqdm(feeds): producingwitnesses.add(feed["producer"]["id"]) t.add_row( [ asset["symbol"], feed["producer"]["name"], click.style( "X" if feed["producer"]["id"] in witness_accounts else "", bold=True, ), test_date(feed["date"]), test_price( feed["settlement_price"], current_feed["settlement_price"] ), test_price( feed["core_exchange_rate"], current_feed["core_exchange_rate"] ), feed["maintenance_collateral_ratio"] / 10, feed["maximum_short_squeeze_ratio"] / 10, price_diff( feed["core_exchange_rate"], current_feed["core_exchange_rate"] ), ] ) for missing in builtins.set(witness_accounts).difference(producingwitnesses): witness = Witness(missing) t.add_row( [ click.style(asset["symbol"], bg="red"), click.style(witness.account["name"], bg="red"), click.style( "X" if feed["producer"]["id"] in witness_accounts else "", bold=True, ), click.style(str(datetime(1970, 1, 1))), click.style("missing", bg="red"), click.style("missing", bg="red"), click.style("missing", bg="red"), click.style("missing", bg="red"), click.style("missing", bg="red"), ] ) output += t.get_string(sortby="Date", reversesort=True) output += "\n" click.echo(output)
python
def feeds(ctx, assets, pricethreshold, maxage): """ Price Feed Overview """ import builtins witnesses = Witnesses(bitshares_instance=ctx.bitshares) def test_price(p, ref): if math.fabs(float(p / ref) - 1.0) > pricethreshold / 100.0: return click.style(str(p), fg="red") elif math.fabs(float(p / ref) - 1.0) > pricethreshold / 2.0 / 100.0: return click.style(str(p), fg="yellow") else: return click.style(str(p), fg="green") def price_diff(p, ref): d = (float(p) - float(ref)) / float(ref) * 100 if math.fabs(d) >= 5: color = "red" elif math.fabs(d) >= 2.5: color = "yellow" else: color = "green" return click.style("{:8.2f}%".format(d), fg=color) def test_date(d): t = d.replace(tzinfo=None) now = datetime.utcnow() if now < t + timedelta(minutes=maxage): return click.style(str(t), fg="green") if now < t + timedelta(minutes=maxage / 2.0): return click.style(str(t), fg="yellow") else: return click.style(str(t), fg="red") output = "" for asset in tqdm(assets): t = PrettyTable( [ "Asset", "Producer", "Active Witness", "Date", "Settlement Price", "Core Exchange Price", "MCR", "SSPR", "delta", ] ) t.align = "c" t.align["Producer"] = "l" asset = Asset(asset, full=True, bitshares_instance=ctx.bitshares) current_feed = asset.feed feeds = asset.feeds producingwitnesses = builtins.set() witness_accounts = [x["witness_account"] for x in witnesses] for feed in tqdm(feeds): producingwitnesses.add(feed["producer"]["id"]) t.add_row( [ asset["symbol"], feed["producer"]["name"], click.style( "X" if feed["producer"]["id"] in witness_accounts else "", bold=True, ), test_date(feed["date"]), test_price( feed["settlement_price"], current_feed["settlement_price"] ), test_price( feed["core_exchange_rate"], current_feed["core_exchange_rate"] ), feed["maintenance_collateral_ratio"] / 10, feed["maximum_short_squeeze_ratio"] / 10, price_diff( feed["core_exchange_rate"], current_feed["core_exchange_rate"] ), ] ) for missing in builtins.set(witness_accounts).difference(producingwitnesses): witness = Witness(missing) t.add_row( [ click.style(asset["symbol"], bg="red"), click.style(witness.account["name"], bg="red"), click.style( "X" if feed["producer"]["id"] in witness_accounts else "", bold=True, ), click.style(str(datetime(1970, 1, 1))), click.style("missing", bg="red"), click.style("missing", bg="red"), click.style("missing", bg="red"), click.style("missing", bg="red"), click.style("missing", bg="red"), ] ) output += t.get_string(sortby="Date", reversesort=True) output += "\n" click.echo(output)
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Price Feed Overview
[ "Price", "Feed", "Overview" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/feed.py#L78-L179
train
Generates a list of prices for each asset in assets.
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2083) + '\x32', 53212 - 53204), nzTpIcepk0o8(chr(0b100 + 0o54) + '\x6f' + '\061' + '\060' + chr(53), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(2578 - 2467) + '\x32' + chr(0b110110) + chr(52), 0o10), nzTpIcepk0o8('\060' + chr(0b1011100 + 0o23) + chr(0b110001) + chr(55) + chr(0b110100), 55225 - 55217), nzTpIcepk0o8(chr(0b100 + 0o54) + '\157' + chr(53) + chr(1311 - 1257), 0b1000), nzTpIcepk0o8(chr(342 - 294) + chr(0b1101111) + chr(0b0 + 0o62) + chr(55) + '\x30', 53080 - 53072), nzTpIcepk0o8(chr(0b110000) + chr(2807 - 2696) + chr(52) + '\x34', 59541 - 59533), nzTpIcepk0o8('\x30' + chr(0b1100 + 0o143) + '\x33' + chr(48) + '\x37', 0o10), nzTpIcepk0o8(chr(0b10 + 0o56) + chr(4546 - 4435) + chr(0b110011) + chr(0b110110) + chr(0b110100), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1001110 + 0o41) + chr(51) + chr(0b110100) + chr(111 - 63), 0o10), nzTpIcepk0o8(chr(0b101 + 0o53) + chr(0b1101111) + '\x34' + chr(2328 - 2275), 0o10), nzTpIcepk0o8(chr(0b100101 + 0o13) + chr(10802 - 10691) + '\061' + chr(0b110100) + chr(0b110 + 0o60), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110010) + chr(941 - 893) + '\066', 65373 - 65365), nzTpIcepk0o8(chr(48) + chr(0b111 + 0o150) + chr(49) + '\062' + chr(0b11010 + 0o30), 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + '\063' + chr(0b101101 + 0o5) + chr(0b110000), 0o10), nzTpIcepk0o8(chr(0b100100 + 0o14) + '\157' + chr(0b110001) + chr(0b110000) + '\x36', 12594 - 12586), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(10635 - 10524) + '\062' + chr(54) + '\x36', 19211 - 19203), nzTpIcepk0o8('\060' + chr(111) + chr(0b110011) + '\x30' + chr(53), 63279 - 63271), nzTpIcepk0o8(chr(0b11111 + 0o21) + chr(0b1101111) + chr(358 - 309) + '\x30' + chr(158 - 103), 0o10), nzTpIcepk0o8(chr(1848 - 1800) + '\x6f' + chr(0b110001) + chr(0b1101 + 0o47) + '\x36', 8), nzTpIcepk0o8(chr(1188 - 1140) + chr(0b1010101 + 0o32) + chr(49) + chr(2235 - 2184), ord("\x08")), nzTpIcepk0o8('\x30' + chr(1796 - 1685) + '\x32' + '\x34' + chr(0b110000), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(49) + chr(53) + chr(0b101001 + 0o15), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b100 + 0o153) + chr(0b100 + 0o56) + '\064' + chr(50), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\061' + '\x32' + '\066', 0o10), nzTpIcepk0o8('\060' + chr(0b1011010 + 0o25) + '\063' + chr(0b110000) + '\x30', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(0b110000 + 0o77) + '\x33' + chr(0b1000 + 0o56) + '\062', 0b1000), nzTpIcepk0o8(chr(2247 - 2199) + chr(111) + '\x37' + chr(55), 0o10), nzTpIcepk0o8(chr(0b110000) + '\x6f' + '\x33' + chr(781 - 727) + '\x36', ord("\x08")), nzTpIcepk0o8(chr(0b11000 + 0o30) + chr(111) + chr(1531 - 1482) + chr(0b110111) + chr(55), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(8365 - 8254) + chr(0b100011 + 0o22) + '\x31', 46931 - 46923), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b101001 + 0o11) + '\061' + '\063', 24897 - 24889), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(111) + chr(0b110011) + '\x37' + '\065', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(49) + chr(0b111 + 0o56) + chr(2114 - 2065), 0b1000), nzTpIcepk0o8(chr(259 - 211) + chr(111) + chr(0b11000 + 0o31) + '\064' + chr(1047 - 994), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b10001 + 0o136) + chr(0b100101 + 0o14) + '\x33' + chr(0b110101), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + chr(50) + '\067' + '\066', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(0b101001 + 0o11) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(350 - 302) + '\x6f' + '\x34' + '\062', 0b1000), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(111) + '\x32' + chr(0b1101 + 0o45), 8)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(0b101100 + 0o11) + chr(0b101101 + 0o3), 0o10)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\xfc'), chr(4787 - 4687) + '\x65' + chr(2337 - 2238) + chr(0b1000100 + 0o53) + chr(9688 - 9588) + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(7172 - 7070) + chr(0b101101) + chr(56)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def SGqttYBybxjT(PVjcU1K_3aBJ, WqSnprnNahUY, IWz52OJwCG98, OgFFy95yecIy): (GRHOPM2vWpgL,) = (zGgTE_CdZfvi(roI3spqORKae(ES5oEprVxulp(b'\xb00\xdd\x10Z\xd1J\xb4'), '\x64' + chr(0b100111 + 0o76) + '\x63' + '\x6f' + chr(0b1100100) + chr(101))(chr(0b1110101) + '\164' + chr(0b1100110) + chr(45) + chr(56))),) sFGX74BC9kfL = Y36CG7IgTqLa(bitshares_instance=PVjcU1K_3aBJ.WISsutEPx0E3) def rM0eqhVMVbQ8(fSdw5wwLo9MO, CmNScfxJ1Uih): if roI3spqORKae(aQg01EfWg1cd, roI3spqORKae(ES5oEprVxulp(b'\x82\t\x84;E\x8aP\xa4\xc6\x8f\x14-'), '\144' + chr(0b1110 + 0o127) + '\x63' + chr(0b1101111) + chr(0b101111 + 0o65) + '\x65')(chr(117) + chr(116) + chr(102) + '\x2d' + chr(56)))(jLW6pRf2DSRk(fSdw5wwLo9MO / CmNScfxJ1Uih) - 1.0) > IWz52OJwCG98 / 100.0: return roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(4893 - 4793) + '\x65' + '\x63' + chr(111) + '\144' + chr(0b1010000 + 0o25))(chr(0b1110101) + '\x74' + chr(8409 - 8307) + '\055' + '\070'))(N9zlRy29S1SS(fSdw5wwLo9MO), fg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), chr(0b111000 + 0o54) + chr(6105 - 6004) + chr(0b1000001 + 0o42) + '\157' + chr(0b1110 + 0o126) + chr(101))(chr(117) + '\x74' + '\x66' + '\055' + chr(409 - 353))) elif roI3spqORKae(aQg01EfWg1cd, roI3spqORKae(ES5oEprVxulp(b'\x82\t\x84;E\x8aP\xa4\xc6\x8f\x14-'), '\144' + chr(0b10 + 0o143) + chr(0b1010011 + 0o20) + chr(0b1011001 + 0o26) + '\x64' + chr(0b1001000 + 0o35))(chr(0b1110101) + chr(0b100101 + 0o117) + chr(0b1100110) + chr(459 - 414) + chr(56)))(jLW6pRf2DSRk(fSdw5wwLo9MO / CmNScfxJ1Uih) - 1.0) > IWz52OJwCG98 / 2.0 / 100.0: return roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(0b1011111 + 0o5) + chr(3579 - 3478) + chr(0b100010 + 0o101) + chr(8415 - 8304) + '\x64' + chr(0b111001 + 0o54))(chr(117) + chr(0b1110100) + chr(5050 - 4948) + '\x2d' + '\x38'))(N9zlRy29S1SS(fSdw5wwLo9MO), fg=roI3spqORKae(ES5oEprVxulp(b'\xab \xd8\x10A\xcf'), chr(6900 - 6800) + chr(101) + '\143' + chr(3777 - 3666) + chr(0b1100100) + '\x65')(chr(6481 - 6364) + chr(0b11011 + 0o131) + chr(0b1100110) + chr(45) + chr(0b111000))) else: return roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(6728 - 6628) + chr(0b10101 + 0o120) + '\x63' + chr(111) + chr(0b1100100) + chr(10079 - 9978))(chr(0b1110101) + chr(116) + chr(102) + '\x2d' + '\070'))(N9zlRy29S1SS(fSdw5wwLo9MO), fg=roI3spqORKae(ES5oEprVxulp(b'\xb57\xd1\x19@'), chr(0b1100100) + chr(0b1100101) + chr(0b1100011) + chr(0b111111 + 0o60) + chr(100) + chr(101))(chr(0b1110101) + '\x74' + chr(2109 - 2007) + chr(0b101101) + chr(3037 - 2981))) def CN2NjhKw6sku(fSdw5wwLo9MO, CmNScfxJ1Uih): vPPlOXQgR3SM = (jLW6pRf2DSRk(fSdw5wwLo9MO) - jLW6pRf2DSRk(CmNScfxJ1Uih)) / jLW6pRf2DSRk(CmNScfxJ1Uih) * nzTpIcepk0o8('\x30' + '\x6f' + chr(49) + chr(0b110100) + chr(0b110100), ord("\x08")) if roI3spqORKae(aQg01EfWg1cd, roI3spqORKae(ES5oEprVxulp(b'\x82\t\x84;E\x8aP\xa4\xc6\x8f\x14-'), chr(100) + '\x65' + '\x63' + chr(8570 - 8459) + chr(0b1011110 + 0o6) + '\x65')('\x75' + chr(12214 - 12098) + chr(9285 - 9183) + '\x2d' + chr(0b110000 + 0o10)))(vPPlOXQgR3SM) >= nzTpIcepk0o8(chr(0b10101 + 0o33) + '\157' + '\065', 2578 - 2570): s93qyRHd7l1y = roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), chr(0b1000010 + 0o42) + chr(101) + chr(99) + '\x6f' + chr(100) + chr(0b1100101))(chr(2016 - 1899) + chr(231 - 115) + '\146' + chr(0b101101) + '\070') elif roI3spqORKae(aQg01EfWg1cd, roI3spqORKae(ES5oEprVxulp(b'\x82\t\x84;E\x8aP\xa4\xc6\x8f\x14-'), chr(100) + chr(0b1010000 + 0o25) + chr(6743 - 6644) + '\x6f' + chr(0b1100100) + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(9015 - 8913) + '\x2d' + chr(0b101000 + 0o20)))(vPPlOXQgR3SM) >= 2.5: s93qyRHd7l1y = roI3spqORKae(ES5oEprVxulp(b'\xab \xd8\x10A\xcf'), chr(100) + chr(0b1100101) + chr(99) + chr(111) + chr(0b1100100) + chr(101))(chr(0b1110101) + '\164' + '\x66' + chr(591 - 546) + chr(0b101111 + 0o11)) else: s93qyRHd7l1y = roI3spqORKae(ES5oEprVxulp(b'\xb57\xd1\x19@'), chr(100) + chr(0b1100101) + chr(0b1100011) + chr(0b1101111) + '\x64' + chr(101))('\165' + chr(116) + chr(102) + chr(0b101010 + 0o3) + '\x38') return roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(100) + chr(101) + chr(0b1100011) + chr(0b1010101 + 0o32) + '\144' + chr(0b11011 + 0o112))(chr(4128 - 4011) + chr(116) + chr(6498 - 6396) + chr(45) + chr(56)))(roI3spqORKae(roI3spqORKae(ES5oEprVxulp(b'\xa9\x7f\x8cR\x1c\xdeY\xe2'), '\144' + chr(2481 - 2380) + chr(0b110 + 0o135) + chr(111) + chr(100) + '\x65')(chr(117) + chr(0b10000 + 0o144) + '\146' + chr(45) + chr(0b110100 + 0o4)), roI3spqORKae(ES5oEprVxulp(b'\xa3v\x877i\x8bB\xa8\xa5\xbff,'), chr(0b1100100) + chr(0b1100101) + chr(0b1100011) + chr(828 - 717) + '\x64' + chr(0b1100101))(chr(117) + chr(116) + chr(0b101110 + 0o70) + '\055' + '\070'))(vPPlOXQgR3SM), fg=s93qyRHd7l1y) def zLMB_sNGQEdt(vPPlOXQgR3SM): h3Vc_4wxEbgd = vPPlOXQgR3SM.E91dbqOZXBpJ(tzinfo=None) HofpCdf61ts4 = pGZg2NXRxBup.utcnow() if HofpCdf61ts4 < h3Vc_4wxEbgd + sO4N0GgrvxVj(minutes=OgFFy95yecIy): return roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), '\144' + chr(0b1100101) + '\x63' + chr(7593 - 7482) + chr(5005 - 4905) + chr(0b1100101))('\x75' + chr(2735 - 2619) + chr(0b111111 + 0o47) + '\x2d' + chr(0b111000)))(N9zlRy29S1SS(h3Vc_4wxEbgd), fg=roI3spqORKae(ES5oEprVxulp(b'\xb57\xd1\x19@'), chr(0b1010110 + 0o16) + chr(0b1100101) + chr(0b111010 + 0o51) + chr(111) + chr(0b1100100) + '\145')('\165' + chr(0b1110100) + chr(0b1100110) + '\055' + chr(56))) if HofpCdf61ts4 < h3Vc_4wxEbgd + sO4N0GgrvxVj(minutes=OgFFy95yecIy / 2.0): return roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(100) + '\145' + chr(0b11000 + 0o113) + chr(111) + '\x64' + chr(101))('\x75' + '\164' + chr(102) + chr(500 - 455) + chr(2502 - 2446)))(N9zlRy29S1SS(h3Vc_4wxEbgd), fg=roI3spqORKae(ES5oEprVxulp(b'\xab \xd8\x10A\xcf'), '\144' + chr(0b1011 + 0o132) + chr(99) + chr(0b1010100 + 0o33) + chr(100) + '\145')('\165' + chr(0b1110100) + chr(0b1001100 + 0o32) + '\x2d' + chr(56))) else: return roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), '\144' + chr(0b10111 + 0o116) + chr(99) + chr(111) + chr(0b100011 + 0o101) + chr(0b100 + 0o141))(chr(0b1000100 + 0o61) + chr(116) + '\x66' + chr(0b101101) + '\x38'))(N9zlRy29S1SS(h3Vc_4wxEbgd), fg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), chr(0b1100010 + 0o2) + '\145' + '\143' + '\x6f' + chr(100) + '\145')('\x75' + '\164' + '\x66' + chr(45) + chr(0b111000))) toKQXlEvBKaK = roI3spqORKae(ES5oEprVxulp(b''), chr(0b1100100) + chr(0b1000 + 0o135) + chr(4370 - 4271) + chr(0b1101111) + chr(0b101011 + 0o71) + chr(0b111 + 0o136))(chr(0b1110101) + chr(116) + chr(10201 - 10099) + chr(0b101101) + '\070') for XwVpcyasdpoL in YoNhxfzVyZ0M(WqSnprnNahUY): h3Vc_4wxEbgd = bzXcJGJp3wJD([roI3spqORKae(ES5oEprVxulp(b'\x936\xc7\x19Z'), chr(0b1010 + 0o132) + '\145' + '\x63' + chr(0b10110 + 0o131) + chr(7932 - 7832) + chr(0b1100101))('\165' + chr(116) + '\146' + '\055' + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\x827\xdb\x18[\xdbA\xb5'), '\144' + '\145' + chr(99) + chr(4445 - 4334) + chr(100) + chr(0b1010 + 0o133))(chr(117) + '\164' + chr(0b1001010 + 0o34) + chr(1652 - 1607) + chr(0b111000)), roI3spqORKae(ES5oEprVxulp(b'\x93&\xc0\x15X\xdd\x04\x90\x9d\x94K\x03\xf5!'), '\x64' + chr(101) + chr(0b1100011) + '\x6f' + '\144' + chr(101))(chr(0b1110101) + chr(0b111111 + 0o65) + '\x66' + '\055' + '\070'), roI3spqORKae(ES5oEprVxulp(b'\x96$\xc0\x19'), chr(0b101 + 0o137) + chr(7536 - 7435) + chr(0b1001100 + 0o27) + chr(0b1101111) + chr(0b1100100) + chr(101))('\x75' + '\164' + chr(102) + chr(401 - 356) + '\070'), roI3spqORKae(ES5oEprVxulp(b'\x81 \xc0\x08B\xddI\xa2\x9a\x94\x056\xf4;\xb3#'), chr(0b1010001 + 0o23) + chr(0b110011 + 0o62) + chr(0b1100011 + 0o0) + chr(0b0 + 0o157) + '\x64' + chr(101))(chr(0b1110101) + chr(116) + chr(497 - 395) + chr(45) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\x91*\xc6\x19\x0e\xfd\\\xa4\x9c\x81K\x01\xe3r\x804\xdf\xa6"'), chr(1066 - 966) + chr(0b1011100 + 0o11) + '\143' + '\157' + chr(0b1011001 + 0o13) + chr(0b1111 + 0o126))(chr(117) + chr(0b100101 + 0o117) + chr(0b1100110) + chr(0b100001 + 0o14) + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\x9f\x06\xe6'), chr(0b1100100) + chr(101) + chr(99) + chr(565 - 454) + chr(0b10100 + 0o120) + '\x65')(chr(0b10110 + 0o137) + '\x74' + chr(7278 - 7176) + chr(45) + chr(56)), roI3spqORKae(ES5oEprVxulp(b'\x81\x16\xe4.'), '\x64' + chr(101) + chr(0b1100011) + '\157' + chr(100) + chr(138 - 37))(chr(0b101100 + 0o111) + chr(0b110 + 0o156) + chr(0b1100110) + '\055' + '\x38'), roI3spqORKae(ES5oEprVxulp(b'\xb6 \xd8\x08O'), chr(100) + chr(0b1100101) + '\143' + '\157' + '\x64' + chr(2824 - 2723))(chr(0b1110101) + '\164' + '\146' + '\x2d' + '\x38')]) h3Vc_4wxEbgd.taxpT0xL_owm = roI3spqORKae(ES5oEprVxulp(b'\xb1'), chr(100) + chr(0b1100101) + chr(99) + chr(111) + chr(0b10110 + 0o116) + chr(101))(chr(0b1110101) + '\164' + chr(0b1100110) + chr(734 - 689) + chr(0b111000)) h3Vc_4wxEbgd.taxpT0xL_owm[roI3spqORKae(ES5oEprVxulp(b'\x827\xdb\x18[\xdbA\xb5'), '\x64' + chr(0b1101 + 0o130) + '\143' + chr(0b110000 + 0o77) + chr(0b1000111 + 0o35) + chr(101))('\x75' + '\x74' + chr(0b100110 + 0o100) + chr(0b101101) + chr(1950 - 1894))] = roI3spqORKae(ES5oEprVxulp(b'\xbe'), chr(0b110101 + 0o57) + '\x65' + chr(134 - 35) + chr(0b1101111) + chr(100) + '\145')('\x75' + chr(4068 - 3952) + chr(102) + chr(0b1110 + 0o37) + chr(710 - 654)) XwVpcyasdpoL = GVnroqA5zeNC(XwVpcyasdpoL, full=nzTpIcepk0o8('\x30' + '\x6f' + '\x31', 0o10), bitshares_instance=PVjcU1K_3aBJ.WISsutEPx0E3) H1KC_orE4z0l = XwVpcyasdpoL.feed SGqttYBybxjT = XwVpcyasdpoL.SGqttYBybxjT fNICFlTaoUIr = GRHOPM2vWpgL.Bvi71nNyvlqO() MrE8SohuAsPj = [bI5jsQ9OkQtj[roI3spqORKae(ES5oEprVxulp(b'\xa5,\xc0\x12K\xcbW\x98\x95\x83F\t\xf3<\xa4'), chr(6188 - 6088) + chr(101) + '\143' + chr(111) + chr(9800 - 9700) + '\x65')(chr(117) + chr(116) + chr(102) + chr(45) + chr(1817 - 1761))] for bI5jsQ9OkQtj in sFGX74BC9kfL] for hBoegJBEAAo1 in YoNhxfzVyZ0M(SGqttYBybxjT): roI3spqORKae(fNICFlTaoUIr, roI3spqORKae(ES5oEprVxulp(b'\xa7v\xe5\x18G\xcbm\xb6\xb0\x86f\x02'), '\144' + chr(0b1100101) + chr(99) + chr(10983 - 10872) + '\144' + '\x65')(chr(1886 - 1769) + chr(696 - 580) + chr(0b1100110) + chr(45) + chr(0b100011 + 0o25)))(hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b'\xa27\xdb\x18[\xdbA\xb5'), chr(7715 - 7615) + chr(2281 - 2180) + '\143' + '\157' + '\x64' + chr(0b1100101))(chr(4264 - 4147) + chr(0b111111 + 0o65) + '\146' + '\x2d' + chr(1888 - 1832))][roI3spqORKae(ES5oEprVxulp(b'\xbb!'), chr(100) + chr(9799 - 9698) + chr(99) + chr(0b1000110 + 0o51) + chr(0b1000110 + 0o36) + chr(0b1100101))(chr(0b11111 + 0o126) + '\164' + chr(0b1100110) + chr(1236 - 1191) + '\x38')]) roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xb3!\xd0#\\\xd7S'), chr(4620 - 4520) + '\145' + chr(2181 - 2082) + chr(0b1100010 + 0o15) + chr(0b1100100) + chr(2251 - 2150))(chr(0b1101010 + 0o13) + chr(0b1110100) + chr(0b1110 + 0o130) + chr(0b100011 + 0o12) + chr(2667 - 2611)))([XwVpcyasdpoL[roI3spqORKae(ES5oEprVxulp(b'\xa1<\xd9\x1eA\xd4'), '\144' + '\145' + '\x63' + '\157' + '\x64' + chr(5191 - 5090))(chr(0b1011000 + 0o35) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(56))], hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b'\xa27\xdb\x18[\xdbA\xb5'), chr(100) + chr(976 - 875) + chr(9704 - 9605) + '\x6f' + chr(0b1100100) + chr(0b1100101))(chr(3195 - 3078) + chr(0b110011 + 0o101) + '\146' + chr(0b101101 + 0o0) + chr(56))][roI3spqORKae(ES5oEprVxulp(b'\xbc$\xd9\x19'), '\144' + chr(0b1100101) + chr(99) + '\157' + chr(0b110101 + 0o57) + chr(1250 - 1149))(chr(0b1110101) + chr(0b1110010 + 0o2) + chr(102) + '\055' + '\x38')], roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(0b1100001 + 0o3) + chr(755 - 654) + chr(0b10001 + 0o122) + chr(8876 - 8765) + '\x64' + '\x65')('\x75' + chr(10951 - 10835) + chr(2250 - 2148) + chr(1374 - 1329) + chr(0b111000)))(roI3spqORKae(ES5oEprVxulp(b'\x8a'), chr(100) + '\145' + chr(834 - 735) + '\157' + chr(100) + '\x65')('\x75' + '\164' + chr(102) + chr(45) + chr(0b1010 + 0o56)) if hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b'\xa27\xdb\x18[\xdbA\xb5'), chr(0b1100100) + '\x65' + chr(0b101111 + 0o64) + chr(2539 - 2428) + chr(0b100010 + 0o102) + chr(101))(chr(5173 - 5056) + chr(0b1010010 + 0o42) + chr(0b1100110) + '\055' + chr(56))][roI3spqORKae(ES5oEprVxulp(b'\xbb!'), '\144' + chr(101) + '\x63' + '\x6f' + chr(100) + chr(1551 - 1450))('\x75' + chr(0b1110100) + chr(0b1100110) + '\055' + '\x38')] in MrE8SohuAsPj else roI3spqORKae(ES5oEprVxulp(b''), chr(0b10000 + 0o124) + chr(0b100011 + 0o102) + chr(2379 - 2280) + chr(0b110011 + 0o74) + chr(1423 - 1323) + chr(7019 - 6918))(chr(0b100000 + 0o125) + chr(8371 - 8255) + chr(0b1100110) + '\055' + chr(56)), bold=nzTpIcepk0o8(chr(0b11001 + 0o27) + chr(8527 - 8416) + '\x31', 8)), zLMB_sNGQEdt(hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b'\xb6$\xc0\x19'), '\x64' + chr(101) + chr(99) + '\x6f' + chr(0b1100100) + '\x65')(chr(0b1101000 + 0o15) + chr(10513 - 10397) + chr(102) + chr(0b101101) + '\x38')]), rM0eqhVMVbQ8(hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b'\xa1 \xc0\x08B\xddI\xa2\x9a\x94z\x16\xf4;\xb3#'), chr(100) + chr(101) + chr(0b1100011) + chr(111) + chr(0b1001100 + 0o30) + chr(0b1100101))('\165' + chr(116) + '\x66' + chr(0b101101) + chr(348 - 292))], H1KC_orE4z0l[roI3spqORKae(ES5oEprVxulp(b'\xa1 \xc0\x08B\xddI\xa2\x9a\x94z\x16\xf4;\xb3#'), chr(0b1100100) + chr(101) + chr(0b10010 + 0o121) + '\157' + chr(5275 - 5175) + '\x65')(chr(10919 - 10802) + '\164' + '\x66' + chr(0b101101) + chr(0b110000 + 0o10))]), rM0eqhVMVbQ8(hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b"\xb1*\xc6\x19q\xdd\\\xa4\x9c\x81K\x01\xe3\r\xa2'\xc2\xa0"), '\144' + chr(0b10011 + 0o122) + '\x63' + chr(111) + chr(0b1100100) + chr(0b110100 + 0o61))(chr(117) + '\x74' + chr(102) + chr(0b101101) + '\070')], H1KC_orE4z0l[roI3spqORKae(ES5oEprVxulp(b"\xb1*\xc6\x19q\xdd\\\xa4\x9c\x81K\x01\xe3\r\xa2'\xc2\xa0"), '\x64' + '\145' + chr(8176 - 8077) + chr(0b1101111) + '\x64' + '\145')(chr(6503 - 6386) + chr(4277 - 4161) + chr(0b11 + 0o143) + '\x2d' + chr(0b111000))]), hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b'\xbf$\xdd\x12Z\xddJ\xa6\x9a\x83@9\xe5=\xbc*\xd7\xb1"\x14j\xcc1\xd07\xb4\x9bP'), chr(7451 - 7351) + chr(0b1100101) + chr(0b101011 + 0o70) + chr(0b1101111) + chr(3800 - 3700) + chr(6240 - 6139))('\165' + '\164' + '\146' + chr(45) + chr(1754 - 1698))] / nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001) + chr(0b110010), ord("\x08")), hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b'\xbf$\xcc\x15C\xcdI\x98\x87\x88J\x14\xf2\r\xa37\xc3\xa0"\x1cn\xff\x1c\xc3"\xa9\x9d'), chr(0b1100100) + '\x65' + chr(0b1000 + 0o133) + '\157' + '\x64' + '\x65')(chr(0b1110101) + '\x74' + '\146' + '\x2d' + chr(1611 - 1555))] / nzTpIcepk0o8('\060' + chr(9597 - 9486) + '\061' + chr(2152 - 2102), 8), CN2NjhKw6sku(hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b"\xb1*\xc6\x19q\xdd\\\xa4\x9c\x81K\x01\xe3\r\xa2'\xc2\xa0"), chr(100) + chr(10137 - 10036) + '\143' + chr(0b1101 + 0o142) + chr(0b10010 + 0o122) + chr(6462 - 6361))('\x75' + chr(7838 - 7722) + chr(271 - 169) + chr(52 - 7) + chr(0b111000))], H1KC_orE4z0l[roI3spqORKae(ES5oEprVxulp(b"\xb1*\xc6\x19q\xdd\\\xa4\x9c\x81K\x01\xe3\r\xa2'\xc2\xa0"), '\144' + chr(0b110000 + 0o65) + chr(99) + chr(2875 - 2764) + chr(0b1100100) + '\x65')('\x75' + chr(0b1101 + 0o147) + chr(6124 - 6022) + '\x2d' + chr(56))])]) for NXbW5jBRufBw in roI3spqORKae(GRHOPM2vWpgL.set(MrE8SohuAsPj), roI3spqORKae(ES5oEprVxulp(b'\xb6,\xd2\x1aK\xcaA\xa9\x97\x85'), chr(1622 - 1522) + '\x65' + chr(99) + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(8683 - 8566) + chr(0b1011111 + 0o25) + '\x66' + chr(0b101101) + '\x38'))(fNICFlTaoUIr): QalfVVDukGH2 = UcWMUNwakpM3(NXbW5jBRufBw) roI3spqORKae(h3Vc_4wxEbgd, roI3spqORKae(ES5oEprVxulp(b'\xb3!\xd0#\\\xd7S'), chr(100) + chr(0b110 + 0o137) + chr(99) + '\157' + '\x64' + chr(1321 - 1220))('\x75' + '\x74' + '\x66' + chr(0b101101) + chr(2982 - 2926)))([roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), '\x64' + chr(0b1010 + 0o133) + chr(0b1110 + 0o125) + '\x6f' + '\144' + chr(994 - 893))('\165' + '\164' + chr(2335 - 2233) + chr(1919 - 1874) + chr(0b111000)))(XwVpcyasdpoL[roI3spqORKae(ES5oEprVxulp(b'\xa1<\xd9\x1eA\xd4'), chr(0b1011010 + 0o12) + chr(0b100010 + 0o103) + '\143' + chr(111) + chr(1604 - 1504) + '\x65')(chr(0b1110101) + chr(116) + chr(102) + chr(0b101101) + chr(0b111000))], bg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), chr(0b1100100 + 0o0) + '\x65' + chr(3721 - 3622) + chr(0b101011 + 0o104) + '\x64' + chr(0b1000 + 0o135))(chr(10976 - 10859) + chr(116) + '\x66' + chr(0b100010 + 0o13) + chr(56))), roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), '\x64' + chr(101) + '\143' + '\157' + chr(3037 - 2937) + '\145')('\165' + chr(116) + chr(102) + chr(0b101101) + chr(56)))(roI3spqORKae(QalfVVDukGH2, roI3spqORKae(ES5oEprVxulp(b'\xb3|\xdaLj\xff\x1d\x88\xa3\xd7]\n'), '\144' + '\145' + '\143' + chr(10003 - 9892) + '\x64' + chr(101))(chr(5396 - 5279) + chr(0b1110100) + chr(2580 - 2478) + chr(1836 - 1791) + '\070'))[roI3spqORKae(ES5oEprVxulp(b'\xbc$\xd9\x19'), chr(1905 - 1805) + '\145' + chr(0b111100 + 0o47) + chr(0b1101111 + 0o0) + '\144' + chr(0b10100 + 0o121))(chr(0b1010010 + 0o43) + chr(1930 - 1814) + chr(7307 - 7205) + chr(1140 - 1095) + '\x38')], bg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), chr(0b1100100) + chr(101) + chr(0b100001 + 0o102) + chr(0b10011 + 0o134) + chr(0b1010111 + 0o15) + '\145')(chr(0b1110101) + chr(0b10 + 0o162) + chr(5915 - 5813) + chr(0b11110 + 0o17) + chr(2487 - 2431))), roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), '\x64' + '\x65' + chr(4393 - 4294) + chr(0b1101111) + chr(0b1100100) + '\x65')(chr(0b1101100 + 0o11) + chr(116) + '\x66' + chr(938 - 893) + chr(0b100010 + 0o26)))(roI3spqORKae(ES5oEprVxulp(b'\x8a'), chr(0b1000101 + 0o37) + '\x65' + chr(6584 - 6485) + chr(0b1101111) + '\x64' + '\145')(chr(0b10 + 0o163) + '\164' + chr(0b1100110) + '\x2d' + chr(0b111000)) if hBoegJBEAAo1[roI3spqORKae(ES5oEprVxulp(b'\xa27\xdb\x18[\xdbA\xb5'), '\144' + '\145' + chr(0b111111 + 0o44) + chr(5202 - 5091) + chr(0b1100100) + '\x65')(chr(117) + chr(116) + chr(0b1100110) + chr(127 - 82) + chr(2049 - 1993))][roI3spqORKae(ES5oEprVxulp(b'\xbb!'), chr(5189 - 5089) + '\x65' + chr(0b1100011) + chr(0b101000 + 0o107) + chr(0b1100100) + chr(0b1100101))(chr(1065 - 948) + chr(0b1110100) + chr(0b1100110) + '\x2d' + '\070')] in MrE8SohuAsPj else roI3spqORKae(ES5oEprVxulp(b''), '\x64' + chr(9770 - 9669) + '\x63' + '\157' + chr(0b110010 + 0o62) + chr(9118 - 9017))(chr(0b111001 + 0o74) + chr(116) + chr(0b1010111 + 0o17) + chr(0b101101) + chr(0b101111 + 0o11)), bold=nzTpIcepk0o8(chr(1210 - 1162) + chr(0b1101111) + chr(925 - 876), 8)), roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(0b11010 + 0o112) + chr(101) + chr(0b1100011) + '\x6f' + '\x64' + '\x65')(chr(117) + chr(1122 - 1006) + '\146' + chr(0b1 + 0o54) + '\x38'))(N9zlRy29S1SS(pGZg2NXRxBup(nzTpIcepk0o8(chr(0b10100 + 0o34) + chr(0b1110 + 0o141) + '\x33' + '\066' + chr(0b11001 + 0o35) + chr(0b11100 + 0o26), 20242 - 20234), nzTpIcepk0o8(chr(0b110000) + '\157' + '\061', 8), nzTpIcepk0o8('\060' + chr(7748 - 7637) + chr(2212 - 2163), 8)))), roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), '\x64' + '\x65' + chr(0b1100011) + '\157' + '\x64' + chr(101))(chr(0b1101101 + 0o10) + '\x74' + '\146' + '\055' + chr(56)))(roI3spqORKae(ES5oEprVxulp(b'\xbf,\xc7\x0fG\xd6C'), chr(0b1001011 + 0o31) + chr(101) + chr(99) + chr(111) + '\x64' + chr(0b111011 + 0o52))(chr(117) + chr(0b1110100) + chr(0b0 + 0o146) + '\x2d' + chr(56)), bg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), '\x64' + '\x65' + '\x63' + chr(0b11 + 0o154) + '\144' + chr(101))(chr(0b101001 + 0o114) + chr(0b1110100) + '\x66' + chr(853 - 808) + chr(0b111000))), roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(4832 - 4732) + '\x65' + chr(99) + chr(0b101100 + 0o103) + chr(8508 - 8408) + '\145')(chr(0b100101 + 0o120) + '\x74' + chr(102) + chr(0b101101) + chr(1977 - 1921)))(roI3spqORKae(ES5oEprVxulp(b'\xbf,\xc7\x0fG\xd6C'), chr(100) + chr(8622 - 8521) + chr(0b111100 + 0o47) + chr(0b1101111) + chr(100) + chr(9447 - 9346))(chr(0b1110101) + chr(116) + chr(1847 - 1745) + '\x2d' + chr(56)), bg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), chr(100) + chr(0b11110 + 0o107) + chr(99) + '\x6f' + chr(5048 - 4948) + chr(0b1100101))(chr(117) + '\164' + chr(0b1100110) + chr(78 - 33) + '\x38')), roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(4182 - 4082) + chr(101) + '\143' + chr(0b1101111) + '\144' + chr(1496 - 1395))(chr(9147 - 9030) + '\x74' + chr(0b1011001 + 0o15) + '\055' + chr(633 - 577)))(roI3spqORKae(ES5oEprVxulp(b'\xbf,\xc7\x0fG\xd6C'), '\x64' + chr(101) + chr(0b1011101 + 0o6) + '\x6f' + chr(6697 - 6597) + chr(0b1100101))(chr(0b1111 + 0o146) + chr(0b110111 + 0o75) + '\146' + chr(0b101101) + chr(0b110110 + 0o2)), bg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), chr(0b1100100) + '\145' + chr(99) + chr(0b1101111) + '\x64' + chr(0b11110 + 0o107))('\x75' + '\164' + '\x66' + '\055' + chr(1176 - 1120))), roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(100) + chr(0b1100101) + '\143' + chr(11020 - 10909) + '\x64' + chr(0b1111 + 0o126))(chr(0b111110 + 0o67) + chr(0b1010001 + 0o43) + chr(0b1011000 + 0o16) + '\x2d' + chr(0b110010 + 0o6)))(roI3spqORKae(ES5oEprVxulp(b'\xbf,\xc7\x0fG\xd6C'), '\144' + chr(0b1100101) + chr(5029 - 4930) + chr(0b111100 + 0o63) + '\x64' + '\x65')(chr(0b1110101) + chr(0b1110100) + chr(102) + '\055' + chr(56)), bg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), '\x64' + chr(0b1100101) + '\x63' + '\x6f' + chr(100) + chr(0b1100101))(chr(0b1110101) + '\x74' + chr(0b1100110) + chr(45) + chr(56))), roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\x97\x15\xf8\x1f\x19\x8a\x16\xa8\xc7\xd5FP'), chr(2633 - 2533) + chr(0b1100101) + '\143' + '\157' + chr(0b1011111 + 0o5) + chr(0b1010010 + 0o23))('\x75' + '\164' + '\x66' + chr(0b100001 + 0o14) + '\x38'))(roI3spqORKae(ES5oEprVxulp(b'\xbf,\xc7\x0fG\xd6C'), chr(0b1100100) + chr(0b1100101) + chr(99) + chr(111) + chr(100) + chr(5854 - 5753))('\x75' + chr(0b1001001 + 0o53) + '\x66' + '\055' + '\x38'), bg=roI3spqORKae(ES5oEprVxulp(b'\xa0 \xd0'), chr(9672 - 9572) + chr(0b1001101 + 0o30) + '\x63' + '\157' + chr(0b1100100) + chr(0b1100101))(chr(117) + '\164' + chr(9339 - 9237) + chr(45) + chr(2254 - 2198)))]) toKQXlEvBKaK += h3Vc_4wxEbgd.get_string(sortby=roI3spqORKae(ES5oEprVxulp(b'\x96$\xc0\x19'), chr(0b1 + 0o143) + chr(0b1100101) + '\143' + chr(0b1010111 + 0o30) + chr(100) + '\145')(chr(117) + chr(116) + '\146' + '\055' + '\070'), reversesort=nzTpIcepk0o8(chr(0b110000) + chr(5944 - 5833) + chr(49), 8)) toKQXlEvBKaK += roI3spqORKae(ES5oEprVxulp(b'\xd8'), chr(0b1100100) + chr(2972 - 2871) + chr(0b1100011) + chr(4388 - 4277) + chr(0b1100100) + chr(7975 - 7874))('\x75' + chr(116) + '\146' + '\055' + chr(0b100010 + 0o26)) roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'\xbb!\xe5\x1b\x1d\xe0\x1c\x8a\xc6\xa2\\\x0c'), '\144' + chr(865 - 764) + chr(0b111100 + 0o47) + chr(111) + chr(100) + '\x65')(chr(0b1110101 + 0o0) + chr(8999 - 8883) + chr(0b1000101 + 0o41) + chr(1189 - 1144) + chr(623 - 567)))(toKQXlEvBKaK)
bitshares/uptick
uptick/ui.py
print_table
def print_table(*args, **kwargs): """ if csv: import csv t = csv.writer(sys.stdout, delimiter=";") t.writerow(header) else: t = PrettyTable(header) t.align = "r" t.align["details"] = "l" """ t = format_table(*args, **kwargs) click.echo(t)
python
def print_table(*args, **kwargs): """ if csv: import csv t = csv.writer(sys.stdout, delimiter=";") t.writerow(header) else: t = PrettyTable(header) t.align = "r" t.align["details"] = "l" """ t = format_table(*args, **kwargs) click.echo(t)
[ "def", "print_table", "(", "*", "args", ",", "*", "*", "kwargs", ")", ":", "t", "=", "format_table", "(", "*", "args", ",", "*", "*", "kwargs", ")", "click", ".", "echo", "(", "t", ")" ]
if csv: import csv t = csv.writer(sys.stdout, delimiter=";") t.writerow(header) else: t = PrettyTable(header) t.align = "r" t.align["details"] = "l"
[ "if", "csv", ":", "import", "csv", "t", "=", "csv", ".", "writer", "(", "sys", ".", "stdout", "delimiter", "=", ";", ")", "t", ".", "writerow", "(", "header", ")", "else", ":", "t", "=", "PrettyTable", "(", "header", ")", "t", ".", "align", "=", "r", "t", ".", "align", "[", "details", "]", "=", "l" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/ui.py#L125-L137
train
Print a table of available attributes.
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(2137 - 2089) + chr(755 - 644) + '\061' + chr(48) + chr(0b110111), ord("\x08")), nzTpIcepk0o8(chr(57 - 9) + '\x6f' + chr(2709 - 2656) + chr(862 - 812), 0b1000), nzTpIcepk0o8(chr(0b1001 + 0o47) + '\157' + '\x37' + chr(0b110111), 0o10), nzTpIcepk0o8('\060' + chr(8570 - 8459) + chr(0b110010) + '\x31' + chr(48), ord("\x08")), nzTpIcepk0o8('\x30' + '\157' + chr(2431 - 2380) + chr(0b110111) + chr(54), 58609 - 58601), nzTpIcepk0o8(chr(77 - 29) + chr(111) + '\061', 0o10), nzTpIcepk0o8('\060' + '\x6f' + chr(50) + '\x30' + chr(0b110101), 0o10), nzTpIcepk0o8('\060' + chr(0b111101 + 0o62) + chr(336 - 285) + '\066' + chr(507 - 457), ord("\x08")), nzTpIcepk0o8(chr(48) + chr(0b1011001 + 0o26) + '\062' + '\x30' + '\066', 0o10), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(0b100111 + 0o12) + chr(0b100011 + 0o23) + '\063', 5411 - 5403), nzTpIcepk0o8(chr(48) + '\157' + '\061' + chr(1763 - 1708) + chr(1850 - 1800), 0o10), nzTpIcepk0o8('\060' + '\157' + '\x32' + '\066' + chr(54), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(3975 - 3864) + '\x31' + chr(0b110110) + chr(49), 2817 - 2809), nzTpIcepk0o8(chr(904 - 856) + chr(0b1101111) + chr(0b11010 + 0o33) + chr(625 - 577), ord("\x08")), nzTpIcepk0o8(chr(219 - 171) + chr(0b1101111) + '\x32' + chr(54), 30922 - 30914), nzTpIcepk0o8(chr(0b110000) + chr(0b1101111) + chr(51) + '\061' + chr(0b110001), ord("\x08")), nzTpIcepk0o8(chr(0b10010 + 0o36) + chr(0b1101111) + '\x33' + chr(1412 - 1362) + chr(0b110001), 0b1000), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(1651 - 1602) + chr(0b110110) + '\x35', ord("\x08")), nzTpIcepk0o8('\x30' + chr(111) + chr(0b1101 + 0o52) + '\x30', 0b1000), nzTpIcepk0o8(chr(0b100001 + 0o17) + chr(8018 - 7907) + '\x33' + chr(55), 0o10), nzTpIcepk0o8(chr(0b100111 + 0o11) + chr(111) + '\064' + chr(48), 46836 - 46828), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\066' + '\063', 62559 - 62551), nzTpIcepk0o8(chr(0b101100 + 0o4) + chr(0b110100 + 0o73) + chr(48), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\x6f' + chr(49) + '\x30' + '\x33', 105 - 97), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(494 - 439) + chr(51), 0b1000), nzTpIcepk0o8('\x30' + chr(0b100010 + 0o115) + chr(50) + '\x30' + chr(0b110111), 44608 - 44600), nzTpIcepk0o8(chr(48) + '\157' + chr(55) + '\x37', 8), nzTpIcepk0o8(chr(48) + chr(10454 - 10343) + chr(51) + chr(525 - 474) + chr(0b10 + 0o56), ord("\x08")), nzTpIcepk0o8(chr(1472 - 1424) + chr(111) + '\x31' + chr(1340 - 1288) + chr(0b111 + 0o53), 0o10), nzTpIcepk0o8(chr(48) + chr(111) + chr(818 - 768) + '\x31' + '\x31', 56704 - 56696), nzTpIcepk0o8('\x30' + chr(4276 - 4165) + chr(54) + '\x37', ord("\x08")), nzTpIcepk0o8(chr(1332 - 1284) + chr(10897 - 10786) + chr(0b11111 + 0o22) + chr(49) + '\062', 0o10), nzTpIcepk0o8(chr(0b10110 + 0o32) + '\x6f' + chr(1627 - 1576) + chr(1714 - 1659) + '\064', 50162 - 50154), nzTpIcepk0o8(chr(813 - 765) + '\157' + '\x32' + '\061' + chr(54), 0b1000), nzTpIcepk0o8('\060' + '\157' + '\x31' + chr(0b110110), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110011) + chr(0b1001 + 0o53) + chr(0b110101 + 0o2), 41486 - 41478), nzTpIcepk0o8(chr(1239 - 1191) + chr(0b1010111 + 0o30) + '\065' + chr(49), ord("\x08")), nzTpIcepk0o8(chr(928 - 880) + chr(0b10001 + 0o136) + '\x33' + chr(0b110101) + chr(0b100100 + 0o16), 0o10), nzTpIcepk0o8(chr(48) + chr(0b1101111) + chr(0b110010 + 0o1) + '\x32', 0o10), nzTpIcepk0o8('\060' + chr(0b101100 + 0o103) + chr(0b110010) + '\060', 0b1000)][ZlbFMSG8gCoF % nzTpIcepk0o8('\x30' + '\x6f' + chr(0b1111 + 0o46) + chr(0b110000), 8)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'i'), '\x64' + chr(1680 - 1579) + chr(2907 - 2808) + chr(2069 - 1958) + chr(0b1100100) + chr(0b101110 + 0o67))(chr(0b1110101) + chr(0b1110100) + '\x66' + '\x2d' + chr(0b110001 + 0o7)) + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def Kmv7LB1XrgEv(*eemPYp2vtTSr, **q5n0sHDDTy90): h3Vc_4wxEbgd = jEoL5UrCIzuU(*eemPYp2vtTSr, **q5n0sHDDTy90) roI3spqORKae(uNNTJtNION1L, roI3spqORKae(ES5oEprVxulp(b'.Nn\xef\xcdY\xbd\xbf\xb41\x03\xdc'), '\x64' + '\145' + chr(0b1100011) + '\157' + chr(0b1100100) + '\x65')('\x75' + chr(116) + '\146' + chr(0b101101) + '\x38'))(h3Vc_4wxEbgd)
bitshares/uptick
uptick/rpc.py
rpc
def rpc(ctx, call, arguments, api): """ Construct RPC call directly \b You can specify which API to send the call to: uptick rpc --api assets You can also specify lists using uptick rpc get_objects "['2.0.0', '2.1.0']" """ try: data = list(eval(d) for d in arguments) except: data = arguments ret = getattr(ctx.bitshares.rpc, call)(*data, api=api) print_dict(ret)
python
def rpc(ctx, call, arguments, api): """ Construct RPC call directly \b You can specify which API to send the call to: uptick rpc --api assets You can also specify lists using uptick rpc get_objects "['2.0.0', '2.1.0']" """ try: data = list(eval(d) for d in arguments) except: data = arguments ret = getattr(ctx.bitshares.rpc, call)(*data, api=api) print_dict(ret)
[ "def", "rpc", "(", "ctx", ",", "call", ",", "arguments", ",", "api", ")", ":", "try", ":", "data", "=", "list", "(", "eval", "(", "d", ")", "for", "d", "in", "arguments", ")", "except", ":", "data", "=", "arguments", "ret", "=", "getattr", "(", "ctx", ".", "bitshares", ".", "rpc", ",", "call", ")", "(", "*", "data", ",", "api", "=", "api", ")", "print_dict", "(", "ret", ")" ]
Construct RPC call directly \b You can specify which API to send the call to: uptick rpc --api assets You can also specify lists using uptick rpc get_objects "['2.0.0', '2.1.0']"
[ "Construct", "RPC", "call", "directly", "\\", "b", "You", "can", "specify", "which", "API", "to", "send", "the", "call", "to", ":" ]
66c102200fdbf96cef4fd55cc69d00e690f62001
https://github.com/bitshares/uptick/blob/66c102200fdbf96cef4fd55cc69d00e690f62001/uptick/rpc.py#L16-L33
train
Construct a RPC call directly with the given arguments
GiP5xwVCF98Z,B3LV8Eo811Ma,bIsJhlpYrrU2,UtiWT6f6p9yZ,sY2ClS3bs_Vs,cXy7eDEmqBLX,WBIJpxagI_Bm,oiYQtqKByLVy,pKtZbyLPTF7M,N5KuUvtbiyqB,Y8CO_HpFZe1H,lFpHwHL3xiEO,QT_5wdIFQ3WX,gn988v5t9NEf,dVZxwLTOCtbO,RjQP07DYIdkf,Wun5u3i1rn23,m64e4RQAlmFd,zfo2Sgkz3IVJ,aWb0eXvJHTT7,s2y8nAB4S7UF,znAfcqx_89tO,ZnHlCcECsuOK,TdYHRT1SBW60,mBmBrDJUSN6g,Awc2QmWaiVq8,fPFTJxVnGShv,Kqv3Zaj1M9P0,uKsHT175xV8E,ah0DLMBSEU5j,EsFcqWRT9elq,d9st0HqZDng1,knUxyjfq07F9,Fc8q2OvvlH7d,KSw3AkHkJy1a,JD7LadPikpPw,VwkB9reRDydR,aHxuT4bIDdeg,Qn0k4xGfJpuL,NfwEQ1VKf5DV,WdoB9EK8ABTr,Y1otPTwLRJvi,zsedrPqY_EmW,CJFGX4uBWMak,DB9Ra8FNEf7o,DHq8A6v2Wg4n,Migy1gLCcYvQ,IAGRfZDRyjN_,ze1AhR_jfpze,ej204HIOxzoZ,_1qUu0gKi9gH,Wa8JM2k53wi5,aFaxROHyT7UJ,ZOdpVDJPWn4I,LqOf4dRsAg72,K3alqetBMgas,ZtIuyIq3ta7g,UIHY5MV5X5uS,C60ELahXqfKV,FB4_7GjVy3pW,wXIYU_4UfQFa,jZIjKu8IFANs,REazVyvp6OIp,pZy5DBJ8WJod,aP29ipGsOVzf,YikXQdxs3VoO,UBvEeZympYSz,mRTjFWUmjlQA,QhZRiM1qvaW7,WbNHlDKpyPtQ,z18h6aCn31dg,oxjHmqoBrCHG,GA4ANb_Tki5v,LdFlJR2ssk3y,gCu7Qd75URN1,yfEeqQiUoqWT,zGgTE_CdZfvi,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2,zQBGwUT7UU8L,DvlSWc3qeAuL,qX60lO1lgHA5,ZQUt7vS8_3kI,VF4pKOObtlPc,D6JeCyjJUA8O,fBqfYi7uj_uC,TVUhqOt5_BbS,WtdkIpFeYozM,MdkNqd1bagO6,QNQS9e6tJqMV,typojWN5Phrq,gufQJgTAhMnI,uPAcezIXzQNA,i739myaCTbWD,AtYHTsImz86v,pWZq9QOaZbhU,lI5UiuqoXdKZ,qZ4DivK_Doaa,znjnJWK64FDT,iJbw0iNQ06Xw,Jq33HEV_XqZE,_kV_Bomx8PZ4,Z5xOfqIptFuc,_9cznYtBZk6k,ZurjcUL1ssA8,qEahrGEDF7Tq,jLW6pRf2DSRk,q33KG3foQ_CJ,PNaRkv8AjHWU,roI3spqORKae,CFUos7dinCa7,dRKdVnHPFq7C,dMJNtLk2mncQ,Mq8h41ilRngb,vgO67Nkl7Kt9,maLnLg8O5zPT,QnTXOd5N96r1,nzTpIcepk0o8,suIjIS24Zkqw,CmsH_0IVxIiZ,b8MSkfijeeBr,ftfygxgFas5X,xM0vTMWcJQBa,H4NoA26ON7iG,y0cCpS6dh4OT,VVP82lOIz6CD,KV9ckIhroIia,D2M3XQk26HKr,XURpmPuEWCNF,ltB3XhPy2rYf,mxgO6GAb3Xup,llEg6op6Lr8F,DnU3Rq9N5ala,RmKXV0QRcrJP,JEroPXRTriYU,v8jsMqaYV6U2,X1QyyvXSAOQt,PWTqT_PKIfuW,bbT2xIe5pzk7,VWshwTzZfwvC,DoS4vLAglV8A,sOS7b2Ofrbne,Bvi71nNyvlqO,lCf1uzpaIUMv,nDEnDEV3Lc5Z,V3OlOVg98A85,WsP3Nc3n6e0b,N9zlRy29S1SS,oclC8DLjA_lV,CO2YiXoIEhJY,nfNqtJL5aRaY,MJ07XsN5uFgW,cL4sFo6RhVJa,TxMFWa_Xzviv,bpTSxj4JFQ8o,zL_YcxPEZPhm,yfEeqQiUoqWT,OHWDi_URd_WF,NKGkaWkPPkT2,AYtDRlqeP0tq,vQqJeSQfHM0X,FUdwyfT9sfj2=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__ ES5oEprVxulp = lambda R7ltlgvcKSD4: QNQS9e6tJqMV([bI5jsQ9OkQtj ^ [nzTpIcepk0o8(chr(0b101001 + 0o7) + chr(10265 - 10154) + '\x32' + chr(1630 - 1575) + chr(0b110110), 0b1000), nzTpIcepk0o8(chr(48) + chr(0b111101 + 0o62) + chr(1855 - 1805) + '\065' + chr(0b110011), 0b1000), nzTpIcepk0o8(chr(48) + chr(111) + chr(0b110011) + chr(0b110001) + chr(50), ord("\x08")), nzTpIcepk0o8(chr(0b11101 + 0o23) + chr(0b1101111) + chr(0b110001) + chr(51) + chr(53), 0o10), nzTpIcepk0o8('\x30' + '\x6f' + '\061' + chr(0b1110 + 0o42) + chr(0b110100), 12271 - 12263), nzTpIcepk0o8('\060' + chr(111) + chr(0b11101 + 0o24) + chr(55) + '\060', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(0b1101000 + 0o7) + '\063' + chr(475 - 420) + chr(0b110010), 0b1000), nzTpIcepk0o8(chr(0b10001 + 0o37) + chr(0b1100110 + 0o11) + chr(0b11 + 0o56) + chr(48) + '\064', 8), nzTpIcepk0o8('\x30' + '\x6f' + chr(0b110011) + chr(51) + chr(105 - 50), ord("\x08")), nzTpIcepk0o8(chr(1592 - 1544) + chr(111) + chr(0b110111) + '\x33', 0b1000), nzTpIcepk0o8(chr(48) + chr(10354 - 10243) + chr(0b110100) + chr(0b101111 + 0o7), 0o10), nzTpIcepk0o8(chr(658 - 610) + chr(0b100010 + 0o115) + chr(0b110010) + chr(0b1111 + 0o47) + chr(51), ord("\x08")), nzTpIcepk0o8('\x30' + chr(0b1101111) + '\064' + '\064', 0o10), nzTpIcepk0o8(chr(0b11101 + 0o23) + '\x6f' + chr(0b100010 + 0o17) + '\064', 0b1000), nzTpIcepk0o8(chr(0b10001 + 0o37) + chr(0b10001 + 0o136) + '\061' + '\x33', 36613 - 36605), nzTpIcepk0o8(chr(48) + chr(0b1101111) + '\061' + '\063' + chr(48), ord("\x08")), nzTpIcepk0o8(chr(361 - 313) + '\157' + chr(49) + '\x31' + '\065', 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(0b110010) + '\x30' + chr(52), 0b1000), nzTpIcepk0o8(chr(0b0 + 0o60) + '\157' + chr(53) + chr(0b101000 + 0o11), 0o10), nzTpIcepk0o8(chr(0b1111 + 0o41) + chr(111) + '\x32' + chr(1118 - 1068) + chr(0b110111), 0o10), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(1270 - 1221) + '\062' + chr(0b110101), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + chr(51) + chr(0b1000 + 0o57) + chr(2780 - 2727), ord("\x08")), nzTpIcepk0o8(chr(1554 - 1506) + chr(0b1100110 + 0o11) + chr(50) + '\x31' + chr(0b110000 + 0o6), 0b1000), nzTpIcepk0o8(chr(461 - 413) + chr(0b1101111) + chr(2137 - 2086) + '\067' + '\x36', 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x33' + '\065', 0b1000), nzTpIcepk0o8('\060' + '\157' + '\061' + chr(54) + chr(0b110010 + 0o4), 5849 - 5841), nzTpIcepk0o8(chr(2162 - 2114) + '\157' + chr(51) + '\x32' + '\x32', 0b1000), nzTpIcepk0o8('\060' + chr(6163 - 6052) + '\x33' + chr(69 - 18) + chr(53), 0b1000), nzTpIcepk0o8('\x30' + chr(0b1101111) + chr(0b110001) + chr(0b110111) + chr(366 - 313), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001) + chr(0b110011) + '\061', 0b1000), nzTpIcepk0o8(chr(48) + chr(2752 - 2641) + '\x31' + chr(1119 - 1071), 0b1000), nzTpIcepk0o8(chr(0b110000) + chr(5221 - 5110) + chr(0b11 + 0o60) + '\065' + '\x35', ord("\x08")), nzTpIcepk0o8('\060' + chr(0b1101111) + chr(1485 - 1434) + '\x31', ord("\x08")), nzTpIcepk0o8(chr(0b110000) + '\157' + chr(0b110001) + '\x30', 8), nzTpIcepk0o8(chr(48) + chr(111) + chr(2458 - 2404) + '\064', 0b1000), nzTpIcepk0o8('\060' + chr(4906 - 4795) + chr(279 - 228) + '\x33' + chr(0b110001 + 0o6), 8), nzTpIcepk0o8(chr(48) + '\x6f' + chr(0b110001) + '\060' + chr(54), ord("\x08")), nzTpIcepk0o8(chr(0b110000) + chr(111) + '\x35' + '\062', 8801 - 8793), nzTpIcepk0o8(chr(48) + chr(111) + chr(54) + '\x35', 56329 - 56321), nzTpIcepk0o8('\x30' + chr(111) + chr(0b110011) + '\x34' + '\x32', 0o10)][ZlbFMSG8gCoF % nzTpIcepk0o8(chr(0b11000 + 0o30) + chr(0b1011011 + 0o24) + '\065' + '\060', 0b1000)] for (ZlbFMSG8gCoF, bI5jsQ9OkQtj) in _kV_Bomx8PZ4(R7ltlgvcKSD4)]) def rFFUeiYWzOhx(pOp6HxxfV61L, pXRQUD7VR93J): try: return zGgTE_CdZfvi(pOp6HxxfV61L + roI3spqORKae(ES5oEprVxulp(b'\x90'), chr(0b1100100) + '\x65' + chr(99) + '\157' + chr(0b11010 + 0o112) + chr(0b1100101))(chr(0b1100100 + 0o21) + chr(221 - 105) + '\146' + chr(45) + '\x38') + pXRQUD7VR93J) except fPFTJxVnGShv: return zGgTE_CdZfvi(pOp6HxxfV61L) def I_tX4mvDxzs6(PVjcU1K_3aBJ, c76Yf40Q6MeM, H5ObihiJsBjC, Zy5jC95Ko39c): try: FfKOThdpoDTb = H4NoA26ON7iG((Z5xOfqIptFuc(vPPlOXQgR3SM) for vPPlOXQgR3SM in H5ObihiJsBjC)) except UtiWT6f6p9yZ: FfKOThdpoDTb = H5ObihiJsBjC PvvMx4JvMX6J = roI3spqORKae(PVjcU1K_3aBJ.bitshares.rpc, c76Yf40Q6MeM)(*FfKOThdpoDTb, api=Zy5jC95Ko39c) JL5jVICg30Hl(PvvMx4JvMX6J)